diff --git a/docs/argocd.md b/docs/argocd.md
index b63f57eb..57e7039d 100644
--- a/docs/argocd.md
+++ b/docs/argocd.md
@@ -54,7 +54,7 @@
 
 - [blog.argoproj.io: Best Practices for Multi-tenancy in Argo CD](https://blog.argoproj.io/best-practices-for-multi-tenancy-in-argo-cd-273e25a047b0)
 - [argoproj.github.io: Argo Events - The Event-driven Workflow Automation Framework](https://argoproj.github.io/argo-events/) Argo Events is an event-driven workflow automation framework for Kubernetes which helps you trigger K8s objects, Argo Workflows, Serverless workloads, etc. on events from a variety of sources like webhooks, S3, schedules, messaging queues, etc.
-
+- [jijujacob27.medium.com: Sharded applications on Kubernetes using Helm, ArgoCD, and Argo-Rollouts](https://jijujacob27.medium.com/sharded-saas-applications-on-kubernetes-using-helm-argocd-and-argo-rollouts-a683c66f8646)
 
 ## Argo CD Tools
 - [argoproj-labs/argocd-autopilot: Argo-CD Autopilot](https://github.com/argoproj-labs/argocd-autopilot)  The Argo-CD Autopilot is a tool which offers an opinionated way of installing Argo-CD and managing GitOps epositories. New users to GitOps and Argo CD are not often sure how they should structure their repos, add applications, promote apps across environments, and manage the Argo CD installation itself using GitOps. Argo Autopilot is a project that solves that
diff --git a/docs/aws-architecture.md b/docs/aws-architecture.md
new file mode 100644
index 00000000..a4655523
--- /dev/null
+++ b/docs/aws-architecture.md
@@ -0,0 +1,28 @@
+# AWS Architecture
+- [Introduction](#introduction)
+- [AWS Architecture Blog, Official Blog, AWS Labs, AWS Quick Start](#aws-architecture-blog-official-blog-aws-labs-aws-quick-start)
+- [AWS Case Studies](#aws-case-studies)
+
+## Introduction
+- [AWS Well Architected Framework](https://docs.aws.amazon.com/wellarchitected/latest/framework/welcome.html)
+	- [nops.io: Discover How to Compare Cloud Workloads for Risk Management on AWS](https://www.nops.io/workload-rule-violations-aws-well-architected/) The AWS Well-Architected Framework provides best practices guidance to optimize workloads based on the Framework’s five pillars — operational excellence, security, reliability, performance efficiency, and cost optimization.
+- [AWS application-architecture](http://www.conceptdraw.com/examples/application-architecture)
+- [Optimizing your AWS Infrastructure for Sustainability, Part I: Compute](https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute/)
+- [Optimizing your AWS Infrastructure for Sustainability, Part II: Storage](https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-ii-storage/)
+- [==AWS App2Container: Migrate your Applications to Containers at Scale==](https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale/)
+- [dev.to: How Well-Architected Enables Junior Engineers](https://dev.to/aws-builders/how-well-architected-enables-junior-engineers-24j)
+- [==This is My Architecture==](https://aws.amazon.com/architecture/this-is-my-architecture) Innovative cloud architectures from AWS partners and customers. **'This is My Architecture' is a video series that showcases innovative architectural solutions on the AWS Cloud by customers and partners.** Each episode examines the most interesting and technically creative elements of each cloud architecture.
+- [==Creating a Multi-Region Application with AWS Services – Part 1, Compute, Networking, and Security==](https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-1-compute-and-security/)
+- [==Creating a Multi-Region Application with AWS Services – Part 2, Data and Replication==](https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-2-data-and-replication/)
+
+## AWS Architecture Blog, Official Blog, AWS Labs, AWS Quick Start
+- [AWS Architecture Blog](https://www.awsarchitectureblog.com)
+- [AWS Official Blog](http://blogs.aws.amazon.com/)
+- [AWS Labs GitHub](https://github.com/awslabs)
+- [AWS Quick Start Reference Deployments](http://aws.amazon.com/es/quickstart/)
+	- [AWS Quick Start - GitHub](https://github.com/awslabs/aws-quickstart)
+- [InfoWorld Review – Amazon Aurora Rocks MySQL](https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql/)
+- [AWS Cost Explorer Update – Access to EC2 Usage Data](https://aws.amazon.com/blogs/aws/aws-cost-explorer-update-access-to-ec2-usage-data/)
+
+## AWS Case Studies
+- [Thomas Publishing Case Study](https://aws.amazon.com/solutions/case-studies/thomas-publishing/)  After moving to AWS, we were able to shut down our largest data center, eliminating hundreds of thousands of dollars in associated real estate, facility operations, and power and cooling costs.   
diff --git a/docs/aws-backup.md b/docs/aws-backup.md
new file mode 100644
index 00000000..2d0607b2
--- /dev/null
+++ b/docs/aws-backup.md
@@ -0,0 +1,17 @@
+# AWS Backup and Recovery. Design for failure. Disaster Recovery
+- [Introduction](#introduction)
+- [AWS Backup Service](#aws-backup-service)
+
+## Introduction
+- [Quantum Taps AWS for Cloud-Powered Disaster Recovery](http://www.infostor.com/backup-and_recovery/quantum-taps-aws-for-cloud-powered-disaster-recovery.html)
+- [Linkedin discussion: Need help on Backup and restore methods of EC2 using s3 services](https://www.linkedin.com/groups/49531/49531-6093375473969090562)
+- [Design for failure lessons learnt from the Sydney AWS outage](https://www.hava.io/blog/design-for-failure-lessons-learnt-from-the-sydney-aws-outage)
+- [Chaos Monkey](https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey) The Netflix Chaos Monkey tool allows you to proactively launch attack code against your infrastructure to cause failures and give you the chance to fix potential problems before they occur on their own. 
+- [Udemy - AWS: How to Architect with a Design for Failure Approach](https://www.udemy.com/how-to-architect-with-a-design-for-failure-approach/)
+- [How to Restore Your Instance Data from a Backup using Snapshots on AWS EC2/EBS](https://www.cloudinsidr.com/content/how-to-restore-your-instance-data-from-a-backup-using-snapshots-on-aws-ec2ebs/)
+- [Backup and archive to AWS Storage Gateway VTL with Veeam Backup & Replication v9](https://aws.amazon.com/es/about-aws/whats-new/2016/08/backup-and-archive-to-aws-storage-gateway-vtl-with-veeam-backup-and-replication-v9/)
+- [Creating Disaster Recovery Mechanisms Using Amazon Route 53](https://aws.amazon.com/blogs/networking-and-content-delivery/creating-disaster-recovery-mechanisms-using-amazon-route-53/)
+
+## AWS Backup Service
+- [AWS Backup Service](https://aws.amazon.com/backup)
+- [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66)
diff --git a/docs/aws-best-practices.md b/docs/aws-best-practices.md
new file mode 100644
index 00000000..af08b608
--- /dev/null
+++ b/docs/aws-best-practices.md
@@ -0,0 +1,15 @@
+# AWS Best Practices and Tips. AWS Performance. Handling AWS Failures and Outages
+- [AWS Tips I Wish I'd Known Before I Started (Feb 2014)](https://wblinks.com/notes/aws-tips-i-wish-id-known-before-i-started/) A collection of random tips for Amazon Web Services (AWS) that I wish I'd been told a few years ago, based on what I've learned by building and deploying various applications on AWS.
+- [Amazon AWS Tips and Gotchas – Part 1 (Feb 2016)](http://www.tekhead.org/blog/2016/02/amazon-aws-tips-and-gotchas-part-1/)
+- [DZone: 5 Tips for Better AWS Performance](https://dzone.com/articles/5-tips-for-better-aws-performance) The Ngnix team has a nice list of tips for better performance when using the AWS services. Some of them are related to Ngnix, but others are completely usable for anyone.
+- [How do I get started with AWS cloud computing?](https://aws.amazon.com/premiumsupport/knowledge-center/get-started-aws/)
+- [DZone: Dude, Where's My Performance?](https://dzone.com/articles/dude-wheres-my-performance)
+- [DZone: A Guide to Performance Challenges with AWS EC2: Part 1](https://blog.appdynamics.com/cloud/a-guide-to-performance-challenges-with-aws-ec2-part-1/) 
+- [DZone: A Guide to Performance Challenges With AWS EC2: Part 2](https://dzone.com/articles/a-guide-to-performance-challenges-with-aws-ec2-par-1) Using Amazon Web Services? Learn how to get your Elastic Compute Cloud instances to perform better than your competitors.
+- [DZone: A Guide to Performance Challenges With AWS EC2: Part 3](https://dzone.com/articles/a-guide-to-performance-challenges-with-aws-ec2-par-2) In the second part of his guide covering performance challenges in AWS EC2, Saba Anees covers instances and the right applications for your workloads.
+- [DZone: A Guide to Performance Challenges With AWS EC2: Part 4](https://dzone.com/articles/a-guide-to-performance-challenges-with-aws-ec2-par-3) In the final part of his series covering performance challenges with AWS EC2, Saba Anees goes over poor ELB performance and handling AWS failures and outages.
+- [blog.datapath.io: Dynamic Web Accelerator for AWS Hosted Applications](http://blog.datapath.io/dynamic-web-accelerator-for-aws-hosted-applications)
+- [The Truth About Downtime in the Cloud](http://cloud.netapp.com/blog/prepare-for-the-day-of-all-cloud)
+- [thenewstack.io: Avoid the 5 Most Common Amazon Web Services Misconfigurations in Build-Time](https://thenewstack.io/avoid-the-5-most-common-amazon-web-services-misconfigurations-in-build-time/)
+- [zarantech.com: Top 5 Pillars of AWS Well-Architected Structure](https://www.zarantech.com/blog/top-5-pillars-of-aws-well-architected-structure/)
+- [foreseeti.com: How to become and stay AWS well architected in a smart way](https://foreseeti.com/how-to-become-and-stay-aws-well-architected-in-a-smart-way/)
\ No newline at end of file
diff --git a/docs/aws-certification.md b/docs/aws-certification.md
new file mode 100644
index 00000000..5db91b6f
--- /dev/null
+++ b/docs/aws-certification.md
@@ -0,0 +1,12 @@
+# AWS Certification
+- [linkedin: Sharing My Top 10 resources to use while preparing for AWS Certification Exams](https://www.linkedin.com/pulse/sharing-my-top-10-resources-use-while-preparing-aws-exams-semaan/)
+- [Schedule an Exam](https://aws.amazon.com/certification/certification-prep/testing) Find the testing option that works best for you
+- [dev.to: How to become a Certified AWS Solution Architect in 2022](https://dev.to/javinpaul/how-to-become-a-certified-aws-solution-architect-in-2022-35ad)
+
+## Closed groups for AWS certified professionals
+- [awscerts.slack.com](https://awscerts.slack.com)
+- [Amazon AWS Certification Preparation Tips](http://walkintocloud.com/index.php/2016/06/04/amazon-aws-certification-preparation-tips/)
+- [A curated list of AWS resources to prepare for the AWS Certifications](https://gist.github.com/leonardofed)
+- [AWS Certified Solutions Architect Professional – Study Guide](https://blue-clouds.com/category/study-guide/)
+- [aws.amazon.com: First AWS Certification Study Guide Now Available](https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available/)
+- [Tips on Passing AWS Certified Solutions Architect - Professional Level](https://www.linkedin.com/pulse/passed-aws-certified-solutions-architect-level-harshit-agarwal)
diff --git a/docs/aws-containers.md b/docs/aws-containers.md
new file mode 100644
index 00000000..60fcd536
--- /dev/null
+++ b/docs/aws-containers.md
@@ -0,0 +1,35 @@
+# AWS Containers
+- [AWS ECS](#aws-ecs)
+- [Rancher on AWS](#rancher-on-aws)
+- [Amazon ECS optimized AMI](#amazon-ecs-optimized-ami)
+- [AWS EC2 Container Registry ECR (Docker)](#aws-ec2-container-registry-ecr-docker)
+- [Docker for AWS](#docker-for-aws)
+
+## AWS ECS
+- [cloudonaut.io: Scaling Container Clusters on AWS: ECS and EKS](https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks/)
+- [medium: Creating CI/CD Pipeline for AWS ECS — Part I](https://medium.com/@harshvijaythakkar/creating-ci-cd-pipeline-for-aws-ecs-part-i-b2f61bb1522f)
+- [clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform](https://www.clickittech.com/aws/amazon-ecs-vs-eks/)
+- [dev.to: Sharing secrets to ECS in an AWS multi-account architecture](https://dev.to/aws-builders/sharing-secrets-to-ecs-in-an-aws-multi-account-architecture-5h1i)
+- [cast.ai: AWS EKS vs. ECS vs. Fargate: Where to manage your Kubernetes?](https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes/)
+- [neal-davis.medium.com: ECS vs EC2 vs Lambda](https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea)
+- [faun.pub: Why We Moved From Lambda to ECS](https://faun.pub/why-we-moved-from-lambda-to-ecs-b84674f31869)
+
+## Rancher on AWS
+- [aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference Deployment](https://aws-quickstart.github.io/quickstart-eks-rancher/)
+
+## Amazon ECS optimized AMI
+- [Amazon ECS-optimized AMI](http://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-optimized_AMI.html)
+
+## AWS EC2 Container Registry ECR (Docker)
+- [A Better Dev/Test Experience: Docker and AWS](https://medium.com/aws-activate-startup-blog/a-better-dev-test-experience-docker-and-aws-291da5ab1238)
+- [Amazon EC2 Container Registry Documentation](http://aws.amazon.com/es/documentation/ecr/)
+- [Get started with Amazon EC2 Container Registry (Amazon ECR)](http://docs.aws.amazon.com/AmazonECR/latest/userguide/ECR_GetStarted.html)
+- [Using Docker Machine with AWS](http://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws/)
+- [Docker Datacenter on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-aws-cloud-quick-start-reference-deployment/)
+- [ecrcp](https://github.com/bit-cloner/ecrcp) aims to mimic cp command in Linux systems as closely as possible in its implementation. Consider ecrcp to be the cp equivalent to copy container images from docker hub to ECR.
+- [aws.plainenglish.io: How to Push a Docker Image to the AWS ECR](https://aws.plainenglish.io/how-to-push-an-image-to-aws-ecr-b2be848c2ef)
+- [awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](https://github.com/awslabs/amazon-ecr-credential-helper) Automatically gets credentials for Amazon ECR on docker push/docker pull
+
+## Docker for AWS
+- [DZone: Getting Started With Docker for AWS and Scaling Nodes](https://dzone.com/articles/getting-started-with-docker-for-aws-and-scaling-no) This blog will explain how to get started with Docker for AWS and deploy a multi-host Swarm cluster on Amazon.
+- [blog.couchbase.com: Getting Started with Docker for AWS and Scaling Nodes](http://blog.couchbase.com/2016/july/docker-for-aws-getting-started-scaling-nodes)
diff --git a/docs/aws-data.md b/docs/aws-data.md
new file mode 100644
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--- /dev/null
+++ b/docs/aws-data.md
@@ -0,0 +1,20 @@
+# AWS Big Data 
+- [Introduction](#introduction)
+- [AWS Data Lake](#aws-data-lake)
+- [AWS Data Pipeline (aka Big Data Pipelines or Data Streams)](#aws-data-pipeline-aka-big-data-pipelines-or-data-streams)
+
+## Introduction
+- [aws.amazon.com/big-data](http://aws.amazon.com/big-data)
+- [blogs.aws.amazon.com/bigdata](http://blogs.aws.amazon.com/bigdata/)
+- [Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming](https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming/)
+- [Using Spark SQL for ETL](http://blogs.aws.amazon.com/bigdata/post/Tx2D93GZRHU3TES/Using-Spark-SQL-for-ETL)
+- [whizlabs.com: AWS Kinesis vs Kafka Apache](https://www.whizlabs.com/blog/kinesis-vs-kafka/)
+
+## AWS Data Lake
+- [Building a Data Lake on AWS](https://aws.amazon.com/big-data/data-lake-on-aws/) AWS provides a highly scalable, flexible, secure, and cost-effective solution for your organization to build a Data Lake – a data repository for both structured and unstructured data that is designed to be easily accessible for on-demand data analytics enabling you to answer questions as they arise.
+
+## AWS Data Pipeline (aka Big Data Pipelines or Data Streams)
+- [AWS Data Pipeline](https://aws.amazon.com/datapipeline/)
+- [AWS Data Pipeline Documentation](https://docs.aws.amazon.com/data-pipeline/index.html)
+- [medium: No-Code Data Collect API on AWS](https://medium.com/@dima.statz_89242/no-code-data-collect-api-on-aws-d79e3681d204) A No-Code Data Collections mechanism for Big Data Pipelines on AWS.
+- [AWS Big Data Blog: Category - AWS Data Pipeline](https://aws.amazon.com/blogs/big-data/category/analytics/aws-data-pipeline/)
diff --git a/docs/aws-databases.md b/docs/aws-databases.md
new file mode 100644
index 00000000..574a69d4
--- /dev/null
+++ b/docs/aws-databases.md
@@ -0,0 +1,59 @@
+# AWS RDS Databases
+- [Introduction](#introduction)
+- [AWS Database Migration Service DMS](#aws-database-migration-service-dms)
+- [AWS RDS Proxy](#aws-rds-proxy)
+- [AWS Schema Conversion Tool](#aws-schema-conversion-tool)
+- [AWS Redshift](#aws-redshift)
+- [AWS Data Mesh and Batch Data Processing](#aws-data-mesh-and-batch-data-processing)
+- [AWS NoSQL DynamoDB](#aws-nosql-dynamodb)
+
+## Introduction
+- [Tutorial: Restoring a DB Instance from a DB Snapshot](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/CHAP_Tutorials.RestoringFromSnapshot.html)
+- [Partitioning MySQL on RDS: "How We Partitioned Airbnb’s Main Database in Two Weeks"](https://medium.com/airbnb-engineering/how-we-partitioned-airbnb-s-main-database-in-two-weeks-55f7e006ff21)
+- [Amazon RDS for SQL Server – Support for Windows Authentication](https://aws.amazon.com/blogs/aws/amazon-rds-for-sql-server-support-for-windows-authentication/)
+- [Why Support of PostgreSQL 9.5 by Amazon RDS is Such Great News](http://blog.rubyroidlabs.com/2016/04/postgresql-9-5/)
+- [AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS](https://aws.amazon.com/getting-started/tutorials/create-mysql-db/)
+- [Migrating from MySQL (RDS) to Aurora with no downtime](http://cantrill.io/howto/aws/2016/06/06/migrating-from-mysql-to-aurora-with-almost-no-downtime.html)
+- [Replicating Amazon Aurora DB Clusters Across AWS Regions](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/Aurora.Replication.CrossRegion.html)
+- [Working with PostgreSQL, MySQL, and MariaDB Read Replicas - Amazon](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html) Use RDS PostgreSQL cross-region Read Replicas to get data close to customers. 
+- [Working with an Amazon RDS DB Instance in a VPC](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSInstanceinaVPC.html)
+- [Creating a DB Instance Running the Oracle Database Engine](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateOracleInstance.html) In RDS, create Oracle Standard Edition 2 DB instances with the License Included model.
+- [Oracle Database on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/about-aws/whats-new/2016/10/oracle-database-on-the-aws-cloud-quick-start-reference-deployment/)
+- [besanttechnologies.com: AWS – Relational Database Service](https://www.besanttechnologies.com/amazon-web-services-relational-database)
+- [Introducing the Aurora Storage Engine](https://aws.amazon.com/blogs/database/introducing-the-aurora-storage-engine/)
+- [dzone: AWS Relational Database Service (RDS): PostgreSQL in Cloud](https://dzone.com/articles/aws-relational-database-service-rds-postgresql-in) Today, we will go into details of Amazon RDS. We also set up a PostgreSQL instance using this service and connect to it using a tool Azure Data Studio.
+- [sysadminxpert.com: How to Enable Slow Query Logs in AWS RDS MySQL](https://sysadminxpert.com/how-to-enable-slow-query-logs-in-aws-rds-mysql/)
+- [New – Create Microsoft SQL Server Instances of Amazon RDS on AWS Outposts](https://aws.amazon.com/blogs/aws/new-create-microsoft-sql-server-instances-of-amazon-rds-on-aws-outposts/)
+- [percona.com: The Benefits of Amazon RDS for MySQL](https://www.percona.com/blog/2019/12/19/the-benefits-of-amazon-rds-for-mysql/)
+- [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66)
+- [migops.com: Is Aurora PostgreSQL really faster and cheaper than RDS PostgreSQL – Benchmarking](https://www.migops.com/blog/2021/11/26/is-aurora-postgresql-really-faster-and-cheaper-than-rds-postgresql-benchmarking/)
+- [==dashbird.io: [Infographic] AWS RDS from a Serverless perspective==](https://dashbird.io/blog/aws-relational-database-rds/)
+
+## AWS Database Migration Service DMS
+- [AWS Database Migration Service](https://aws.amazon.com/blogs/aws/aws-database-migration-service/)
+- [Whitepaper: Migrating Your Databases to AWS](https://aws.amazon.com/dms/learn-more/)
+- [Replicate and transform data in Amazon Aurora PostgreSQL across multiple Regions using AWS DMS](https://aws.amazon.com/blogs/database/replicate-and-transform-data-in-amazon-aurora-postgresql-across-multiple-regions-using-aws-dms)
+- [Amazon RDS for PostgreSQL Enhancements: Support for new minor versions, Logical Replication, and Amazon RDS PostgreSQL as a source for AWS DMS](https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-rds-for-postgresql-enhancements-support-for-new-minor-versions-logical-replication-and-amazon-rds-postgresql-as-a-source-for-aws-dms/)
+- [Migrating Oracle databases with near-zero downtime using AWS DMS](https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-downtime-using-aws-dms/)
+- [Migrating a commercial database to open source with AWS SCT and AWS DMS](https://aws.amazon.com/blogs/database/migrating-a-commercial-database-to-open-source-with-aws-sct-and-aws-dms/)
+- [revenuecat.com: Replicating a postgresql cluster to redshift](https://www.revenuecat.com/blog/replicating-a-postgresql-cluster-to-redshift)
+
+## AWS RDS Proxy
+- [Amazon RDS Proxy – Now Generally Available](https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available/) A fully managed, highly available database proxy for Amazon Relational Database Service (RDS) that makes applications more scalable, more resilient to database failures, and more secure.
+
+## AWS Schema Conversion Tool
+- [cloudacademy.com: Migrating Data to AWS Using the AWS Schema Conversion Tool: A Preview](http://cloudacademy.com/blog/migrating-data-to-aws/)
+- [AWS Schema Conversion Tool now supports PostgreSQL as conversion target](http://aws.amazon.com/about-aws/whats-new/2016/01/aws-schema-conversion-tool-postgresql-support/)
+- [Creating an AWS Schema Conversion Tool Project](http://docs.aws.amazon.com/SchemaConversionTool/latest/userguide/CHAP_SchemaConversionTool.Converting.CreateProject.html) Use SSL to connect to your source DB with the AWS Schema Conversion Tool. 
+- [AWS Schema Conversion Tool now supports conversions from Oracle DW and Teradata to Amazon Redshift, Embedded Code Conversion, and Cloud native Code Optimization](https://aws.amazon.com/es/about-aws/whats-new/2016/07/aws-schema-conversion-tool-now-supports-conversions-from-oracle-dw-and-teradata-to-amazon-redshift-embedded-code-conversion-and-cloud-native-code-optimization)
+
+## AWS Redshift
+- [Tutorial: Tuning Table Design](http://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html) In this tutorial, you will learn how to optimize the design of your tables.
+
+## AWS Data Mesh and Batch Data Processing
+- [dev.to: Introduction to Data Mesh](https://dev.to/aws-builders/introduction-to-data-mesh-3f1b)
+- [dev.to: Introduction to Batch Data Processing](https://dev.to/aws-builders/introduction-to-batch-data-processing-4k56)
+
+## AWS NoSQL DynamoDB
+- [Easily model your app data in a NoSQL database with AWS Mobile Hub](https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data-in-a-nosql-database-with-aws-mobile-hub/)
+- [medium: An Ultimate Guide to AWS Serverless database — DynamoDB](https://medium.com/javascript-in-plain-english/an-ultimate-guide-to-aws-serverless-database-dynamodb-aa048a62f2da) AWS DynamoDb is a fully managed, NoSQL, Single digit latency, a serverless database that can handle any kind of online workloads.
\ No newline at end of file
diff --git a/docs/aws-devops.md b/docs/aws-devops.md
new file mode 100644
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--- /dev/null
+++ b/docs/aws-devops.md
@@ -0,0 +1,31 @@
+# AWS DevOps. AWS CodePipeline
+- [Introduction](#introduction)
+- [Continuous Deployment with AWS](#continuous-deployment-with-aws)
+- [AWS CodeDeploy](#aws-codedeploy)
+- [Admiralty](#admiralty)
+
+## Introduction
+- [AWS DevOps](https://aws.amazon.com/devops/)
+- [AWS DevOps Blog](https://blogs.aws.amazon.com/application-management/)
+- [Continuous Delivery for a PHP Application Using AWS CodePipeline, AWS Elastic Beanstalk, and Solano Labs](https://blogs.aws.amazon.com/application-management/post/TxYSRRBH57NP2P/Continuous-Delivery-for-a-PHP-Application-Using-AWS-CodePipeline-AWS-Elastic-Bea)
+- [Building Continuous Deployment on AWS with AWS CodePipeline, Jenkins and AWS Elastic Beanstalk](https://blogs.aws.amazon.com/application-management/post/Tx34AXRMYLXG5OT/Building-Continuous-Deployment-on-AWS-with-AWS-CodePipeline-Jenkins-and-AWS-Elas)
+- [blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline](https://blazemeter.com/blog/three-ways-devops-benefit-aws-codepipeline)
+- [AWS Partner Network - CodePipeline Integrations](https://aws.amazon.com/es/codepipeline/product-integrations/)
+- [**Multi-Region Infrastructure Deployment**](https://aws.amazon.com/solutions/multi-region-infrastructure-deployment/) This solution automatically provisions and configures AWS CodePipeline to automate the CI/CD pipeline for CloudFormation templates
+- [k21academy.com: AWS DevOps Vs. Azure DevOps](https://k21academy.com/amazon-web-services/aws-devops-vs-azure-devops/?utm_source=linkedin&utm_medium=referral&utm_campaign=awsdevops17_dec20_aws_cloud_computing_for_interested_parties__users)
+- [Amazon DevOps Guru](https://aws.amazon.com/devops-guru/) ML-powered cloud operations service to improve application availability
+	- [infoq.com: AWS Launches Amazon DevOps Guru](https://www.infoq.com/news/2021/01/aws-devops-guru/)
+- [aws.plainenglish.io: AWS CodePipeline for Amazon ECS](https://aws.plainenglish.io/aws-codepipeline-for-amazon-ecs-part-2-a-blue-green-deployment-type-c162fd73be91) In this tutorial, I would like to explain to you how to create an AWS CodePipeline for ECS with a Blue/green deployment type.
+
+## Continuous Deployment with AWS
+- [Continuous Deployment with AWS](https://aws.amazon.com/blogs/devops/tag/continuous-deployment/)
+
+## AWS CodeDeploy
+- [AWS CodeDeploy: Deploying from a Development Account to a Production Account](http://blogs.aws.amazon.com/application-management/post/Tx3PE3JTSVJSFI7/AWS-CodeDeploy-Deploying-from-a-Development-Account-to-a-Production-Account)
+- [Setting Up the Jenkins Plugin for AWS CodeDeploy](https://blogs.aws.amazon.com/application-management/post/TxMJROUIFQZ4HS/Setting-Up-the-Jenkins-Plugin-for-AWS-CodeDeploy)
+- [adamtheautomator.com: Getting Started with AWS CodeDeploy](https://adamtheautomator.com/aws-codedeploy/)
+
+## Admiralty
+- [admiralty.io](https://admiralty.io/) The simplest way to deploy applications to multiple Kubernetes clusters.
+- [thenewstack.io: Making Kubernetes Serverless and Global with AWS Fargate on EKS and Admiralty](https://thenewstack.io/making-kubernetes-serverless-and-global-with-aws-fargate-on-eks-and-admiralty/)
+- [admiralty.io: Multi-Region AWS Fargate on EKS](https://admiralty.io/docs/tutorials/fargate/)
diff --git a/docs/aws-iac.md b/docs/aws-iac.md
new file mode 100644
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--- /dev/null
+++ b/docs/aws-iac.md
@@ -0,0 +1,29 @@
+# AWS IaC
+- [AWS CloudFormation. Free Templates](#aws-cloudformation-free-templates)
+- [Infrastructure Code Template Generators](#infrastructure-code-template-generators)
+    - [Former2 to generate IaC templates](#former2-to-generate-iac-templates)
+- [Console Recorder for AWS](#console-recorder-for-aws)
+
+## AWS CloudFormation. Free Templates
+- [AWS Cloud Formation Release History](http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/ReleaseHistory.html)
+- [All the AWS Resource Types Reference for AWS CloudFormation ](http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-template-resource-type-ref.html)
+- [Introducing Cloud Formation Guard - a new opensource CLI for infrastructure compliance](https://aws.amazon.com/about-aws/whats-new/2020/06/introducing-aws-cloudformation-guard-preview/)
+	- [AWS CloudFormation Guard](https://github.com/aws-cloudformation/cloudformation-guard) Guard offers a policy-as-code domain-specific language (DSL) to write rules and validate JSON- and YAML-formatted data such as CloudFormation Templates, K8s configurations, and Terraform JSON plans/configurations against those rules.
+- [cloudonaut.io: Getting Started with Free Templates for AWS CloudFormation](https://cloudonaut.io/getting-started-with-aws-cf-templates/) - [Free Templates for AWS CloudFormation](https://github.com/widdix/aws-cf-templates/) - [templates.cloudonaut.io](https://templates.cloudonaut.io/)
+- [Use Git pre-commit hooks to avoid AWS CloudFormation errors](https://aws.amazon.com/es/blogs/infrastructure-and-automation/use-git-pre-commit-hooks-avoid-aws-cloudformation-errors/)
+- [Introducing a Public Registry for AWS CloudFormation](https://aws.amazon.com/es/blogs/aws/introducing-a-public-registry-for-aws-cloudformation/)
+- [cloudkatha.com: How to Setup S3 Bucket CORS Configuration using CloudFormation](https://cloudkatha.com/how-to-setup-s3-bucket-cors-configuration-using-cloudformation)
+- [cloudkatha.com: How to Configure AWS SQS Dead Letter Queue using CloudFormation](https://cloudkatha.com/how-to-configure-aws-sqs-dead-letter-queue-using-cloudformation/)
+- [cloudkatha.com: How to Create an S3 Bucket using CloudFormation](https://cloudkatha.com/how-to-create-an-s3-bucket-using-cloudformation/)
+- [cloudkatha.com: How to use CloudFormation to Create SNS Topic and Subscription](https://cloudkatha.com/how-to-use-cloudformation-to-create-sns-topic-and-subscription/)
+- [cloudkatha.com: How to Create IAM Role using CloudFormation](https://cloudkatha.com/how-to-create-iam-role-using-cloudformation/)
+
+## Infrastructure Code Template Generators
+- [aws.amazon.com: Amazon EC2 announces Spot Blueprints, an infrastructure code template generator to get started with EC2 Spot Instances](https://aws.amazon.com/about-aws/whats-new/2020/12/amazon-ec2-announces-spot-blueprints-an-infrastructure-code-template-generator-to-get-started-with-ec2-spot-instances/)
+
+### Former2 to generate IaC templates
+- [former2.com](https://former2.com/)
+- [Accelerate infrastructure as code development with open source Former2](https://aws.amazon.com/blogs/opensource/accelerate-infrastructure-as-code-development-with-open-source-former2/)
+
+## Console Recorder for AWS
+- [==onecloudplease.com: Console Recorder for AWS==](https://onecloudplease.com/project/console-recorder) **Records actions made in the AWS Management Console and outputs the equivalent CLI / SDK commands and CloudFormation / Terraform templates.**
diff --git a/docs/aws-migrations.md b/docs/aws-migrations.md
new file mode 100644
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--- /dev/null
+++ b/docs/aws-migrations.md
@@ -0,0 +1,7 @@
+# AWS Migrations
+- [New AWS Competency – AWS Migration](https://aws.amazon.com/blogs/aws/new-aws-competency-aws-migration/)
+- [Migrate Resources Between AWS Accounts](https://aws.amazon.com/blogs/architecture/migrate-resources-between-aws-accounts)
+- [==Multi-Region Migration using AWS Application Migration Service==](https://aws.amazon.com/blogs/architecture/multi-region-migration-using-aws-application-migration-service/) I built my infrastructure in Region A, I want to now move it to Region B.
+
+## Migrating On Premise VM to AWS
+- [youtube: Migrating On Premise VM to AWS | VM Import/Export | Create EC2 instance based on on-premises server](https://youtu.be/buzusNljpy4)
\ No newline at end of file
diff --git a/docs/aws-miscellaneous.md b/docs/aws-miscellaneous.md
new file mode 100644
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--- /dev/null
+++ b/docs/aws-miscellaneous.md
@@ -0,0 +1,125 @@
+# AWS Miscellaneous
+- [AWS Application Discovery Service](#aws-application-discovery-service)
+- [AWS Elastic Beanstalk](#aws-elastic-beanstalk)
+- [AWS OpsWorks](#aws-opsworks)
+- [AWS Cloud Control API](#aws-cloud-control-api)
+- [VMware Cloud on AWS](#vmware-cloud-on-aws)
+    - [AWS Application Discovery Service Update. Agentless Discovery for VMware](#aws-application-discovery-service-update-agentless-discovery-for-vmware)
+- [AWS for Windows](#aws-for-windows)
+- [AWS IoT](#aws-iot)
+- [AWS Elastic Transcoder. Video streaming](#aws-elastic-transcoder-video-streaming)
+- [Amazon Alexa. Voice User Interface](#amazon-alexa-voice-user-interface)
+- [AWS Partner Network (APN)](#aws-partner-network-apn)
+- [AWS App Mesh](#aws-app-mesh)
+- [Local Testing](#local-testing)
+    - [Localstack](#localstack)
+- [AWS Service Quota Requests](#aws-service-quota-requests)
+- [AWS Chaos Engineeering. AWS Fault Injection Simulator](#aws-chaos-engineeering-aws-fault-injection-simulator)
+- [Superwerker](#superwerker)
+- [AWS Amplify](#aws-amplify)
+- [AWS App Runner](#aws-app-runner)
+- [Development](#development)
+- [Cloud Development Kit CDK](#cloud-development-kit-cdk)
+- [AWS Cloud Endure](#aws-cloud-endure)
+- [ECommerce](#ecommerce)
+- [AWS Clients](#aws-clients)
+
+## AWS Application Discovery Service
+- [AWS Application Discovery Service](http://docs.aws.amazon.com/application-discovery/latest/userguide/what-is-appdiscovery.html)
+
+## AWS Elastic Beanstalk
+- [AWS Elastic Beanstalk Documentation](http://aws.amazon.com/documentation/elastic-beanstalk/)
+- [Deploying a High-Availability PHP Application with an External Amazon RDS Database to Elastic Beanstalk](http://docs.aws.amazon.com/elasticbeanstalk/latest/dg/php-ha-tutorial.html)
+- [Creating and Deploying PHP Applications on AWS Elastic Beanstalk](http://docs.aws.amazon.com/elasticbeanstalk/latest/dg/create_deploy_PHP_eb.html)
+- [AWS Elastic Beanstalk Supports ASP.NET Core and Multi-App .NET Support](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-asp-net-core-and-multi-app-net-support/)
+- [AWS Elastic Beanstalk Supports Application Load Balancer](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-application-load-balancer/)
+- [Configuring an Application Load Balancer](http://docs.aws.amazon.com/elasticbeanstalk/latest/dg/environments-cfg-applicationloadbalancer.html)
+- [AWS Elastic Beanstalk Supports Nginx Proxy Server with Tomcat](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-nginx-proxy-server-with-tomcat/) 
+
+## AWS OpsWorks
+- [AWS OpsWorks](https://aws.amazon.com/opsworks/)
+- [AWS OpsWorks - Chef Versions](http://docs.aws.amazon.com/opsworks/latest/userguide/workingcookbook-chef11.html)
+- [youtube: AWS OpsWorks Overview and Demo](https://www.youtube.com/watch?v=cj_LoG6C2xk&list=PLR3sVanzLpJN6BiYS20K4BMPpiDGifbZy)
+- [Use OpsWorks to create and manage instances that run CentOS 7](https://docs.aws.amazon.com/opsworks/latest/userguide/workinginstances-os-linux.html?adbsc=docs_20160709_63418706&adbid=UPDATE-c2382910-6157610151248490496&adbpl=li&adbpr=2382910#workinginstances-os-linux-centos)
+
+## AWS Cloud Control API
+- [AWS Cloud Control API](https://aws.amazon.com/cloudcontrolapi/) **Manage AWS and third-party cloud infrastructure with consistent APIs**
+- [AWS Cloud Control API, a Uniform API to Access AWS & Third-Party Services](https://aws.amazon.com/blogs/aws/announcing-aws-cloud-control-api)
+
+## VMware Cloud on AWS
+- [VMware Cloud on AWS](https://aws.amazon.com/es/vmware/) The Only Way to Extend Your VMware Environment into AWS
+- [infoworld.com: 4 no-bull insights into the AWS/VMware deal](http://www.infoworld.com/article/3131347/hybrid-cloud/4-no-bull-insights-into-the-awsvmware-deal.html)
+
+### AWS Application Discovery Service Update. Agentless Discovery for VMware 
+- [AWS Application Discovery Service Update – Agentless Discovery for VMware](https://aws.amazon.com/blogs/aws/aws-application-discovery-service-update-agentless-discovery-for-vmware/)
+
+## AWS for Windows
+- [blog.rackspace.com: Patch and AMI Management for Windows on AWS](http://blog.rackspace.com/patch-and-ami-management-for-windows-on-aws) step-by-step guide about patch and AMI management for Windows on AWS
+
+## AWS IoT
+- [aws.amazon.com/en/iot](https://aws.amazon.com/en/iot)
+- [What Is AWS IoT?](http://docs.aws.amazon.com/iot/latest/developerguide/what-is-aws-iot.html)
+
+## AWS Elastic Transcoder. Video streaming
+- [Settings that You Specify When You Create an Elastic Transcoder Job](http://docs.aws.amazon.com/elastictranscoder/latest/developerguide/job-settings.html)
+
+## Amazon Alexa. Voice User Interface
+- [New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour](https://developer.amazon.com/public/community/post/TxDJWS16KUPVKO/New-Alexa-Skills-Kit-Template-Build-a-Trivia-Skill-in-under-an-Hour)
+
+## AWS Partner Network (APN)
+- [AWS Partner Network](https://aws.amazon.com/partners/)
+	- [APN Technology Partners](https://aws.amazon.com/partners/technology/)
+	- [APN Consulting Partners](https://aws.amazon.com/partners/consulting/)
+- [AWS Partner Network (APN) blog](https://aws.amazon.com/blogs/apn/)
+	- [Active Directory Single Sign-On (SSO) on AWS with Bitium](https://aws.amazon.com/blogs/apn/active-directory-single-sign-on-sso-on-aws-with-bitium)
+    - [How to Deploy a High Availability Web Service on AWS Using Spotinst](https://aws.amazon.com/blogs/apn/how-to-deploy-a-high-availability-web-service-on-aws-using-spotinst/)
+
+## AWS App Mesh 
+- [AWS App Mesh Workshop](https://www.appmeshworkshop.com/)
+- [amazon.com: Leveraging App Mesh with Amazon EKS in a Multi-Account environment](https://aws.amazon.com/blogs/containers/leveraging-app-mesh-with-amazon-eks-in-a-multi-account-environment/)
+
+## Local Testing
+- [Amazon EC2 Metadata Mock](https://github.com/aws/amazon-ec2-metadata-mock)
+
+### Localstack
+- [localstack.cloud](https://localstack.cloud/) Develop and test your cloud apps offline. A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline! 
+- [github.com/localstack/localstack](https://github.com/localstack/localstack)
+
+## AWS Service Quota Requests
+- [How can I troubleshoot errors using the AWS CLI to manage my service quota requests?](https://aws.amazon.com/es/premiumsupport/knowledge-center/troubleshoot-service-quotas-cli-commands/)
+- [AWS API: get-service-quota](https://awscli.amazonaws.com/v2/documentation/api/latest/reference/service-quotas/get-service-quota.html) 
+
+## AWS Chaos Engineeering. AWS Fault Injection Simulator 
+- [techcrunch.com: AWS introduces new Chaos Engineering as a Service offering](https://techcrunch.com/2020/12/15/aws-introduces-new-chaos-engineering-as-a-service-offering/)
+
+## Superwerker
+- [superwerker](https://aws.amazon.com/quickstart/architecture/superwerker/) Automates AWS Cloud deployments backed by decades of expertise and best practices
+
+## AWS Amplify
+- [blog.logrocket.com: AWS Amplify and React Native: A tutorial](https://blog.logrocket.com/aws-amplify-and-react-native-a-tutorial/)
+- [dev.to: 10 New AWS Amplify Features to Check Out](https://dev.to/aws/10-new-aws-amplify-features-to-check-out-4291)
+
+## AWS App Runner
+- https://aws.amazon.com/apprunner/
+- [dev.to: AWS App Runner : How to deploy containerized applications using App Runner](https://dev.to/aws-builders/aws-app-runner-how-to-deploy-containerized-applications-using-app-runner-1f7c) AWS App Runner is an AWS service that provides a fast, simple and cost-effective way to deploy from source code or a container image directly to a scalable and secure web application in the AWS Cloud. You don’t need to learn new technologies, decide which compute service to use, or know how to provision and configure AWS resources.
+
+## Development
+- [thenewstack.io: Remote Debugging in AWS: The Missing Link in Your Debugging Toolset](https://thenewstack.io/remote-debugging-in-aws-the-missing-link-in-your-debugging-toolset/)
+
+## Cloud Development Kit CDK 
+- [CDK](https://aws.amazon.com/cdk/)
+- [bbvanexttechnologies.com: Cómo definir infraestructura como código en AWS con CDK](https://www.bbvanexttechnologies.com/como-definir-infraestructura-como-codigo-en-aws-con-cdk/)
+- [itnext.io: AWS CDK for EKS — Handling Helm Charts](https://itnext.io/aws-cdk-for-eks-handling-helm-charts-aa002afedde4)
+- [==freecodecamp.org: AWS CDK v2 Tutorial – How to Create a Three-Tier Serverless Application==](https://www.freecodecamp.org/news/aws-cdk-v2-three-tier-serverless-application/)
+
+## AWS Cloud Endure
+- [AWS Cloud Endure Migration](https://aws.amazon.com/cloudendure-migration/)
+
+## ECommerce
+- [Architecting a Highly Available Serverless, Microservices-Based Ecommerce Site](https://aws.amazon.com/blogs/architecture/architecting-a-highly-available-serverless-microservices-based-ecommerce-site/)
+
+## AWS Clients
+- [Trainline.com dumps Oracle and Microsoft, gulps AWS Kool-Aid](http://www.theregister.co.uk/2016/07/13/trainline_dumps_oracle_microsoft_goes_full_aws_cto_interview/)
+- [London DevOps - Trainline, A DevOps Journey - Chris Turvil](https://www.youtube.com/watch?v=IUvUmqu1MBQ)
+- [aws.amazon.com: Trainline Case Study](https://aws.amazon.com/solutions/case-studies/trainline/)
+- [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank)
diff --git a/docs/aws-monitoring.md b/docs/aws-monitoring.md
new file mode 100644
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--- /dev/null
+++ b/docs/aws-monitoring.md
@@ -0,0 +1,35 @@
+# AWS Monitoring and Logging
+- [Introduction](#introduction)
+- [Metrics](#metrics)
+- [AWS Cloudwatch](#aws-cloudwatch)
+- [AWS Cloud Map and HealthChecks](#aws-cloud-map-and-healthchecks)
+- [AWS Managed Services for Prometheus and Grafana](#aws-managed-services-for-prometheus-and-grafana)
+- [AWS and Splunk](#aws-and-splunk)
+
+## Introduction
+- [github: Steps I used to install Nagios in the cloud](https://github.com/andrewpuch/nagios_setup)
+- [github: ElectricEye](https://github.com/jonrau1/ElectricEye/blob/master/README.md) is a set of Python scripts (affectionately called Auditors) that continuously monitor your AWS infrastructure looking for configurations related to confidentiality, integrity and availability that do not align with AWS best practices.
+- [medium: AWS Account Security Monitoring](https://medium.com/swlh/aws-account-security-monitoring-d7ca129d52ac)
+- [==elastic.co: Elastic and AWS: Accelerating the cloud migration journey==](https://www.elastic.co/blog/elastic-and-aws-accelerate-your-cloud-migration-journey)
+
+## Metrics
+- [logz.io: What are AWS EC2 Instances? A Tutorial for EC2 Metrics Shipping with Logz.io](https://logz.io/blog/aws-ec2-metrics/)
+- [logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io](https://logz.io/blog/aws-lambda-metrics-monitoring-guide/)
+
+## AWS Cloudwatch
+- [threatstack.com: 50 Best AWS CloudWatch Tutorials](https://www.threatstack.com/blog/50-best-aws-cloudwatch-tutorials)
+- [Amazon CloudWatch now monitors Prometheus metrics from Container environments](https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-monitors-prometheus-metrics-container-environments/)
+- [Amazon CloudWatch Dashboards now supports sharing](https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-dashboards-supports-sharing/)
+- [How BT uses Amazon CloudWatch to monitor millions of devices](https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices/)
+- [Extending and exploring alarm history in Amazon CloudWatch – part 2](https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-cloudwatch-part-2/)
+
+## AWS Cloud Map and HealthChecks
+- [Custom Health Check: HealthCheckCustomConfig](https://docs.aws.amazon.com/cloud-map/latest/api/API_HealthCheckCustomConfig.html) Cloud Map will eventually mark the instance as unhealthy if it doesn't receive the health status in 30 seconds. Custom health checks are implemented as regular Route53 healthchecks that check S3 bucket keys (note http access instead of https).
+
+## AWS Managed Services for Prometheus and Grafana
+- [Amazon Managed Service for Prometheus](https://aws.amazon.com/prometheus/) Highly available, secure, and managed monitoring for your containers
+- [Amazon Managed Service for Grafana](https://aws.amazon.com/grafana/) Powerful, interactive data visualizations for builders, operators, and business leaders
+- [infoq.com: AWS Introduces Amazon Managed Service for Grafana and Amazon Managed Service for Prometheus](https://www.infoq.com/news/2021/01/aws-grafana-prometheus/)
+
+## AWS and Splunk
+- [blogs.splunk.com: AWS Agility + Splunk Visibility = Customer Success](http://blogs.splunk.com/2016/06/22/aws-video/)
\ No newline at end of file
diff --git a/docs/aws-networking.md b/docs/aws-networking.md
new file mode 100644
index 00000000..e43c35f5
--- /dev/null
+++ b/docs/aws-networking.md
@@ -0,0 +1,83 @@
+# AWS Networking
+- [Introduction](#introduction)
+- [AWS Route 53](#aws-route-53)
+- [AWS Elastic Load Balancing (ELB)](#aws-elastic-load-balancing-elb)
+- [AWS Application Load Balancer (ALB)](#aws-application-load-balancer-alb)
+- [Gateway Load Balancer (GWLB)](#gateway-load-balancer-gwlb)
+- [NGINX](#nginx)
+- [AWS Latency](#aws-latency)
+- [AWS VPC](#aws-vpc)
+    - [AWS Client VPN](#aws-client-vpn)
+    - [Tailscale](#tailscale)
+- [AWS CloudFront](#aws-cloudfront)
+- [AWS API Gateway](#aws-api-gateway)
+
+## Introduction
+- [AWS Networking for Developers](https://aws.amazon.com/es/blogs/apn/aws-networking-for-developers/)
+- [Elastic Network Adapter](https://aws.amazon.com/blogs/aws/elastic-network-adapter-high-performance-network-interface-for-amazon-ec2)
+- [AWS Cloud Networking – Zero to Hero](http://www.netdesignarena.com/index.php/2020/04/15/new-blog-series-aws-cloud-networking-zero-to-hero/)
+- [cloudonaut.io: What Architects Need to Know About Networking on AWS](https://cloudonaut.io/what-architects-need-to-know-about-networking-on-aws/)
+- [cloudonaut.io: Advanced AWS Networking: Pitfalls That You Should Avoid](https://cloudonaut.io/advanved-aws-networking-pitfalls-that-you-should-avoid/)
+- [gprakash-sharma.medium.com: AWS Site-to-Site VPN with NAT](https://gprakash-sharma.medium.com/aws-site-to-site-vpn-with-nat-8bb99f4653ab)
+- [Resolve DNS names of Network Load Balancer nodes to limit cross-Zone traffic](https://aws.amazon.com/blogs/networking-and-content-delivery/resolve-dns-names-of-network-load-balancer-nodes-to-limit-cross-zone-traffic)
+- [github.com/seligman/aws-ip-ranges: AWS's ip-ranges.json](https://github.com/seligman/aws-ip-ranges) AWS adds an extra 5.5M IPv4 addresses. Tracking the history and size of AWS's ip-ranges.json file. AWS provides a data file showing the current IP ranges their services use, called ip-ranges.json. This repository tracks changes to that file, and based off a trigger on the SNS topic automatically produces this chart showing how what percentage of the Internet's IPv4 address space AWS is in control of.
+- [medium: Building a Global Network with AWS Transit Gateway](https://medium.com/avmconsulting-blog/building-a-global-network-with-aws-transit-gateway-7ab0e5222f12) Connecting branch and corporate offices into the AWS cloud to build a global network is necessary to provide ubiquitous accessibility for users. This solution uses AWS Transit Gateway, AWS Direct Connect, and AWS Accelerated Site-to-Site VPN to build a modern, secure, scalable, and cost-efficient WAN on top of the AWS global network.
+
+## AWS Route 53
+- [How do I transfer a domain to AWS from another registrar?](https://aws.amazon.com/premiumsupport/knowledge-center/transfer-domain-to-aws/)
+
+## AWS Elastic Load Balancing (ELB)
+- [AWS Summit Series 2016 | London: Deep Dive on Elastic Load Balancing](https://www.youtube.com/watch?v=HinwLb2lpLQ)
+- [docs.aws.amazon.com: What Is Elastic Load Balancing?](http://docs.aws.amazon.com/elasticloadbalancing/latest/userguide/what-is-load-balancing.html)
+- [ably.com: Balancing act: the current limits of AWS network load balancers](https://ably.com/blog/limits-aws-network-load-balancers)
+- [==luis-sena.medium.com: Automated AWS Load Balancer Warm-Up==](https://luis-sena.medium.com/automated-aws-load-balancer-warm-up-d0b4084c8bbc) Automate AWS load balancer to avoid issues with huge traffic spikes
+- [==dashbird.io: AWS Elastic Load Balancing from a Serverless perspective==](https://dashbird.io/blog/aws-application-load-balancer/) Should you switch your AWS API Gateway out for an Application Load Balancer (ALB)? A cheat sheet for all you need to know about ALB:
+	- Pricing 
+	- Regions 
+	- Transformations 
+	- Limits 
+	- Permissions 
+	- Health 
+
+## AWS Application Load Balancer (ALB)
+- [Application Load Balancer](https://aws.amazon.com/elasticloadbalancing/applicationloadbalancer/)
+- [aws blogs - New – AWS Application Load Balancer](https://aws.amazon.com/blogs/aws/new-aws-application-load-balancer/)
+- [medium: 10 reasons why you should think about using an AWS Application Load Balancer](https://medium.com/ankercloud-engineering/10-reasons-why-you-should-think-about-using-an-aws-application-loadbalancer-945f57816c34)
+- [Introducing the AWS Load Balancer Controller](https://aws.amazon.com/blogs/containers/introducing-aws-load-balancer-controller/)
+- [Fine-tuning blue/green deployments on application load balancer](https://aws.amazon.com/blogs/devops/blue-green-deployments-with-application-load-balancer/)
+
+## Gateway Load Balancer (GWLB)
+- [Centralized Traffic Inspection with Gateway Load Balancer on AWS](https://aws.amazon.com/blogs/apn/centralized-traffic-inspection-with-gateway-load-balancer-on-aws/)
+
+## NGINX
+- [NGINX Plus on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/about-aws/whats-new/2016/09/nginx-plus-on-the-aws-cloud-quick-start-reference-deployment/)
+
+## AWS Latency
+- [Find the fastest region from your location](http://aws-latency.altaircp.com/) Check AWS response time from you browser. Sharing my mini-project, it measures response time from AWS services from different regions base on your location. let me know what you think.
+- [Linkedin Discussion](https://www.linkedin.com/groups/49531/49531-6092152919937794052)
+>1. Don't do just a single check, the first check will be a lot slower as DNS lookups will need to be done, etc.
+>2. I'd recommend doing at least 3 checks getting an average.
+- Run 6 checks (with a random 3-10 second delay between each one), the first can be ignored, the highest one is also ignored (as a likely outlier), then for the next 4 show the minimum, maximum and average (mean).
+- [medium.com: Optimizing Latency and Bandwidth for AWS Traffic](https://medium.com/aws-activate-startup-blog/optimizing-latency-and-bandwidth-for-aws-traffic-cdfd18d0d0f7)
+
+## AWS VPC
+- [AWS-VPC](https://en.wikipedia.org/wiki/Amazon_Virtual_Private_Cloud)
+- [linuxjournal.com: AWS EC2 VPC CLI](http://www.linuxjournal.com/content/aws-ec2-vpc-cli)
+- [Build a Modular and Scalable Amazon VPC Architecture with New Quick Start](https://aws.amazon.com/about-aws/whats-new/2016/07/build-a-modular-and-scalable-amazon-vpc-architecture-with-new-quick-start) Build a modular virtual network architecture with Amazon VPC in 5 minutes with our new Quick Start
+- [Specifying the VPC for your Amazon RDS DB Instance](https://aws.amazon.com/about-aws/whats-new/2016/08/specifying-the-vpc-for-your-amazon-rds-db-instance/) You can now easily change the Amazon VPC used by your Amazon RDS DB instance!
+- [awsfundamentals.blogspot.com: AWS Virtual Private Cloud - VPC](https://awsfundamentals.blogspot.com/2019/12/aws-vpc-fundamental.html)
+- [Reduce Cost and Increase Security with Amazon VPC Endpoints](https://aws.amazon.com/blogs/architecture/reduce-cost-and-increase-security-with-amazon-vpc-endpoints/)
+- [ealtili.medium.com: Deepdive to VPCs and Connections to VPC](https://ealtili.medium.com/deepdive-to-vpcs-and-connections-to-vpc-2de3fb164d7c)
+- [Centralize access using VPC interface endpoints to access AWS services across multiple VPCs](https://aws.amazon.com/blogs/networking-and-content-delivery/centralize-access-using-vpc-interface-endpoints/)
+
+### AWS Client VPN
+- [cloudonaut.io: AWS Client VPN: Connected with the Cloud](https://cloudonaut.io/aws-client-vpn-connected-with-the-cloud/)
+
+### Tailscale
+- [tailscale.com: Connect to an AWS VPC using subnet routes](https://tailscale.com/kb/1021/install-aws/)
+
+## AWS CloudFront
+- [Amazon CloudFront now supports HTTP/2](https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-cloudfront-now-supports-http2/)
+
+## AWS API Gateway
+- [alexdebrie.com: A Detailed Overview of AWS API Gateway](https://www.alexdebrie.com/posts/api-gateway-elements/)
\ No newline at end of file
diff --git a/docs/aws-newfeatures.md b/docs/aws-newfeatures.md
new file mode 100644
index 00000000..5181b4bf
--- /dev/null
+++ b/docs/aws-newfeatures.md
@@ -0,0 +1,77 @@
+# AWS New Features
+- [AWS Config Rules – Dynamic Compliance Checking for Cloud Resources](https://aws.amazon.com/blogs/aws/aws-config-rules-dynamic-compliance-checking-for-cloud-resources/)
+- [Amazon Inspector – Automated Security Assessment Service](https://aws.amazon.com/blogs/aws/amazon-inspector-automated-security-assessment-service)
+- [Coming Soon – EC2 Dedicated Hosts](https://aws.amazon.com/blogs/aws/coming-soon-ec2-dedicated-hosts)
+- [AWS Device Farm: Improve the quality of your web and mobile applications by testing across desktop browsers and real mobile devices hosted in the AWS Cloud](https://aws.amazon.com/device-farm)
+- [AWS Mobile Hub – Build, Test, and Monitor Mobile Applications](https://aws.amazon.com/blogs/aws/aws-mobile-hub-build-test-and-monitor-mobile-applications)
+- [EC2 Container Service Update – Container Registry, ECS CLI, AZ-Aware Scheduling, and More](https://aws.amazon.com/blogs/aws/ec2-container-service-update-container-registry-ecs-cli-az-aware-scheduling-and-more)
+- [CloudWatch Dashboards – Create & Use Customized Metrics Views](https://aws.amazon.com/blogs/aws/cloudwatch-dashboards-create-use-customized-metrics-views)
+- [AWS Lambda Update – Python, VPC, Increased Function Duration, Scheduling, and More](https://aws.amazon.com/blogs/aws/aws-lambda-update-python-vpc-increased-function-duration-scheduling-and-more)
+- [AWS IoT – Cloud Services for Connected Devices](https://aws.amazon.com/blogs/aws/aws-iot-cloud-services-for-connected-devices)
+- [Amazon EFS: Amazon Elastic File System – Shared File Storage for Amazon EC2](https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-shared-file-storage-for-amazon-ec2/)
+- [New – Encrypted EBS Boot Volumes](https://aws.amazon.com/blogs/aws/new-encrypted-ebs-boot-volumes)
+	- [Amazon EBS Encryption](http://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EBSEncryption.html)
+- [Now Add or Modify Request Headers Forwarded From Amazon CloudFront to Origin](https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin/)
+- [AWS CloudFormation Adds Support for AWS WAF and AWS Directory Service for Microsoft Active Directory](https://aws.amazon.com/es/about-aws/whats-new/2015/12/aws-cloudformation-adds-support-for-aws-waf-and-aws-directory-service-for-microsoft-active-directory/)
+- [Amazon WorkMail – Now Generally Available](https://aws.amazon.com/blogs/aws/amazon-workmail-now-generally-available/)
+- [London Calling! An AWS Region is coming to the UK!](http://www.allthingsdistributed.com/2015/11/aws-announces-uk-region.html)
+- [New – Scheduled Reserved Instances](https://aws.amazon.com/blogs/aws/new-scheduled-reserved-instances/)
+- [AWS CloudShell - Command-Line Access to AWS Resources](https://aws.amazon.com/es/blogs/aws/aws-cloudshell-command-line-access-to-aws-resources/)
+- [zdnet.com: AWS rolls out S3 Object Lambda to process data for multiple applications](https://www.zdnet.com/google-amp/article/aws-rolls-out-s3-object-lambda-to-process-data-for-multiple-applications/) The new capability allows you to share data across applications, without having to manage a proxy layer or create copies of the dataset.
+- [github.com/hayao-k/cdk-ecr-image-scan-notify](https://github.com/hayao-k/cdk-ecr-image-scan-notify)
+- [cloudonaut.io: Seamless EC2 monitoring with the Unified CloudWatch Agent](https://cloudonaut.io/seamless-ec2-monitoring-with-the-unified-cloudwatch-agent/)
+- [amazon.com: Reduce Unwanted Traffic on Your Website with New AWS WAF Bot Control](https://aws.amazon.com/blogs/aws/reduce-unwanted-traffic-on-your-web-site-with-aws-bot-control/)
+- [infoq.com: AWS Introduces EC2 Serial Console: Troubleshoot Boot and Networking Issues](https://www.infoq.com/news/2021/04/aws-ec2-serial-console/)
+- [infoq.com: AWS Introduces a New Workflow Studio for AWS Step Functions](https://www.infoq.com/news/2021/06/step-functions-workflow-studio/)
+- [New AWS Solutions Implementation: Tag Tamer](https://aws.amazon.com/about-aws/whats-new/2021/06/new-aws-solutions-implementation-tag-tamer/) Tag Tamer helps you apply tags to new and existing AWS resources. Using the pre-built web user interface ensures a consistent tagging implementation—providing improved cost allocations, automation, access controls, and organization.
+- [Introducing new self-paced courses to improve Java and Python code quality with Amazon CodeGuru](https://aws.amazon.com/blogs/devops/new-self-paced-courses-to-improve-java-and-python-code-quality-with-amazon-codeguru/)
+- [Automate preapproved operations with AWS Service Catalog service actions](https://aws.amazon.com/blogs/mt/automate-preapproved-operations-with-aws-service-catalog-service-actions/) Most of my enterprise customers have the need to allow their users to execute self-service operational tasks while restricting access to a minimum set of services. With AWS Service Catalog, you can provision pre-approved products, when combined with AWS Service Catalog service actions, you can provide simple predefined actions associated with the AWS Service Catalog products that their users can execute.
+- [Amazon Virtual Private Cloud (VPC) customers can now assign IP prefixes to their EC2 instances](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-virtual-private-cloud-vpc-customers-can-assign-ip-prefixes-ec2-instances/)
+- [Amazon RDS Proxy can now be created in a shared Virtual Private Cloud (VPC)](https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-rds-proxy-created-shared-virtual-private-cloud-vpc/)
+- [Amazon VPC CNI plugin increases pods per node limits](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-vpc-cni-plugin-increases-pods-per-node-limits/)
+- [theregister.com: AWS to retire EC2-Classic – the network glue that helped start the IaaS rush](https://www.theregister.com/2021/07/29/amazon_web_services_ec2_classic_networking/) You've got a year to sort yourself out if you're still using it for some reason
+- [AWS Security Hub adds 18 new controls to its Foundational Security Best Practices standard and 8 new partners for enhanced cloud security posture monitoring](https://aws.amazon.com/about-aws/whats-new/2021/08/aws-security-hub-adds-18-new-controls-foundational-security-best-practices-standard-8-new-partners-enhanced-cloud-security-posture-monitoring/)
+- [EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS](https://aws.amazon.com/es/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws/)
+- [Amazon Virtual Private Cloud (VPC) customers can now resize their prefix list](https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-vpc-resize-prefix-list)
+- [New for AWS CloudFormation – Quickly Retry Stack Operations from the Point of Failure](https://aws.amazon.com/es/blogs/aws/new-for-aws-cloudformation-quickly-retry-stack-operations-from-the-point-of-failure/)
+- [AWS Site-to-Site VPN releases updated Download Configuration utility](https://aws.amazon.com/about-aws/whats-new/2021/09/aws-site-to-site-vpn-download-configuration-utility/) With this update, Site-to-Site VPN customers can generate configuration templates for compatible Customer Gateway (CGW) devices, making it easier to create VPN connections to AWS.
+- [New for AWS Distro for OpenTelemetry – Tracing Support is Now Generally Available](https://aws.amazon.com/blogs/aws/new-for-aws-distro-for-opentelemetry-tracing-support-is-now-generally-available/)
+- [Application Load Balancer now enables AWS PrivateLink and static IP addresses by direct integration with Network Load Balancer](https://aws.amazon.com/about-aws/whats-new/2021/09/application-load-balancer-aws-privatelink-static-ip-addresses-network-load-balancer/) 
+- [Amazon EC2 now offers Global View on the console to view all resources across regions together](https://aws.amazon.com/about-aws/whats-new/2021/09/amazon-ec2-global-view-console-regions/)
+- [siliconangle.com: Amazon debuts fully managed, Prometheus-based container monitoring service](https://siliconangle.com/2021/09/29/amazon-debuts-fully-managed-prometheus-based-container-monitoring-service/)
+- [aws.amazon.com: Amazon Managed Service for Prometheus Is Now Generally Available with Alert Manager and Ruler](https://aws.amazon.com/blogs/aws/amazon-managed-service-for-prometheus-is-now-generally-available-with-alert-manager-and-ruler/)
+- [Now — AWS Step Functions Supports 200 AWS Services To Enable Easier Workflow Automation](https://aws.amazon.com/blogs/aws/now-aws-step-functions-supports-200-aws-services-to-enable-easier-workflow-automation/)
+- [AWS Control Tower now supports nested organizational units](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-control-tower-supports-nested-organizational-units/)
+- [==Visualize all your Kubernetes clusters in one place with Amazon EKS Connector, now generally available==](https://aws.amazon.com/about-aws/whats-new/2021/11/visualize-kubernetes-clusters-one-place-amazon-eks-connector-generally-available/)
+- [==venturebeat.com: Amazon’s AWS expands free ‘egress’ data transfer limits==](https://venturebeat.com/2021/11/25/amazons-aws-expands-free-egress-data-transfer-limits/)
+- [linux.slashdot.org: AWS Embraces Fedora Linux for Its Cloud-Based 'Amazon Linux'](https://linux.slashdot.org/story/21/11/27/0328223/aws-embraces-fedora-linux-for-its-cloud-based-amazon-linux)
+- [AWS announces the new **Amazon Inspector** for continual vulnerability management](https://aws.amazon.com/about-aws/whats-new/2021/11/amazon-inspector-continual-vulnerability-management/)
+- [techcrunch.com: AWS to launch over 30 new Local Zones internationally starting in 2022](https://techcrunch.com/2021/12/02/aws-to-launch-over-30-new-local-zones-starting-in-2022/)
+- [==venturebeat.com: 6 big Kubernetes container security launches at AWS re:Invent 2021==](https://venturebeat.com/2021/12/03/6-big-kubernetes-container-security-launches-at-aws-reinvent-2021/)
+- [forbes.com: AWS re:Invent - A Roundup Of Container Services Announcements](https://www.forbes.com/sites/janakirammsv/2021/12/03/aws-reinventa-roundup-of-container-services-announcements/)
+- [==aws.amazon.com/blogs: Top Announcements of AWS re:Invent 2021==](https://aws.amazon.com/blogs/aws/top-announcements-of-aws-reinvent-2021/)
+- [infoq.com: Recap of AWS re:Invent 2021](https://www.infoq.com/news/2021/12/recap-reinvent-2021/)
+- [infoq.com: AWS Launches Amazon Kinesis Data Streams On-Demand](https://www.infoq.com/news/2021/12/kinesis-data-streams-ondemand/)
+- [theregister.com: The big AWS event: 120 announcements but nothing has changed](https://www.theregister.com/2021/12/09/the_big_aws_event_120/) Our wrap-up: Instant Glacier storage, Kubernetes at AWS, Adobe pops up despite Microsoft partnership, and more
+- [aws.amazon.com: Share your Amazon CloudWatch Dashboards with anyone using AWS Single Sign-On](https://aws.amazon.com/blogs/mt/share-your-amazon-cloudwatch-dashboards-with-anyone-using-aws-single-sign-on/)
+- [New – Amazon VPC Network Access Analyzer](https://aws.amazon.com/blogs/aws/new-amazon-vpc-network-access-analyzer/)
+- [AWS Backup Adds Support for Amazon S3](https://aws.amazon.com/blogs/aws/preview-aws-backup-adds-support-for-amazon-s3/)
+- [Migrate AWS Landing Zone solution to AWS Control Tower](https://aws.amazon.com/blogs/mt/migrate-aws-landing-zone-solution-to-aws-control-tower/) **AWS Control Tower creates your landing zone using AWS Organizations, thereby bringing together ongoing account management and governance, as well as implementation of best practices based on our experience of working with thousands of customers as they migrate to the cloud.**
+- [infoq.com: Amazon RDS Introduces Readable Standby Instances in Multi-AZ Deployments](https://www.infoq.com/news/2022/01/aws-rds-readable-standby/)
+- [Announcing Amazon Elastic File System Replication](https://aws.amazon.com/about-aws/whats-new/2022/01/amazon-elastic-file-system-replication/) Amazon EFS Replication provides you with an easy way to keep an up-to-date copy of your file system in a second AWS Region or within the same Region.
+- [infoq.com: Amazon Announces Elastic File System Replication for Multi-Region Deployments](https://www.infoq.com/news/2022/02/aws-efs-replication/)
+- [medium.com/@fabrizio-cafolla: Dockerize Python for AWS Lambda — Deploy with GitHub Workflow](https://medium.com/@fabrizio-cafolla/dockerize-python-for-aws-lambda-deploy-with-github-workflow-9a930c1e86b1)
+- [Announcing the general availability of AWS Backup for Amazon S3](https://aws.amazon.com/about-aws/whats-new/2022/02/general-availability-aws-backup-amazon-s3/)
+- [thenewstack.io: HashiCorp Adds Consul and Vault to Cloud Platform for AWS](https://thenewstack.io/hashicorp-adds-consul-and-vault-to-cloud-platform-for-aws/)
+- [Amazon EKS clusters now support user authentication with OIDC compatible identity providers](https://aws.amazon.com/about-aws/whats-new/2021/02/amazon-eks-clusters-support-user-authentication-oidc-compatible-identity-providers/)
+- [Amazon Managed Service for Grafana (AMG) preview updated with new capabilities](https://aws.amazon.com/blogs/mt/amazon-managed-service-for-grafana-amg-preview-updated-with-new-capabilities/)
+- [xataka.com: Hasta AWS se pasa al low-code: Workflow Studio es su primera herramienta de desarrollo de bajo código](https://www.xataka.com/pro/aws-se-pasa-al-low-code-workflow-studio-su-primera-herramienta-desarrollo-codigo)
+- [Easily Manage Security Group Rules with the New Security Group Rule ID](https://aws.amazon.com/blogs/aws/easily-manage-security-group-rules-with-the-new-security-group-rule-id)
+- [Amazon Virtual Private Cloud (VPC) customers can now assign IP prefixes to their EC2 instances](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-virtual-private-cloud-vpc-customers-can-assign-ip-prefixes-ec2-instances)
+- [AWS Network Firewall – Nuevo Servicio Gestionado de Firewall para VPC](https://aws.amazon.com/es/blogs/aws-spanish/aws-network-firewall-nuevo-servicio-gestionado-de-firewall-para-vpc/)
+- [Amazon EC2 Auto Scaling now lets you control which instances to terminate on scale-in](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-ec2-auto-scaling-now-lets-you-control-which-instances-to-terminate-on-scale-in/)
+- [EC2-Classic Networking is Retiring – Here’s How to Prepare](https://aws.amazon.com/blogs/aws/ec2-classic-is-retiring-heres-how-to-prepare/)
+- [Announcing General Availability of Amazon Redshift Cross-account Data Sharing](https://aws.amazon.com/about-aws/whats-new/2021/08/announcing-general-availability-amazon-redshift-cross-account-data-sharing/)
+- [infoq.com: Amazon Introduces Cloudwatch Cross Account Alarms to Consolidate Management](https://www.infoq.com/news/2021/08/aws-cloudwatch-alarms/)
+- [Monitor, Evaluate, and Demonstrate Backup Compliance with AWS Backup Audit Manager](https://aws.amazon.com/blogs/aws/monitor-evaluate-and-demonstrate-backup-compliance-with-aws-backup-audit-manager/)
+- [Amazon Managed Grafana Is Now Generally Available with Many New Features](https://aws.amazon.com/blogs/aws/amazon-managed-grafana-is-now-generally-available-with-many-new-features)
\ No newline at end of file
diff --git a/docs/aws-pricing.md b/docs/aws-pricing.md
new file mode 100644
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--- /dev/null
+++ b/docs/aws-pricing.md
@@ -0,0 +1,25 @@
+# AWS Pricing and Cost Optimization
+- [Introduction](#introduction)
+- [AWS Calculator](#aws-calculator)
+
+## Introduction
+- [May 2020: EC2 Price Reduction – For EC2 Instance Saving Plans and Standard Reserved Instances](https://aws.amazon.com/es/blogs/aws/ec2-price-reduction-for-ec2-instance-saving-plans-and-standard-reserved-instances/)
+- [ec2.shop: Compare AWS EC2 instance price from the CLI](https://ec2.shop/)
+- [infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS Graviton2](https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances/)
+- [freecodecamp.org: How to Optimize your AWS Cloud Architecture Costs](https://www.freecodecamp.org/news/cost-optimization-in-aws/)
+- [aws.amazon.com: Amazon S3 Glacier Price Reduction](https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction/)
+- [infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File System](https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes/)
+- [dzone: Understanding AWS Costs](https://dzone.com/articles/understanding-aws-costs) In this article, I'll provide a comprehensive guide on how to understand your AWS costs and needs.
+- [thenewstack.io: 7 Tips for Cutting Down Your AWS Kubernetes Bill](https://thenewstack.io/7-tips-for-cutting-down-your-aws-kubernetes-bill/)
+- [cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation (EKS)](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) A guide to intelligently allocating Kubernetes costs with EKS
+- [thenewstack.io: Cloud Bill Risks of AWS Reserved Instances and Savings Plans](https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-plans/)
+- [dzone: A Guide on Estimating AWS EC2 Workloads for a Microservice Application](https://dzone.com/articles/a-guide-on-estimating-aws-ec2-workloads-for-a-micr) AWS EC2 instance costs can be a significant part of the cloud bill, so it's always a good idea to estimate the workloads using the AWS pricing calculator.
+- [Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight](https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight)
+- [blog.cloud-mercato.com: AWS m6i: The why you should abandon your m5](https://blog.cloud-mercato.com/aws-m6i-the-why-you-should-abandon-your-m5/)
+- [aws.amazon.com: Exploring Data Transfer Costs for AWS Managed Databases](https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases)
+- [==cloudkatha.com: How to Setup Budget in AWS to Keep your Bill in Check==](https://cloudkatha.com/how-to-setup-budget-in-aws-to-keep-your-bill-in-check/)
+
+## AWS Calculator
+- [calculator.aws: AWS Total Cost of Ownership (TCO) Calculators](https://calculator.aws/)
+- [Understanding your AWS Cost Datasets: A Cheat Sheet](https://aws.amazon.com/blogs/aws-cost-management/understanding-your-aws-cost-datasets-a-cheat-sheet/)
+- [Announcing General Availability of AWS Cost Anomaly Detection](https://aws.amazon.com/blogs/aws-cost-management/announcing-general-availability-of-aws-cost-anomaly-detection/)
diff --git a/docs/aws-samples-boilerplates.md b/docs/aws-samples-boilerplates.md
new file mode 100644
index 00000000..87a298a3
--- /dev/null
+++ b/docs/aws-samples-boilerplates.md
@@ -0,0 +1,5 @@
+# AWS Samples (Boilerplates)
+- [github.com/aws-samples 🌟](https://github.com/aws-samples)
+- [github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟](https://github.com/aws-samples/aws-auto-inventory) A command line tool that allows you to quickly and easily generate inventory reports of your AWS resources.
+- [github.com/aws-samples/aws-waf-ops-dashboards](https://github.com/aws-samples/aws-waf-ops-dashboards) In this repository, we share code for building infrastructure to collect, enrich, and visualize AWS Web Application Firewall logs. Implementing this project in your AWS account will allow you to view and filter the logs through Kibana dashboards below, as well as customize views and dashboards to your needs.
+- [github.com/aws-samples/aws-customer-playbook-framework 🌟](https://github.com/aws-samples/aws-customer-playbook-framework) This repository provides sample templates for security playbooks against various scenarios when using Amazon Web Services.
diff --git a/docs/aws-security.md b/docs/aws-security.md
new file mode 100644
index 00000000..5f3a5cbf
--- /dev/null
+++ b/docs/aws-security.md
@@ -0,0 +1,93 @@
+# AWS Security
+- [Introduction](#introduction)
+- [Policy as Code with AWS CDK and Open Policy Agent](#policy-as-code-with-aws-cdk-and-open-policy-agent)
+- [Payment Card Industry Data Security Standard compliance](#payment-card-industry-data-security-standard-compliance)
+- [AWS IAM](#aws-iam)
+- [AWS Organizations](#aws-organizations)
+- [AWS Control Tower](#aws-control-tower)
+- [AWS Firewalls](#aws-firewalls)
+- [AWS WAF Web Application Firewall](#aws-waf-web-application-firewall)
+- [AWS Secrets Manager](#aws-secrets-manager)
+- [AWS Vault](#aws-vault)
+
+## Introduction
+- [AWS Security Blog](http://blogs.aws.amazon.com/security)
+- [AWS Security](https://aws.amazon.com/security/)
+- [AWS Security docs](https://docs.aws.amazon.com/security/)
+- [Tutorial: Configure Apache Web Server on Amazon Linux to use SSL/TLS](http://docs.aws.amazon.com/AWSEC2/latest/UserGuide/SSL-on-an-instance.html)
+- [The Most Popular AWS Security Blog Posts in 2015](http://blogs.aws.amazon.com/security/post/Tx4QX7W51NDSLO/The-Most-Popular-AWS-Security-Blog-Posts-in-2015)
+- [dzone: Private Subnets Are Broken on AWS](https://dzone.com/articles/private-subnets-are-broken-on-aws)
+- [Amazon’s customer service backdoor](https://medium.com/@espringe/amazon-s-customer-service-backdoor-be375b3428c4#.qyixu5mu3)
+- [Announcing Industry Best Practices for Securing AWS Resources](http://blogs.aws.amazon.com/security/post/Tx3PTTZB14FWPBA/Announcing-Industry-Best-Practices-for-Securing-AWS-Resources)
+- [The Most Viewed AWS Security Blog Posts so Far in 2016](http://blogs.aws.amazon.com/security/post/Tx2N52FR8XGJVL3/The-Most-Viewed-AWS-Security-Blog-Posts-so-Far-in-2016)
+- [Oracle Database Encryption Options on Amazon RDS](https://aws.amazon.com/es/blogs/apn/oracle-database-encryption-options-on-amazon-rds/)
+- [Learn AWS Security Fundamentals with Free and Online Training](https://aws.amazon.com/about-aws/whats-new/2016/06/learn-aws-security-fundamentals-with-free-and-online-training)
+- [How to Restrict Amazon S3 Bucket Access to a Specific IAM Role](http://blogs.aws.amazon.com/security/post/TxK5WUJK3DG9G8/How-to-Restrict-Amazon-S3-Bucket-Access-to-a-Specific-IAM-Role)
+- [Updated Whitepaper Available: AWS Best Practices for DDoS Resiliency](http://blogs.aws.amazon.com/security/post/Tx6QAIBSQTJPHB/Updated-Whitepaper-Available-AWS-Best-Practices-for-DDoS-Resiliency)
+- [AWS Security Blog: In Case You Missed These: AWS Security Blog Posts from June, July, and August 2016](http://blogs.aws.amazon.com/security/post/Tx3KVD6T490MM47/In-Case-You-Missed-These-AWS-Security-Blog-Posts-from-June-July-and-August)
+- [Amazon Inspector Announces General Availability for Windows](https://aws.amazon.com/es/about-aws/whats-new/2016/08/amazon-inspector-announces-general-availability-for-windows/)
+- [encrypt and decrypt data: Importing Key Material in AWS Key Management Service (AWS KMS)](https://docs.aws.amazon.com/kms/latest/developerguide/importing-keys.html) Use your own encryption keys with AWS Key Management Service.
+- [Amazon s2n: AWS’s new Open Source implementation of the SSL/TLS network encryption protocols](http://blogs.aws.amazon.com/security/post/TxLEHNNDPUFDU9/Automated-Reasoning-and-Amazon-s2n)
+- [dzone: 9 AWS Security Best Practices: Securing Your AWS Cloud](https://dzone.com/articles/9-aws-security-best-practices-securing-your-aws-cl) Working with Amazon facilities, it is necessary to implement AWS security best practices to ensure the safety of the data and the cloud.
+- [Encrypt global data client-side with AWS KMS multi-Region keys](https://aws.amazon.com/blogs/security/encrypt-global-data-client-side-with-aws-kms-multi-region-keys/) Today, AWS Key Management Service (AWS KMS) is introducing multi-Region keys, a new capability that lets you replicate keys from one Amazon Web Services (AWS) Region into another. Multi-Region keys are designed to simplify management of client-side encryption when your encrypted data has to be copied into other Regions for disaster recovery or is replicated in Amazon DynamoDB global tables.
+- [dzone: Removing the Bastion Host and Improving the Security in AWS](https://dzone.com/articles/removing-the-bastion-host-and-improving-the-securi) This article covers the security in AWS and overcoming the classic SSH/RDP jump with a better alternative for all OS.
+- [acloudguru.com: How to audit and secure an AWS account](https://acloudguru.com/blog/engineering/how-to-audit-and-secure-an-aws-account)
+- [yobyot.com: AWS multi-region KMS keys and Data Lifecycle Manager: better together](https://www.yobyot.com/aws/aws-multi-region-keys-and-ec2-data-lifecycle-manager/2021/08/18/)
+- [try.jupiterone.com: The Absolute Minimum Every Developer Must Know about AWS Security](https://try.jupiterone.com/the-absolute-minimum-every-developer-must-know-about-aws-security)
+- [==How to automate AWS account creation with SSO user assignment==](https://aws.amazon.com/blogs/security/how-to-automate-aws-account-creation-with-sso-user-assignment/)
+- [Security practices in AWS multi-tenant SaaS environments](https://aws.amazon.com/blogs/security/security-practices-in-aws-multi-tenant-saas-environments/) Many good tips, from identity management to tenant isolation.
+
+## Policy as Code with AWS CDK and Open Policy Agent
+- [Realize Policy-as-Code with AWS Cloud Development Kit through Open Policy Agent 🌟](https://aws.amazon.com/blogs/opensource/realize-policy-as-code-with-aws-cloud-development-kit-through-open-policy-agent/)
+
+## Payment Card Industry Data Security Standard compliance
+- [PCI DSS Standardized Architecture on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/about-aws/whats-new/2016/05/pci-dss-standardized-architecture-on-the-aws-cloud-quick-start-reference-deployment/)
+
+## AWS IAM
+- [AWS Identity and Access Management - Getting Started](http://docs.aws.amazon.com/IAM/latest/UserGuide/getting-started.html)
+- [AWS Identity and Access Management (IAM) best practices in 2016](http://blogs.aws.amazon.com/security/post/Tx2OB7YGHMB7WCM/Adhere-to-IAM-Best-Practices-in-2016)
+- [How to Record and Govern Your IAM Resource Configurations Using AWS Config](http://blogs.aws.amazon.com/security/post/Tx14ADBJOCAT9NS/How-to-Record-and-Govern-Your-IAM-Resource-Configurations-Using-AWS-Config)
+- [How to Use SAML to Automatically Direct Federated Users to a Specific AWS Management Console Page](http://blogs.aws.amazon.com/security/post/Tx2CGWIB8SBYW2J/How-to-Use-SAML-to-Automatically-Direct-Federated-Users-to-a-Specific-AWS-Manage)
+- [New IAMCTL tool compares multiple IAM roles and policies](https://aws.amazon.com/es/blogs/security/new-iamctl-tool-compares-multiple-iam-roles-and-policies/)
+- [Bring your own CLI to Session Manager with configurable shell profiles](https://aws.amazon.com/es/blogs/mt/bring-your-own-cli-session-manager-configurable-shell-profiles/)
+- [keepler.io: Gestionando el control de accesos en nuestro data lake en AWS](https://keepler.io/2021/03/gestionando-el-control-de-accesos-en-nuestro-data-lake-en-aws/)
+- [aws.amazon.com: IAM Access Analyzer now supports over 100 policy checks with actionable recommendations to help you author secure and functional policies](https://aws.amazon.com/about-aws/whats-new/2021/03/iam-access-analyzer-supports-over-100-policy-checks-with-actionable-recommendations/)
+- [aws.amazon.com: IAM Access Analyzer Update – Policy Validation](https://aws.amazon.com/blogs/aws/iam-access-analyzer-update-policy-validation/)
+- [netflixtechblog.com: ConsoleMe: A Central Control Plane for AWS Permissions and Access](https://netflixtechblog.com/consoleme-a-central-control-plane-for-aws-permissions-and-access-fd09afdd60a8) - [github.com/Netflix/consoleme](https://github.com/Netflix/consoleme)
+- [cloudkatha.com: Difference between Root User and IAM User in AWS You Need to Know](https://cloudkatha.com/difference-between-root-user-and-iam-user-in-aws-you-need-to-know/)
+- [ben11kehoe.medium.com: AWS Authentication: Principals (users and roles) in AWS IAM](https://ben11kehoe.medium.com/principals-in-aws-iam-38c4a3dc322a) this article uses the boto3, the AWS Python SDK, as an example, but other SDKs have analogous features.
+- [infoq.com: Incorrect IAM Policy Raised Questions About AWS Access to S3 Data](https://www.infoq.com/news/2022/01/aws-iam-s3-access/)
+- [==iann0036/iamlive==](https://github.com/iann0036/iamlive) Generate an IAM policy from AWS calls using client-side monitoring (CSM) or embedded proxy
+- [==awsiam.info: AWS IAM Search==](https://www.awsiam.info)
+
+## AWS Organizations
+- [Simplifying permissions management at scale using tags in AWS Organizations](https://aws.amazon.com/blogs/mt/simplifying-permissions-management-at-scale-using-tags-in-aws-organizations/)
+- [Standardize compliance in AWS using DevOps and a Cloud Center of Excellence (CCOE) approach](https://aws.amazon.com/blogs/mt/standardize-compliance-in-aws-using-devops-and-a-cloud-center-of-excellence-ccoe-approach/)
+
+## AWS Control Tower
+- [==AWS Control Tower==](https://aws.amazon.com/controltower/) The easiest way to set up and govern a secure multi-account AWS environment
+- [==aws.amazon.com: New – AWS Control Tower Account Factory for Terraform==](https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform/)
+- [hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory for Terraform](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform) AWS Control Tower Account Factory for HashiCorp Terraform (AFT), the evolution of Terraform Landing Zones, offers an easy way to set up and govern a secure, multi-account AWS environment.
+
+## AWS Firewalls
+- [doit-intl.com: AWS Firewalls 101: How and when to use each one](https://blog.doit-intl.com/aws-firewalls-101-how-and-when-to-use-each-one-d4ad8087a6b3)
+- [Automatically block suspicious traffic with AWS Network Firewall and Amazon GuardDuty](https://aws.amazon.com/es/blogs/security/automatically-block-suspicious-traffic-with-aws-network-firewall-and-amazon-guardduty)
+
+## AWS WAF Web Application Firewall
+- [AWS WAF - Web Application Firewall](https://aws.amazon.com/waf/)
+- [How to Automatically Update Your Security Groups for Amazon CloudFront and AWS WAF by Using AWS Lambda (boto3 python)](http://blogs.aws.amazon.com/security/post/Tx1LPI2H6Q6S5KC/How-to-Automatically-Update-Your-Security-Groups-for-Amazon-CloudFront-and-AWS-W)
+- [How to Use AWS WAF to Block IP Addresses That Generate Bad Requests](http://blogs.aws.amazon.com/security/post/Tx223ZW25YRPRKV/How-to-Use-AWS-WAF-to-Block-IP-Addresses-That-Generate-Bad-Requests)
+- [How to Reduce Security Threats and Operating Costs Using AWS WAF and Amazon CloudFront](http://blogs.aws.amazon.com/security/post/Tx1G747SE1R2ZWE/How-to-Reduce-Security-Threats-and-Operating-Costs-Using-AWS-WAF-and-Amazon-Clou)
+- [AWS WAF sample rules](https://github.com/awslabs/aws-waf-sample)
+- [medium: Blocking bots using AWS WAF](https://medium.com/cloud-techies/blocking-bots-using-aws-waf-d449e6d159ca)
+- [medium: Protecting your Web Application or APIs using AWS WAF](https://medium.com/avmconsulting-blog/protecting-your-web-application-or-apis-using-aws-waf-1829ff79275a)
+
+## AWS Secrets Manager
+- [How to replicate secrets in AWS Secrets Manager to multiple Regions](https://aws.amazon.com/blogs/security/how-to-replicate-secrets-aws-secrets-manager-multiple-regions/)
+- [AWS Secrets Manager controller POC: an EKS operator for automatic rotation of secrets](https://aws.amazon.com/blogs/containers/aws-secrets-manager-controller-poc-an-eks-operator-for-automatic-rotation-of-secrets/)
+- [k21academy.com: AWS Secrets Manager](https://k21academy.com/amazon-web-services/aws-solutions-architect/aws-secrets-manager/)
+
+## AWS Vault
+- [AWS Vault](https://github.com/99designs/aws-vault) is a tool to securely store and access AWS credentials in a development environment.
+- [AWS: Sourcing AWS CLI Credentials using a Custom AWS CLI Credential Provider and AWS Vault](https://thomas.geens.be/2020/05/24/aws-sourcing-aws-cli-credentials-using-a-custom-aws-cli-credential-provider-and-aws-vault/)
+
diff --git a/docs/aws-serverless.md b/docs/aws-serverless.md
new file mode 100644
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--- /dev/null
+++ b/docs/aws-serverless.md
@@ -0,0 +1,44 @@
+# AWS Serverless
+- [Introduction](#introduction)
+- [AWS Fargate](#aws-fargate)
+
+## Introduction
+- [you can use Python with AWS Lambda](http://docs.aws.amazon.com/lambda/latest/dg/lambda-python-how-to-create-deployment-package.html)
+- [Build a Python Microservice with Amazon Web Services Lambda & API Gateway](http://www.giantflyingsaucer.com/blog/?p=5730)
+- [AWS Lambda, Echo, and the Future of Cloud Automation](http://www.logicworks.net/blog/2016/01/aws-lambda-echo-cloud-automation/) A fantastic blog article by Logicworks on Lambda, the coming move to serverless architecture and even the possibility of using Amazon's Echo to launch entire AWS environments by using just your voice
+- [Serverless: The Future of Software Architecture?](https://read.acloud.guru/serverless-the-future-of-software-architecture-d4473ffed864#.uk7setw47)
+- [npmjs.com: Lambda load test](https://www.npmjs.com/package/lambda-load-test)
+- [AWS Lambda Limits](http://docs.aws.amazon.com/lambda/latest/dg/limits.html)
+- [blog.powerupcloud.com: AWS inventory details in CSV using lambda](http://blog.powerupcloud.com/2016/02/07/aws-inventory-details-in-csv-using-lambda)
+- [How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)](https://aws.amazon.com/premiumsupport/knowledge-center/start-stop-lambda-cloudwatch/)
+- [Youtube channel: AWS Serverless](https://www.youtube.com/channel/UC_vJsnqdpuEoRseFmlkHMkA)
+- [Using Amazon EFS for AWS Lambda in your serverless applications](https://aws.amazon.com/blogs/compute/using-amazon-efs-for-aws-lambda-in-your-serverless-applications/)
+- [medium: AWS Serverless Application Lens — A Summary](https://medium.com/swlh/aws-serverless-application-lens-a-summary-4f740c4f376d) 
+- [blog.usejournal.com: Building a Serverless Back-end with AWS](https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4)
+- [dashbird.io: Deploying AWS Lambda with Docker Containers: I Gave it a Try and Here’s My Review](https://dashbird.io/blog/deploying-aws-lambda-with-docker/)
+- [aws.amazon.com: Operating Lambda: Understanding event-driven architecture – Part 1](https://aws.amazon.com/blogs/compute/operating-lambda-understanding-event-driven-architecture-part-1/)
+- [aws.amazon.com: Optimizing Lambda functions packaged as container images](https://aws.amazon.com/es/blogs/compute/optimizing-lambda-functions-packaged-as-container-images/)
+- [Security Overview of AWS Lambda](https://d1.awsstatic.com/whitepapers/Overview-AWS-Lambda-Security.pdf)
+- [cloudonaut.io: Serverless Hybrid Cloud: Accessing an API Gateway via VPN or Direct Connect](https://cloudonaut.io/serverless-hybrid-cloud-accessing-an-api-gateway-via-vpn-or-direct-connect/)
+- [infoworld.com: Serverless computing with AWS Lambda, Part 1](https://www.infoworld.com/article/3210726/serverless-computing-with-aws-lambda.html) Get an overview of AWS Lambda's nanoservices architecture and execution model, then build your first Lambda function in Java
+- [dashbird.io: 4 Tips for AWS Lambda Optimization for Production](https://dashbird.io/blog/optimizing-aws-lambda-for-production/)
+- [AWS Step Functions](https://aws.amazon.com/step-functions/)
+- [kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching in the Cloud**](https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-in-the-cloud-249f6a06915f)
+- [medium: Going Serverless (on AWS)](https://medium.com/galvanize/going-serverless-on-aws-116a04a0defd)
+- [Data Caching Across Microservices in a Serverless Architecture](https://aws.amazon.com/blogs/architecture/data-caching-across-microservices-in-a-serverless-architecture/)
+- [Introducing AWS SAM Pipelines: Automatically generate deployment pipelines for serverless applications](https://aws.amazon.com/blogs/compute/introducing-aws-sam-pipelines-automatically-generate-deployment-pipelines-for-serverless-applications)
+- [Simplify CI/CD configuration for serverless applications and your favorite CI/CD system — Public Preview](https://aws.amazon.com/about-aws/whats-new/2021/07/simplify-ci-cd-configuration-serverless-applications-your-favorite-ci-cd-system-public-preview/)
+- [Building a Serverless Back-end with AWS](https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4)
+- [liavyona09.medium.com: Spice up Your Kubernetes Environment with AWS Lambda](https://liavyona09.medium.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607)
+- [Achieve up to 34% better price/performance with AWS Lambda Functions powered by AWS Graviton2 processor](https://aws.amazon.com/about-aws/whats-new/2021/09/better-price-performance-aws-lambda-functions-aws-graviton2-processor/)
+- [==Deploying AWS Lambda layers automatically across multiple Regions==](https://aws.amazon.com/blogs/compute/deploying-aws-lambda-layers-automatically-across-multiple-regions/) Many developers import libraries and dependencies into their AWS Lambda functions. These dependencies can be zipped and uploaded as part of the build and deployment process but it’s often easier to use Lambda layers instead.
+- [medium: Serverless enterprise-grade multi-tenancy using AWS | Tarek Becker](https://medium.com/@tarekbecker/serverless-enterprise-grade-multi-tenancy-using-aws-76ff5f4d0a23)
+- [dev.to: Manage webhooks at scale with AWS Serverless](https://dev.to/aws-builders/manage-webhooks-at-scale-with-aws-serverless-fof)
+- [Issues to Avoid When Implementing Serverless Architecture with AWS Lambda](https://aws.amazon.com/blogs/architecture/mistakes-to-avoid-when-implementing-serverless-architecture-with-lambda)
+- [medium.com/@andrewjr350: Misunderstanding of Serverless (AWS)](https://medium.com/@andrewjr350/misunderstanding-of-serverless-aws-835c7076ea4c)
+- [freecodecamp.org: How to Setup a Basic Serverless REST API with AWS Lambda and API Gateway](https://www.freecodecamp.org/news/how-to-setup-a-basic-serverless-backend-with-aws-lambda-and-api-gateway/)
+
+## AWS Fargate
+- [Amazon EFS with Amazon ECS and AWS Fargate – Part 1](https://aws.amazon.com/es/blogs/containers/developers-guide-to-using-amazon-efs-with-amazon-ecs-and-aws-fargate-part-1/)
+- [Deploy Machine Learning Pipeline on AWS Fargate](https://www.kdnuggets.com/2020/07/deploy-machine-learning-pipeline-aws-fargate.html)
+- [deloitte.com: Fargate con EKS](https://www2.deloitte.com/es/es/blog/todo-tecnologia/2021/fargate-con-eks.html) ¿Es Fargate la solución de AWS con la que siempre soñamos para evitar manejar infraestructura con Kubernetes? Sí, pero…
diff --git a/docs/aws-spain.md b/docs/aws-spain.md
new file mode 100644
index 00000000..d319c49d
--- /dev/null
+++ b/docs/aws-spain.md
@@ -0,0 +1,15 @@
+# Spain
+- [AWS en España](https://aws.amazon.com/es/local/spain/)
+- [xataka.com: Por qué Amazon ha elegido Aragón para instalar sus tres primeros centros de datos en España](https://www.xataka.com/servicios/que-amazon-ha-elegido-aragon-para-instalar-sus-tres-primeros-centros-datos-espana)
+- [RESOURCE HUB: Eventos y webinars de AWS](https://emea-resources.awscloud.com/spain-events-webinars)
+- [aboutamazon.es: AWS acelera la apertura de la Región AWS Europa (España) para apoyar la transformación digital de España](https://www.aboutamazon.es/innovaci%C3%B3n/aws-acelera-la-apertura-de-la-regi%C3%B3n-aws-europa-espa%C3%B1a-para-apoyar-la-transformaci%C3%B3n-digital-de-espa%C3%B1a)
+
+## Videos
+<details>
+  <summary>Click to expand!</summary>
+
+<center>
+<iframe width="560" height="315" src="https://www.youtube.com/embed/GBLPi-mno7M" frameborder="0" allow="accelerometer; autoplay; encrypted-media" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube.com/embed/4OLpOZ77crc" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+</center>
+</details>
\ No newline at end of file
diff --git a/docs/aws-storage.md b/docs/aws-storage.md
new file mode 100644
index 00000000..cc5a9fc2
--- /dev/null
+++ b/docs/aws-storage.md
@@ -0,0 +1,27 @@
+# AWS Storage. S3 & EBS. AWS Storage Gateway
+- [Introduction](#introduction)
+- [Amazon EFS Elastic File System](#amazon-efs-elastic-file-system)
+- [AWS Transfer](#aws-transfer)
+
+## Introduction
+- [S3 FAQ](https://aws.amazon.com/s3/faqs/)
+- [Making Requests to Amazon S3 over IPv6](http://docs.aws.amazon.com/AmazonS3/latest/dev/ipv6-access.html) Amazon Simple Storage Service (Amazon S3) supports the ability to access S3 buckets using the Internet Protocol version 6 (IPv6), in addition to the IPv4 protocol.
+- [How to Build Sparse EBS Volumes for Fun and Easy Snapshotting](https://aws.amazon.com/blogs/apn/how-to-build-sparse-ebs-volumes-for-fun-and-easy-snapshotting/)
+- [Getting Started with AWS Storage Gateway](http://docs.aws.amazon.com/storagegateway/latest/userguide/GettingStarted-common.html)
+- [devopscube.com: How to Automate EBS Snapshot Creation, Retention and Deletion](https://devopscube.com/automate-ebs-snapshot-creation-deletion/)
+- [cloudkatha.com: Is S3 Region Specific or Global? What do you think?](https://cloudkatha.com/is-s3-region-specific-or-global-what-do-you-think/)
+- [cloudkatha.com: This is why S3 Bucket Names are unique Globally](https://cloudkatha.com/why-s3-bucket-names-are-unique-globally/)
+- [cloudkatha.com: AWS S3 Storage Classes: Everything You Need to Know](https://cloudkatha.com/aws-s3-storage-classes-everything-you-need-to-know/)
+- [A step-by-step guide to synchronize data between Amazon S3 buckets](https://aws.amazon.com/blogs/storage/a-step-by-step-guide-to-synchronize-data-between-amazon-s3-buckets)
+- [percona.com: Performance of Various EBS Storage Types in AWS](https://www.percona.com/blog/performance-of-various-ebs-storage-types-in-aws/)
+- [harness.io: Tutorial: [Artifact Servers] S3 – How to Provide Cross-Account Access Via Bucket Policies](https://harness.io/blog/devops/tutorial-s3-cross-account/)
+- [Connect Amazon S3 File Gateway using AWS PrivateLink for Amazon S3](https://aws.amazon.com/es/blogs/architecture/connect-amazon-s3-file-gateway-using-aws-privatelink-for-amazon-s3/)
+- [blog.min.io: Certificate-based Authentication for S3](https://blog.min.io/certificate-based-authentication-with-s3/) MinIO encrypts data when stored on disk and when transmitted over the network.
+- [==acloudguru.com: S3 Glacier Instant Retrieval deep dive: Which S3 Storage Class is right for me?==](https://acloudguru.com/blog/engineering/s3-glacier-instant-retrieval-deep-dive-which-s3-storage-class-is-right-for-me)
+
+## Amazon EFS Elastic File System
+- [EFS Elastic File System](https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-production-ready-in-three-regions)
+- [Amazon Elastic File System triples read throughput](https://aws.amazon.com/about-aws/whats-new/2021/01/amazon-elastic-file-system-triples-read-throughput/)
+
+## AWS Transfer
+- [infoq.com: AWS Transfer Family Introduces Support for EFS](https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs/)
diff --git a/docs/aws-tools-scripts.md b/docs/aws-tools-scripts.md
new file mode 100644
index 00000000..fb88587c
--- /dev/null
+++ b/docs/aws-tools-scripts.md
@@ -0,0 +1,58 @@
+# AWS Tools and Scripts
+- [AWS Scripts](#aws-scripts)
+- [Open Source at AWS](#open-source-at-aws)
+- [AWS Tools](#aws-tools)
+- [AWS Toolkits](#aws-toolkits)
+- [AWS Management Tools Blog](#aws-management-tools-blog)
+- [AWS CLI and AWS SDK](#aws-cli-and-aws-sdk)
+- [Third Party Tools](#third-party-tools)
+
+## AWS Scripts
+- [AWS IP inventory](https://github.com/okelet/awsipinventory) Tool to generate an inventory of all IP addresses in use in an account, one or multiple VPC, or one or multiple subnet.
+- [dev.to: How to Copy a Security Group with Rules from one AWS Account to Another account](https://dev.to/dineshrathee12/how-to-copy-a-security-group-with-rules-from-one-aws-account-to-another-account-36mb)
+	- [CopySGFromOneAWSAccountToAnotherScript.py](https://github.com/dineshrathee12/CopySecurityGroupWithRulesFromOneAWSAccountToAnotherAWSAccount/blob/main/CopySGFromOneAWSAccountToAnotherScript.py)
+- [github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler - Find resources that are not logging, and turn them on](https://github.com/awslabs/assisted-log-enabler-for-aws)
+- https://github.com/dannysteenman/aws-toolbox A collection of useful Shell & Python scripts that make your DevOps life easier in AWS. Furthermore you'll also find a list of links that point to awesome DevOps tools from other creators.
+- [saml-to/assume-aws-role-action](https://github.com/saml-to/assume-aws-role-action) Assume AWS IAM Roles using SAML.to in GitHub Actions. This action enables workflows to obtain AWS Access Credentials for a desired IAM Role using AWS IAM SAML and a GitHub Actions Repository Token.
+
+## Open Source at AWS
+- [OpenSource at AWS](https://aws.github.io/)
+
+## AWS Tools
+- [==steampipe== 🌟](https://steampipe.io) Steampipe is an open source tool for querying cloud APIs in a universal way and reasoning about the data in SQL. 
+	- [==Querying AWS at scale across APIs, Regions, and accounts==](https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts/)
+
+## AWS Toolkits  
+- [AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code/)
+
+## AWS Management Tools Blog
+- [AWS Management Tools Blog](https://aws.amazon.com/blogs/mt/)
+- [Metabadger](https://github.com/salesforce/metabadger) Prevent SSRF attacks on AWS EC2 via automated upgrades to the more secure Instance Metadata Service v2 (IMDSv2).
+
+## AWS CLI and AWS SDK
+- [Amazon CLI Documentation](https://aws.amazon.com/cli)
+- [AWS CLI Command Reference](http://docs.aws.amazon.com/cli/latest/index.html)
+- [New usage examples have been added to the CLI for CodePipeline API Reference](http://docs.aws.amazon.com/cli/latest/reference/codepipeline/index.html)
+- [ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as ‘Name’)](https://pypi.python.org/pypi/ec2-ssh-yplan/)
+- List running instances using 'awscli':
+  
+```bash
+aws ec2 describe-instances --filters Name=instance-state-name,Values=running --query 'Reservations[].Instances[].[InstanceID]'
+```
+
+- List all AWS instances in a table format using 'awscli':
+
+```bash
+aws ec2 describe-instances --query 'Reservations[].Instances[].[Placement.AvailabilityZone, State.Name, InstanceID,InstanceType,Platform,Tags.Value,State.Code,Tags.Values]' --output table
+```
+
+- [Announcing the end of support for Python 2.7 in the AWS SDK for Python and AWS CLI v1](https://aws.amazon.com/blogs/developer/announcing-end-of-support-for-python-2-7-in-aws-sdk-for-python-and-aws-cli-v1/)
+- [AWS SDK for Java](https://aws.amazon.com/sdk-for-java/)
+- [medium: AWS CLI with jq and Bash](https://medium.com/circuitpeople/aws-cli-with-jq-and-bash-9d54e2eabaf1) The CLI is utilitarian, but a little jq sauce makes it beautiful
+
+## Third Party Tools
+- [ec2-spot-converter](https://github.com/jcjorel/ec2-spot-converter) This tool converts existing EC2 instances back and forth from on-demand and 'persistent' Spot billing models while preserving instance attributes (Launch configuration, Tags..), network attributes (existing Private IP addresses, Elastic IP), storage (Volumes), Elastic Inference accelerators and Elastic GPUs. It also allows replacement of existing Spot instances with new "identical" ones to update the instance type and cpu options.  
+- [techcrunch.com: Vantage makes managing AWS easier](https://techcrunch.com/2021/01/12/vantage-makes-managing-aws-easier/)
+- [vantage.sh](https://www.vantage.sh/)
+
+
diff --git a/docs/aws-training.md b/docs/aws-training.md
new file mode 100644
index 00000000..d1c3f4d0
--- /dev/null
+++ b/docs/aws-training.md
@@ -0,0 +1,16 @@
+# Training
+- [New digital course and lab: AWS Cloud Development Kit (CDK) Primer](https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aws-cloud-development-kit-cdk-primer/)
+- [acloudguru.com](https://acloudguru.com/)
+- [twitch.tv/acloudguruofficial](https://www.twitch.tv/acloudguruofficial)
+- [learn.cantrill.io 🌟](https://learn.cantrill.io/)
+	- [github.com/acantril/learn-cantrill-io-labs](https://github.com/acantril/learn-cantrill-io-labs)
+	- [linkedin.com/pulse: So, you think you're an associate level Solutions Architect?](https://www.linkedin.com/pulse/so-you-think-youre-associate-level-solutions-adrian-cantrill/)
+- [analyticsindiamag.com: Free Online Resources To Get Started On Cloud Computing](https://analyticsindiamag.com/free-online-resources-to-get-started-on-cloud-computing/)
+- [acloudguru.com: 10 fun hands-on projects to learn AWS](https://acloudguru.com/blog/engineering/10-fun-hands-on-projects-to-learn-aws)
+- [portal.tutorialsdojo.com: AWS Digital Courses (free)](https://portal.tutorialsdojo.com/product-category/aws/aws-digital-courses-2/)
+- [hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS](https://hashnode.tpschmidt.com/my-top-10-free-learning-resources-for-aws) There's probably nothing you can't build on AWS, but starting your Cloud Journey looking at over 200 AWS Services needs guidance.
+- [==explore.skillbuilder.aws/learn: AWS Skill Builder== 🌟](https://explore.skillbuilder.aws/learn) Your learning center to build in-demand cloud skills
+- [aws.amazon.com: Exámenes prácticos gratuitos y 100% en español para que obtenga su certificación](https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion/)
+
+## eBooks
+- [gocloudarchitects.com: AWS Certified Solutions Architect Associate Exam Guide](https://www.gocloudarchitects.com/free-csa-a-ebook/)
diff --git a/docs/aws.md b/docs/aws.md
index 055a7ecc..ece47aa8 100644
--- a/docs/aws.md
+++ b/docs/aws.md
@@ -4,145 +4,33 @@
   <img src="https://raw.githubusercontent.com/donnemartin/data-science-ipython-notebooks/master/images/aws.png">
 </p>
 <br/>
-<!-- MarkdownTOC -->
 
-- [Amazon Web Services](#amazon-web-services)
-- [Blogs](#blogs)
-- [AWS Free Resources](#aws-free-resources)
 - [Introduction](#introduction)
-	- [AWS Cloud Adoption Framework (AWS CAF)](#aws-cloud-adoption-framework-aws-caf)
-	- [AWS re:Post](#aws-repost)
-- [AWS Toolkits](#aws-toolkits)
-- [AWS Tools](#aws-tools)
-- [eBooks](#ebooks)
-- [Training](#training)
-- [AWS Certification](#aws-certification)
-- [AWS Pricing and Cost Optimization](#aws-pricing-and-cost-optimization)
-	- [AWS Calculator](#aws-calculator)
-- [AWS on Twitter](#aws-on-twitter)
-- [AWS Architecture](#aws-architecture)
-- [AWS Youtube channel and Podcasts](#aws-youtube-channel-and-podcasts)
-- [Closed groups for AWS certified professionals](#closed-groups-for-aws-certified-professionals)
-- [AWS Architecture Blog, Official Blog, AWS Labs, AWS Quick Start](#aws-architecture-blog-official-blog-aws-labs-aws-quick-start)
-- [AWS Case Studies](#aws-case-studies)
-- [AWS tips. AWS Performance. Handling AWS Failures and Outages](#aws-tips-aws-performance-handling-aws-failures-and-outages)
-- [AWS Clients](#aws-clients)
-- [AWS New Features](#aws-new-features)
-- [AWS Management Console](#aws-management-console)
-- [AWS Management Tools Blog](#aws-management-tools-blog)
-- [AWS Metrics](#aws-metrics)
-- [AWS Cloudwatch](#aws-cloudwatch)
-- [AWS Schema Conversion Tool](#aws-schema-conversion-tool)
-- [AWS RDS Databases](#aws-rds-databases)
-	- [AWS DMS](#aws-dms)
-	- [AWS RDS Proxy](#aws-rds-proxy)
-- [AWS Application Discovery Service](#aws-application-discovery-service)
-- [AWS Migrations](#aws-migrations)
-	- [AWS Database Migration Service DMS](#aws-database-migration-service-dms)
-- [AWS Redshift](#aws-redshift)
-- [AWS Data Mesh and Batch Data Processing](#aws-data-mesh-and-batch-data-processing)
-- [AWS DevOps. AWS CodePipeline](#aws-devops-aws-codepipeline)
-	- [AWS CodeDeploy](#aws-codedeploy)
-- [AWS Elastic Beanstalk](#aws-elastic-beanstalk)
-- [AWS OpsWorks](#aws-opsworks)
-- [AWS Networking](#aws-networking)
-- [AWS Route 53](#aws-route-53)
-- [AWS Elastic Load Balancing (ELB)](#aws-elastic-load-balancing-elb)
-- [AWS Application Load Balancer (ALB)](#aws-application-load-balancer-alb)
-- [Gateway Load Balancer (GWLB)](#gateway-load-balancer-gwlb)
-- [NGINX](#nginx)
-- [AWS Latency](#aws-latency)
-- [Amazon ECS optimized AMI](#amazon-ecs-optimized-ami)
-- [AWS EC2 Container Registry ECR (Docker)](#aws-ec2-container-registry-ecr-docker)
-- [Docker for AWS](#docker-for-aws)
-- [AWS CLI and AWS SDK](#aws-cli-and-aws-sdk)
-- [AWS Cloud Control API](#aws-cloud-control-api)
-- [AWS VPC](#aws-vpc)
-	- [AWS Client VPN](#aws-client-vpn)
-	- [Tailscale](#tailscale)
+- [AWS Application Services](#aws-application-services)
 - [AWS SQS. Amazon Simple Queue Service](#aws-sqs-amazon-simple-queue-service)
 	- [SNS vs SQS](#sns-vs-sqs)
-- [AWS Application Discovery Service Update. Agentless Discovery for VMware](#aws-application-discovery-service-update-agentless-discovery-for-vmware)
-- [VMware Cloud on AWS](#vmware-cloud-on-aws)
-- [AWS Developer Blog](#aws-developer-blog)
-- [AWS Application Services](#aws-application-services)
-- [AWS Serverless](#aws-serverless)
-- [AWS API Gateway](#aws-api-gateway)
-- [AWS CloudFormation. Free Templates](#aws-cloudformation-free-templates)
-- [Infrastructure Code Template Generators](#infrastructure-code-template-generators)
-	- [Former2 to generate IaC templates](#former2-to-generate-iac-templates)
-	- [Console Recorder for AWS](#console-recorder-for-aws)
-- [AWS for Windows](#aws-for-windows)
-- [Continuous Deployment with AWS](#continuous-deployment-with-aws)
-- [AWS Security](#aws-security)
-	- [Policy as Code with AWS CDK and Open Policy Agent](#policy-as-code-with-aws-cdk-and-open-policy-agent)
-	- [Payment Card Industry Data Security Standard compliance](#payment-card-industry-data-security-standard-compliance)
-	- [AWS IAM](#aws-iam)
-	- [AWS Organizations](#aws-organizations)
-	- [AWS CloudFront](#aws-cloudfront)
-	- [AWS Firewalls](#aws-firewalls)
-	- [AWS WAF Web Application Firewall](#aws-waf-web-application-firewall)
-	- [AWS Vault](#aws-vault)
-- [AWS S3 & EBS. AWS Storage Gateway](#aws-s3--ebs-aws-storage-gateway)
-- [Amazon EFS Elastic File System](#amazon-efs-elastic-file-system)
-- [AWS Transfer](#aws-transfer)
-- [AWS Fargate](#aws-fargate)
-	- [Admiralty](#admiralty)
-- [AWS Backup and Recovery. Design for failure. Disaster Recovery](#aws-backup-and-recovery-design-for-failure-disaster-recovery)
-	- [AWS Backup Service](#aws-backup-service)
-- [AWS Config Rules](#aws-config-rules)
-- [AWS Big Data](#aws-big-data)
-	- [AWS Data Lake](#aws-data-lake)
-	- [AWS Data Pipeline (aka Big Data Pipelines or Data Streams)](#aws-data-pipeline-aka-big-data-pipelines-or-data-streams)
-- [AWS NoSQL DynamoDB](#aws-nosql-dynamodb)
-- [AWS IoT](#aws-iot)
-- [AWS Elastic Transcoder. Video streaming](#aws-elastic-transcoder-video-streaming)
-- [AWS and Splunk](#aws-and-splunk)
-- [AWS Monitoring](#aws-monitoring)
-- [Amazon Alexa. Voice User Interface](#amazon-alexa-voice-user-interface)
-- [AWS Partner Network (APN)](#aws-partner-network-apn)
+- [Blogs](#blogs)
+- [AWS Free Resources](#aws-free-resources)
 - [AWS Startup Collection. For startups building on AWS](#aws-startup-collection-for-startups-building-on-aws)
-- [AWS ECS](#aws-ecs)
-- [Rancher on AWS](#rancher-on-aws)
-- [AWS App Mesh](#aws-app-mesh)
-- [AWS Fargate](#aws-fargate-1)
-- [Interview Questions](#interview-questions)
-- [Local Testing](#local-testing)
-	- [Localstack](#localstack)
-- [Migrating On Premise VM to AWS](#migrating-on-premise-vm-to-aws)
-- [AWS configuration files](#aws-configuration-files)
-- [Open Source at AWS](#open-source-at-aws)
-- [AWS Service Quota Requests](#aws-service-quota-requests)
-- [Resource Hierarchies](#resource-hierarchies)
-- [AWS Systems Manager Explorer](#aws-systems-manager-explorer)
-- [AWS Systems Manager Incident Manager](#aws-systems-manager-incident-manager)
-- [AWS Managed Services for Prometheus and Grafana](#aws-managed-services-for-prometheus-and-grafana)
-- [AWS Chaos Engineeering. AWS Fault Injection Simulator](#aws-chaos-engineeering-aws-fault-injection-simulator)
-- [Best Practices](#best-practices)
-- [New Features](#new-features)
-- [Superwerker](#superwerker)
-- [AWS Samples (Boilerplates)](#aws-samples-boilerplates)
-- [Third Party Tools](#third-party-tools)
-- [AWS Amplify](#aws-amplify)
-- [AWS Control Tower](#aws-control-tower)
-- [AWS App Runner](#aws-app-runner)
-- [Spain](#spain)
-- [Scripts](#scripts)
-- [Development](#development)
-- [Cloud Development Kit CDK](#cloud-development-kit-cdk)
-- [AWS Secrets Manager](#aws-secrets-manager)
-- [AWS Cloud Map and HealthChecks](#aws-cloud-map-and-healthchecks)
-- [AWS Cloud Endure](#aws-cloud-endure)
+- [AWS on Twitter](#aws-on-twitter)
+- [AWS Youtube channel and Podcasts](#aws-youtube-channel-and-podcasts)
+- [AWS Developer Blog](#aws-developer-blog)
 - [AWS Patterns](#aws-patterns)
+- [AWS configuration files](#aws-configuration-files)
+- [AWS Config Rules](#aws-config-rules)
+- [AWS Management Console](#aws-management-console)
+- [Resource Hierarchies](#resource-hierarchies)
 - [AWS Tags](#aws-tags)
-- [ECommerce](#ecommerce)
+- [AWS Systems Manager Explorer](#aws-systems-manager-explorer)
+	- [AWS Systems Manager Incident Manager](#aws-systems-manager-incident-manager)
+- [AWS Cloud Adoption Framework (AWS CAF)](#aws-cloud-adoption-framework-aws-caf)
+- [AWS re:Post](#aws-repost)
+- [AWS Interview Questions](#aws-interview-questions)
 - [Bunch of Images](#bunch-of-images)
 - [Videos](#videos)
 - [Tweets](#tweets)
 
-<!-- /MarkdownTOC -->
-
-## Amazon Web Services
+## Introduction
 - [AWS Cloud Products](https://aws.amazon.com/products/)
 - [AWS Local Zones locations](https://aws.amazon.com/about-aws/global-infrastructure/localzones/locations/)
 - [status.aws.amazon.com: Service Health Dashboard](https://status.aws.amazon.com) 
@@ -167,30 +55,6 @@
 - [AWS Activate](https://aws.amazon.com/activate) AWS Activate offers startups free tools, resources, and more to quickly get started on AWS. Build and scale with up to $100,000 in AWS Activate credits
 - [aws/containers-roadmap: AWS Containers Roadmap](https://github.com/aws/containers-roadmap) This is the public roadmap for AWS container services (ECS, ECR, Fargate, and EKS).
 - [dashbird.io: Get started and keep using AWS for free](https://dashbird.io/blog/use-aws-free/)
-
-## Blogs
-- [Jayendra's Blog 🌟🌟](https://jayendrapatil.com/)
-- [aws.plainenglish.io](https://aws.plainenglish.io/)
-- [AWStip.com](https://awstip.com) Community of passionate AWS builders.
-
-## AWS Free Resources
-- https://aws.amazon.com/architecture
-- https://aws.amazon.com/whitepapers
-- https://docs.aws.amazon.com
-- https://www.aws.training
-- https://aws.amazon.com/solutions/case-studies
-- https://www.youtube.com/user/amazonWebServices
-- https://forums.aws.amazon.com
-- https://aws.amazon.com/blogs
-- https://www.slideshare.net/AmazonWebServices 
-- https://www.twitch.tv/aws
-- [Everything AWS | Search and discover 6K+ quality AWS repositories](https://app.polymersearch.com/discover/aws)
-- [workshops.aws: AWS Workshops](https://workshops.aws/) This website lists workshops created by the teams at Amazon Web Services (AWS). Workshops are hands-on events designed to teach or introduce practical skills, techniques, or concepts which you can use to solve business problems.
-You can filter by topic using the toolbar above.
-- [AWS Courses created by AWS experts](https://www.amazon.com/b/?node=14297978011)
-- [dev.to: Many free and useful AWS official Dev and User guides!](https://dev.to/aws-builders/many-free-and-useful-aws-official-dev-and-user-guides-54ci)
-
-## Introduction
 - [dzone: AWS Basics](https://dzone.com/articles/aws-basics)
 - [dzone: AWS Elastic Compute Cloud (EC2) Basics](https://dzone.com/articles/aws-elastic-compute-cloud-ec2-basics) We will learn about IP Addresses and also connect to public EC2 instances externally using SSH. Let's have a look at public and private IP behavior first.
 - [dzone: AWS Basics: Bastion Hosts and NAT](https://dzone.com/articles/aws-basics-bastian-hosts-and-nat) In this post, we will set up Bastion Host and NAT instances in our VPC. We will learn why we need those and some of the options available to us.
@@ -217,65 +81,44 @@ You can filter by topic using the toolbar above.
 - [==amazon.qwiklabs.com/catalog==](https://amazon.qwiklabs.com/catalog) **One of the best ways to learn AWS services is to use them. If you want to grow your skills this year check out these AWS quicklabs. Free and paid quests to get you started and gaining experience.**
 - [==freecodecamp.org/news/tag/aws==](https://www.freecodecamp.org/news/tag/aws/) Are you looking to get into cloud? Check out all the amazing free content available on freecodecamp under the AWS tag.
 
-### AWS Cloud Adoption Framework (AWS CAF)
-- [==AWS Cloud Adoption Framework (AWS CAF)==](https://aws.amazon.com/professional-services/CAF/) The AWS Cloud Adoption Framework (AWS CAF) leverages AWS experience and best practices to help you digitally transform and accelerate your business outcomes through innovative use of AWS. AWS CAF identifies specific organizational capabilities that underpin successful cloud transformations. These capabilities provide best practice guidance that helps you improve your cloud readiness. AWS CAF groups its capabilities in six perspectives: Business, People, Governance, Platform, Security, and Operations. Each perspective comprises a set of capabilities that functionally related stakeholders own or manage in the cloud transformation journey. Use the AWS CAF to identify and prioritize transformation opportunities, evaluate and improve your cloud readiness, and iteratively evolve your transformation roadmap.
-- [AWS Cloud Adoption Framework (CAF) 3.0 is Now Available](https://aws.amazon.com/blogs/aws/aws-cloud-adoption-framework-caf-3-0-is-now-available/)
+## AWS Application Services
+- [k21academy.com: AWS Application Services: Lambda, SES, SNS, SQS, SWF](https://k21academy.com/amazon-web-services/aws-solutions-architect/aws-application-services/)
 
-### AWS re:Post
-- [==repost.aws== 🌟](https://repost.aws)
-- [AWS re:Post – A Reimagined Q&A Experience for the AWS Community](https://aws.amazon.com/blogs/aws/aws-repost-a-reimagined-qa-experience-for-the-aws-community/)
-- [infoq.com: Amazon Introduces re:Post, a "Stack Overflow" for AWS](https://www.infoq.com/news/2021/12/amazon-repost-questions-answers/)
+## AWS SQS. Amazon Simple Queue Service
+- [Limits in Amazon SQS](http://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-limits.html)
+- [Amazon SQS FAQs](https://aws.amazon.com/sqs/faqs/)
 
-## AWS Toolkits  
-- [AWS Toolkits for Cloud9, JetBrains and VS Code now support interaction with over 200 new resource types 🌟](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-toolkits-cloud9-jetbrains-vs-code/)
+### SNS vs SQS
+- [==dev.to: When to SNS or SQS==](https://dev.to/aws-builders/when-to-sns-or-sqs-2aji)
 
-## AWS Tools
-- [==steampipe== 🌟](https://steampipe.io) Steampipe is an open source tool for querying cloud APIs in a universal way and reasoning about the data in SQL. 
-	- [==Querying AWS at scale across APIs, Regions, and accounts==](https://aws.amazon.com/blogs/opensource/querying-aws-at-scale-across-apis-regions-and-accounts/)
+## Blogs
+- [Jayendra's Blog 🌟🌟](https://jayendrapatil.com/)
+- [aws.plainenglish.io](https://aws.plainenglish.io/)
+- [AWStip.com](https://awstip.com) Community of passionate AWS builders.
 
-## eBooks
-- [gocloudarchitects.com: AWS Certified Solutions Architect Associate Exam Guide](https://www.gocloudarchitects.com/free-csa-a-ebook/)
+## AWS Free Resources
+- https://aws.amazon.com/architecture
+- https://aws.amazon.com/whitepapers
+- https://docs.aws.amazon.com
+- https://www.aws.training
+- https://aws.amazon.com/solutions/case-studies
+- https://www.youtube.com/user/amazonWebServices
+- https://forums.aws.amazon.com
+- https://aws.amazon.com/blogs
+- https://www.slideshare.net/AmazonWebServices 
+- https://www.twitch.tv/aws
+- [Everything AWS | Search and discover 6K+ quality AWS repositories](https://app.polymersearch.com/discover/aws)
+- [workshops.aws: AWS Workshops](https://workshops.aws/) This website lists workshops created by the teams at Amazon Web Services (AWS). Workshops are hands-on events designed to teach or introduce practical skills, techniques, or concepts which you can use to solve business problems.
+You can filter by topic using the toolbar above.
+- [AWS Courses created by AWS experts](https://www.amazon.com/b/?node=14297978011)
+- [dev.to: Many free and useful AWS official Dev and User guides!](https://dev.to/aws-builders/many-free-and-useful-aws-official-dev-and-user-guides-54ci)
 
-## Training
-- [New digital course and lab: AWS Cloud Development Kit (CDK) Primer](https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aws-cloud-development-kit-cdk-primer/)
-- [acloudguru.com](https://acloudguru.com/)
-- [twitch.tv/acloudguruofficial](https://www.twitch.tv/acloudguruofficial)
-- [learn.cantrill.io 🌟](https://learn.cantrill.io/)
-	- [github.com/acantril/learn-cantrill-io-labs](https://github.com/acantril/learn-cantrill-io-labs)
-	- [linkedin.com/pulse: So, you think you're an associate level Solutions Architect?](https://www.linkedin.com/pulse/so-you-think-youre-associate-level-solutions-adrian-cantrill/)
-- [analyticsindiamag.com: Free Online Resources To Get Started On Cloud Computing](https://analyticsindiamag.com/free-online-resources-to-get-started-on-cloud-computing/)
-- [acloudguru.com: 10 fun hands-on projects to learn AWS](https://acloudguru.com/blog/engineering/10-fun-hands-on-projects-to-learn-aws)
-- [portal.tutorialsdojo.com: AWS Digital Courses (free)](https://portal.tutorialsdojo.com/product-category/aws/aws-digital-courses-2/)
-- [hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS](https://hashnode.tpschmidt.com/my-top-10-free-learning-resources-for-aws) There's probably nothing you can't build on AWS, but starting your Cloud Journey looking at over 200 AWS Services needs guidance.
-- [==explore.skillbuilder.aws/learn: AWS Skill Builder== 🌟](https://explore.skillbuilder.aws/learn) Your learning center to build in-demand cloud skills
-- [aws.amazon.com: Exámenes prácticos gratuitos y 100% en español para que obtenga su certificación](https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion/)
-
-## AWS Certification
-- [linkedin: Sharing My Top 10 resources to use while preparing for AWS Certification Exams](https://www.linkedin.com/pulse/sharing-my-top-10-resources-use-while-preparing-aws-exams-semaan/)
-- [Schedule an Exam](https://aws.amazon.com/certification/certification-prep/testing) Find the testing option that works best for you
-- [dev.to: How to become a Certified AWS Solution Architect in 2022](https://dev.to/javinpaul/how-to-become-a-certified-aws-solution-architect-in-2022-35ad)
-
-## AWS Pricing and Cost Optimization
-- [May 2020: EC2 Price Reduction – For EC2 Instance Saving Plans and Standard Reserved Instances](https://aws.amazon.com/es/blogs/aws/ec2-price-reduction-for-ec2-instance-saving-plans-and-standard-reserved-instances/)
-- [ec2.shop: Compare AWS EC2 instance price from the CLI](https://ec2.shop/)
-- [infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS Graviton2](https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances/)
-- [freecodecamp.org: How to Optimize your AWS Cloud Architecture Costs](https://www.freecodecamp.org/news/cost-optimization-in-aws/)
-- [aws.amazon.com: Amazon S3 Glacier Price Reduction](https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction/)
-- [infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File System](https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes/)
-- [dzone: Understanding AWS Costs](https://dzone.com/articles/understanding-aws-costs) In this article, I'll provide a comprehensive guide on how to understand your AWS costs and needs.
-- [thenewstack.io: 7 Tips for Cutting Down Your AWS Kubernetes Bill](https://thenewstack.io/7-tips-for-cutting-down-your-aws-kubernetes-bill/)
-- [cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation (EKS)](https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation) A guide to intelligently allocating Kubernetes costs with EKS
-- [thenewstack.io: Cloud Bill Risks of AWS Reserved Instances and Savings Plans](https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-plans/)
-- [dzone: A Guide on Estimating AWS EC2 Workloads for a Microservice Application](https://dzone.com/articles/a-guide-on-estimating-aws-ec2-workloads-for-a-micr) AWS EC2 instance costs can be a significant part of the cloud bill, so it's always a good idea to estimate the workloads using the AWS pricing calculator.
-- [Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight](https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight)
-- [blog.cloud-mercato.com: AWS m6i: The why you should abandon your m5](https://blog.cloud-mercato.com/aws-m6i-the-why-you-should-abandon-your-m5/)
-- [aws.amazon.com: Exploring Data Transfer Costs for AWS Managed Databases](https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases)
-- [==cloudkatha.com: How to Setup Budget in AWS to Keep your Bill in Check==](https://cloudkatha.com/how-to-setup-budget-in-aws-to-keep-your-bill-in-check/)
-
-### AWS Calculator
-- [calculator.aws: AWS Total Cost of Ownership (TCO) Calculators](https://calculator.aws/)
-- [Understanding your AWS Cost Datasets: A Cheat Sheet](https://aws.amazon.com/blogs/aws-cost-management/understanding-your-aws-cost-datasets-a-cheat-sheet/)
-- [Announcing General Availability of AWS Cost Anomaly Detection](https://aws.amazon.com/blogs/aws-cost-management/announcing-general-availability-of-aws-cost-anomaly-detection/)
+## AWS Startup Collection. For startups building on AWS
+- [bitmovin: Improving Video Quality on the Web](https://medium.com/aws-activate-startup-blog/bitmovin-improving-video-quality-on-the-web-8670039c4334)
+- [What Startups Should Know about Amazon VPC — Part 1](https://medium.com/aws-activate-startup-blog/what-startups-should-know-about-amazon-vpc-part-1-bebe94b7f228)
+- [Scaling on AWS (Part 3): >500K Users](https://medium.com/aws-activate-startup-blog/scaling-on-aws-part-3-500k-users-3750b227b761)
+- [medium.com: Building a Serverless Dynamic DNS System with AWS](https://medium.com/aws-activate-startup-blog/building-a-serverless-dynamic-dns-system-with-aws-a32256f0a1d8#.qq54pucbd)
+- [medium.com: The Top 10 AWS Startup Blog Posts of 2015](https://medium.com/aws-activate-startup-blog/the-top-10-aws-startup-blog-posts-of-2015-d2975e3778bb)
 
 ## AWS on Twitter
 - [twitter.com/awscloud](https://twitter.com/awscloud)
@@ -284,18 +127,6 @@ You can filter by topic using the toolbar above.
 - [twitter.com/AWSstartups](https://twitter.com/AWSstartups)
 - [twitter.com/AWS_Partners](https://twitter.com/AWS_Partners)
 
-## AWS Architecture
-- [AWS Well Architected Framework](https://docs.aws.amazon.com/wellarchitected/latest/framework/welcome.html)
-	- [nops.io: Discover How to Compare Cloud Workloads for Risk Management on AWS](https://www.nops.io/workload-rule-violations-aws-well-architected/) The AWS Well-Architected Framework provides best practices guidance to optimize workloads based on the Framework’s five pillars — operational excellence, security, reliability, performance efficiency, and cost optimization.
-- [AWS application-architecture](http://www.conceptdraw.com/examples/application-architecture)
-- [Optimizing your AWS Infrastructure for Sustainability, Part I: Compute](https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-i-compute/)
-- [Optimizing your AWS Infrastructure for Sustainability, Part II: Storage](https://aws.amazon.com/blogs/architecture/optimizing-your-aws-infrastructure-for-sustainability-part-ii-storage/)
-- [==AWS App2Container: Migrate your Applications to Containers at Scale==](https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale/)
-- [dev.to: How Well-Architected Enables Junior Engineers](https://dev.to/aws-builders/how-well-architected-enables-junior-engineers-24j)
-- [==This is My Architecture==](https://aws.amazon.com/architecture/this-is-my-architecture) Innovative cloud architectures from AWS partners and customers. **'This is My Architecture' is a video series that showcases innovative architectural solutions on the AWS Cloud by customers and partners.** Each episode examines the most interesting and technically creative elements of each cloud architecture.
-- [==Creating a Multi-Region Application with AWS Services – Part 1, Compute, Networking, and Security==](https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-1-compute-and-security/)
-- [==Creating a Multi-Region Application with AWS Services – Part 2, Data and Replication==](https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-2-data-and-replication/)
-
 ## AWS Youtube channel and Podcasts
 - [Amazon Web Services Youtube](https://www.youtube.com/user/AmazonWebServices)
 - [AWS Tutorial Series](https://www.youtube.com/user/awstutorialseries)
@@ -304,740 +135,50 @@ You can filter by topic using the toolbar above.
 - [AWS Techchat](https://aws.amazon.com/podcasts/aws-techchat)
 - [Stitcher AWS Podcasts](http://www.stitcher.com/podcast/amazon-web-services/aws-podcast)
 
-## Closed groups for AWS certified professionals
-- [awscerts.slack.com](https://awscerts.slack.com)
-- [Amazon AWS Certification Preparation Tips](http://walkintocloud.com/index.php/2016/06/04/amazon-aws-certification-preparation-tips/)
-- [A curated list of AWS resources to prepare for the AWS Certifications](https://gist.github.com/leonardofed)
-- [AWS Certified Solutions Architect Professional – Study Guide](https://blue-clouds.com/category/study-guide/)
-- [aws.amazon.com: First AWS Certification Study Guide Now Available](https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available/)
-- [Tips on Passing AWS Certified Solutions Architect - Professional Level](https://www.linkedin.com/pulse/passed-aws-certified-solutions-architect-level-harshit-agarwal)
-
-## AWS Architecture Blog, Official Blog, AWS Labs, AWS Quick Start
-- [AWS Architecture Blog](https://www.awsarchitectureblog.com)
-- [AWS Official Blog](http://blogs.aws.amazon.com/)
-- [AWS Labs GitHub](https://github.com/awslabs)
-- [AWS Quick Start Reference Deployments](http://aws.amazon.com/es/quickstart/)
-	- [AWS Quick Start - GitHub](https://github.com/awslabs/aws-quickstart)
-- [InfoWorld Review – Amazon Aurora Rocks MySQL](https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql/)
-- [AWS Cost Explorer Update – Access to EC2 Usage Data](https://aws.amazon.com/blogs/aws/aws-cost-explorer-update-access-to-ec2-usage-data/)
-
-## AWS Case Studies
-- [Thomas Publishing Case Study](https://aws.amazon.com/solutions/case-studies/thomas-publishing/)  After moving to AWS, we were able to shut down our largest data center, eliminating hundreds of thousands of dollars in associated real estate, facility operations, and power and cooling costs.   
-
-## AWS tips. AWS Performance. Handling AWS Failures and Outages
-- [AWS Tips I Wish I'd Known Before I Started (Feb 2014)](https://wblinks.com/notes/aws-tips-i-wish-id-known-before-i-started/) A collection of random tips for Amazon Web Services (AWS) that I wish I'd been told a few years ago, based on what I've learned by building and deploying various applications on AWS.
-- [Amazon AWS Tips and Gotchas – Part 1 (Feb 2016)](http://www.tekhead.org/blog/2016/02/amazon-aws-tips-and-gotchas-part-1/)
-- [DZone: 5 Tips for Better AWS Performance](https://dzone.com/articles/5-tips-for-better-aws-performance) The Ngnix team has a nice list of tips for better performance when using the AWS services. Some of them are related to Ngnix, but others are completely usable for anyone.
-- [How do I get started with AWS cloud computing?](https://aws.amazon.com/premiumsupport/knowledge-center/get-started-aws/)
-- [DZone: Dude, Where's My Performance?](https://dzone.com/articles/dude-wheres-my-performance)
-- [DZone: A Guide to Performance Challenges with AWS EC2: Part 1](https://blog.appdynamics.com/cloud/a-guide-to-performance-challenges-with-aws-ec2-part-1/) 
-- [DZone: A Guide to Performance Challenges With AWS EC2: Part 2](https://dzone.com/articles/a-guide-to-performance-challenges-with-aws-ec2-par-1) Using Amazon Web Services? Learn how to get your Elastic Compute Cloud instances to perform better than your competitors.
-- [DZone: A Guide to Performance Challenges With AWS EC2: Part 3](https://dzone.com/articles/a-guide-to-performance-challenges-with-aws-ec2-par-2) In the second part of his guide covering performance challenges in AWS EC2, Saba Anees covers instances and the right applications for your workloads.
-- [DZone: A Guide to Performance Challenges With AWS EC2: Part 4](https://dzone.com/articles/a-guide-to-performance-challenges-with-aws-ec2-par-3) In the final part of his series covering performance challenges with AWS EC2, Saba Anees goes over poor ELB performance and handling AWS failures and outages.
-- [blog.datapath.io: Dynamic Web Accelerator for AWS Hosted Applications](http://blog.datapath.io/dynamic-web-accelerator-for-aws-hosted-applications)
-- [The Truth About Downtime in the Cloud](http://cloud.netapp.com/blog/prepare-for-the-day-of-all-cloud)
-
-## AWS Clients
-- [Trainline.com dumps Oracle and Microsoft, gulps AWS Kool-Aid](http://www.theregister.co.uk/2016/07/13/trainline_dumps_oracle_microsoft_goes_full_aws_cto_interview/)
-- [London DevOps - Trainline, A DevOps Journey - Chris Turvil](https://www.youtube.com/watch?v=IUvUmqu1MBQ)
-- [aws.amazon.com: Trainline Case Study](https://aws.amazon.com/solutions/case-studies/trainline/)
-- [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank)
-
-## AWS New Features
-- [AWS Config Rules – Dynamic Compliance Checking for Cloud Resources](https://aws.amazon.com/blogs/aws/aws-config-rules-dynamic-compliance-checking-for-cloud-resources/)
-- [Amazon Inspector – Automated Security Assessment Service](https://aws.amazon.com/blogs/aws/amazon-inspector-automated-security-assessment-service)
-- [Coming Soon – EC2 Dedicated Hosts](https://aws.amazon.com/blogs/aws/coming-soon-ec2-dedicated-hosts)
-- [AWS Device Farm: Improve the quality of your web and mobile applications by testing across desktop browsers and real mobile devices hosted in the AWS Cloud](https://aws.amazon.com/device-farm)
-- [AWS Mobile Hub – Build, Test, and Monitor Mobile Applications](https://aws.amazon.com/blogs/aws/aws-mobile-hub-build-test-and-monitor-mobile-applications)
-- [EC2 Container Service Update – Container Registry, ECS CLI, AZ-Aware Scheduling, and More](https://aws.amazon.com/blogs/aws/ec2-container-service-update-container-registry-ecs-cli-az-aware-scheduling-and-more)
-- [CloudWatch Dashboards – Create & Use Customized Metrics Views](https://aws.amazon.com/blogs/aws/cloudwatch-dashboards-create-use-customized-metrics-views)
-- [AWS Lambda Update – Python, VPC, Increased Function Duration, Scheduling, and More](https://aws.amazon.com/blogs/aws/aws-lambda-update-python-vpc-increased-function-duration-scheduling-and-more)
-- [AWS IoT – Cloud Services for Connected Devices](https://aws.amazon.com/blogs/aws/aws-iot-cloud-services-for-connected-devices)
-- [Amazon EFS: Amazon Elastic File System – Shared File Storage for Amazon EC2](https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-shared-file-storage-for-amazon-ec2/)
-- [New – Encrypted EBS Boot Volumes](https://aws.amazon.com/blogs/aws/new-encrypted-ebs-boot-volumes)
-	- [Amazon EBS Encryption](http://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EBSEncryption.html)
-- [Now Add or Modify Request Headers Forwarded From Amazon CloudFront to Origin](https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin/)
-- [AWS CloudFormation Adds Support for AWS WAF and AWS Directory Service for Microsoft Active Directory](https://aws.amazon.com/es/about-aws/whats-new/2015/12/aws-cloudformation-adds-support-for-aws-waf-and-aws-directory-service-for-microsoft-active-directory/)
-- [Amazon WorkMail – Now Generally Available](https://aws.amazon.com/blogs/aws/amazon-workmail-now-generally-available/)
-- [London Calling! An AWS Region is coming to the UK!](http://www.allthingsdistributed.com/2015/11/aws-announces-uk-region.html)
-- [New – Scheduled Reserved Instances](https://aws.amazon.com/blogs/aws/new-scheduled-reserved-instances/)
-- [AWS CloudShell - Command-Line Access to AWS Resources](https://aws.amazon.com/es/blogs/aws/aws-cloudshell-command-line-access-to-aws-resources/)
-- [zdnet.com: AWS rolls out S3 Object Lambda to process data for multiple applications](https://www.zdnet.com/google-amp/article/aws-rolls-out-s3-object-lambda-to-process-data-for-multiple-applications/) The new capability allows you to share data across applications, without having to manage a proxy layer or create copies of the dataset.
-- [github.com/hayao-k/cdk-ecr-image-scan-notify](https://github.com/hayao-k/cdk-ecr-image-scan-notify)
-- [cloudonaut.io: Seamless EC2 monitoring with the Unified CloudWatch Agent](https://cloudonaut.io/seamless-ec2-monitoring-with-the-unified-cloudwatch-agent/)
-- [amazon.com: Reduce Unwanted Traffic on Your Website with New AWS WAF Bot Control](https://aws.amazon.com/blogs/aws/reduce-unwanted-traffic-on-your-web-site-with-aws-bot-control/)
-- [infoq.com: AWS Introduces EC2 Serial Console: Troubleshoot Boot and Networking Issues](https://www.infoq.com/news/2021/04/aws-ec2-serial-console/)
-- [infoq.com: AWS Introduces a New Workflow Studio for AWS Step Functions](https://www.infoq.com/news/2021/06/step-functions-workflow-studio/)
-- [New AWS Solutions Implementation: Tag Tamer](https://aws.amazon.com/about-aws/whats-new/2021/06/new-aws-solutions-implementation-tag-tamer/) Tag Tamer helps you apply tags to new and existing AWS resources. Using the pre-built web user interface ensures a consistent tagging implementation—providing improved cost allocations, automation, access controls, and organization.
-- [Introducing new self-paced courses to improve Java and Python code quality with Amazon CodeGuru](https://aws.amazon.com/blogs/devops/new-self-paced-courses-to-improve-java-and-python-code-quality-with-amazon-codeguru/)
-- [Automate preapproved operations with AWS Service Catalog service actions](https://aws.amazon.com/blogs/mt/automate-preapproved-operations-with-aws-service-catalog-service-actions/) Most of my enterprise customers have the need to allow their users to execute self-service operational tasks while restricting access to a minimum set of services. With AWS Service Catalog, you can provision pre-approved products, when combined with AWS Service Catalog service actions, you can provide simple predefined actions associated with the AWS Service Catalog products that their users can execute.
-- [Amazon Virtual Private Cloud (VPC) customers can now assign IP prefixes to their EC2 instances](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-virtual-private-cloud-vpc-customers-can-assign-ip-prefixes-ec2-instances/)
-- [Amazon RDS Proxy can now be created in a shared Virtual Private Cloud (VPC)](https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-rds-proxy-created-shared-virtual-private-cloud-vpc/)
-- [Amazon VPC CNI plugin increases pods per node limits](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-vpc-cni-plugin-increases-pods-per-node-limits/)
-- [theregister.com: AWS to retire EC2-Classic – the network glue that helped start the IaaS rush](https://www.theregister.com/2021/07/29/amazon_web_services_ec2_classic_networking/) You've got a year to sort yourself out if you're still using it for some reason
-- [AWS Security Hub adds 18 new controls to its Foundational Security Best Practices standard and 8 new partners for enhanced cloud security posture monitoring](https://aws.amazon.com/about-aws/whats-new/2021/08/aws-security-hub-adds-18-new-controls-foundational-security-best-practices-standard-8-new-partners-enhanced-cloud-security-posture-monitoring/)
-- [EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS](https://aws.amazon.com/es/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws/)
-- [Amazon Virtual Private Cloud (VPC) customers can now resize their prefix list](https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-vpc-resize-prefix-list)
-- [New for AWS CloudFormation – Quickly Retry Stack Operations from the Point of Failure](https://aws.amazon.com/es/blogs/aws/new-for-aws-cloudformation-quickly-retry-stack-operations-from-the-point-of-failure/)
-- [AWS Site-to-Site VPN releases updated Download Configuration utility](https://aws.amazon.com/about-aws/whats-new/2021/09/aws-site-to-site-vpn-download-configuration-utility/) With this update, Site-to-Site VPN customers can generate configuration templates for compatible Customer Gateway (CGW) devices, making it easier to create VPN connections to AWS.
-- [New for AWS Distro for OpenTelemetry – Tracing Support is Now Generally Available](https://aws.amazon.com/blogs/aws/new-for-aws-distro-for-opentelemetry-tracing-support-is-now-generally-available/)
-- [Application Load Balancer now enables AWS PrivateLink and static IP addresses by direct integration with Network Load Balancer](https://aws.amazon.com/about-aws/whats-new/2021/09/application-load-balancer-aws-privatelink-static-ip-addresses-network-load-balancer/) 
-- [Amazon EC2 now offers Global View on the console to view all resources across regions together](https://aws.amazon.com/about-aws/whats-new/2021/09/amazon-ec2-global-view-console-regions/)
-- [siliconangle.com: Amazon debuts fully managed, Prometheus-based container monitoring service](https://siliconangle.com/2021/09/29/amazon-debuts-fully-managed-prometheus-based-container-monitoring-service/)
-- [aws.amazon.com: Amazon Managed Service for Prometheus Is Now Generally Available with Alert Manager and Ruler](https://aws.amazon.com/blogs/aws/amazon-managed-service-for-prometheus-is-now-generally-available-with-alert-manager-and-ruler/)
-- [Now — AWS Step Functions Supports 200 AWS Services To Enable Easier Workflow Automation](https://aws.amazon.com/blogs/aws/now-aws-step-functions-supports-200-aws-services-to-enable-easier-workflow-automation/)
-- [AWS Control Tower now supports nested organizational units](https://aws.amazon.com/about-aws/whats-new/2021/11/aws-control-tower-supports-nested-organizational-units/)
-- [==Visualize all your Kubernetes clusters in one place with Amazon EKS Connector, now generally available==](https://aws.amazon.com/about-aws/whats-new/2021/11/visualize-kubernetes-clusters-one-place-amazon-eks-connector-generally-available/)
-- [==venturebeat.com: Amazon’s AWS expands free ‘egress’ data transfer limits==](https://venturebeat.com/2021/11/25/amazons-aws-expands-free-egress-data-transfer-limits/)
-- [linux.slashdot.org: AWS Embraces Fedora Linux for Its Cloud-Based 'Amazon Linux'](https://linux.slashdot.org/story/21/11/27/0328223/aws-embraces-fedora-linux-for-its-cloud-based-amazon-linux)
-- [AWS announces the new **Amazon Inspector** for continual vulnerability management](https://aws.amazon.com/about-aws/whats-new/2021/11/amazon-inspector-continual-vulnerability-management/)
-- [techcrunch.com: AWS to launch over 30 new Local Zones internationally starting in 2022](https://techcrunch.com/2021/12/02/aws-to-launch-over-30-new-local-zones-starting-in-2022/)
-- [==venturebeat.com: 6 big Kubernetes container security launches at AWS re:Invent 2021==](https://venturebeat.com/2021/12/03/6-big-kubernetes-container-security-launches-at-aws-reinvent-2021/)
-- [forbes.com: AWS re:Invent - A Roundup Of Container Services Announcements](https://www.forbes.com/sites/janakirammsv/2021/12/03/aws-reinventa-roundup-of-container-services-announcements/)
-- [==aws.amazon.com/blogs: Top Announcements of AWS re:Invent 2021==](https://aws.amazon.com/blogs/aws/top-announcements-of-aws-reinvent-2021/)
-- [infoq.com: Recap of AWS re:Invent 2021](https://www.infoq.com/news/2021/12/recap-reinvent-2021/)
-- [infoq.com: AWS Launches Amazon Kinesis Data Streams On-Demand](https://www.infoq.com/news/2021/12/kinesis-data-streams-ondemand/)
-- [theregister.com: The big AWS event: 120 announcements but nothing has changed](https://www.theregister.com/2021/12/09/the_big_aws_event_120/) Our wrap-up: Instant Glacier storage, Kubernetes at AWS, Adobe pops up despite Microsoft partnership, and more
-- [aws.amazon.com: Share your Amazon CloudWatch Dashboards with anyone using AWS Single Sign-On](https://aws.amazon.com/blogs/mt/share-your-amazon-cloudwatch-dashboards-with-anyone-using-aws-single-sign-on/)
-- [New – Amazon VPC Network Access Analyzer](https://aws.amazon.com/blogs/aws/new-amazon-vpc-network-access-analyzer/)
-- [AWS Backup Adds Support for Amazon S3](https://aws.amazon.com/blogs/aws/preview-aws-backup-adds-support-for-amazon-s3/)
-- [Migrate AWS Landing Zone solution to AWS Control Tower](https://aws.amazon.com/blogs/mt/migrate-aws-landing-zone-solution-to-aws-control-tower/) **AWS Control Tower creates your landing zone using AWS Organizations, thereby bringing together ongoing account management and governance, as well as implementation of best practices based on our experience of working with thousands of customers as they migrate to the cloud.**
-- [infoq.com: Amazon RDS Introduces Readable Standby Instances in Multi-AZ Deployments](https://www.infoq.com/news/2022/01/aws-rds-readable-standby/)
-- [Announcing Amazon Elastic File System Replication](https://aws.amazon.com/about-aws/whats-new/2022/01/amazon-elastic-file-system-replication/) Amazon EFS Replication provides you with an easy way to keep an up-to-date copy of your file system in a second AWS Region or within the same Region.
-- [infoq.com: Amazon Announces Elastic File System Replication for Multi-Region Deployments](https://www.infoq.com/news/2022/02/aws-efs-replication/)
-- [medium.com/@fabrizio-cafolla: Dockerize Python for AWS Lambda — Deploy with GitHub Workflow](https://medium.com/@fabrizio-cafolla/dockerize-python-for-aws-lambda-deploy-with-github-workflow-9a930c1e86b1)
-
-## AWS Management Console
-- [Working with the AWS Management Console](http://docs.aws.amazon.com/awsconsolehelpdocs/latest/gsg/getting-started.html)
-
-## AWS Management Tools Blog
-- [AWS Management Tools Blog](https://aws.amazon.com/blogs/mt/)
-- [Metabadger](https://github.com/salesforce/metabadger) Prevent SSRF attacks on AWS EC2 via automated upgrades to the more secure Instance Metadata Service v2 (IMDSv2).
-
-## AWS Metrics
-- [logz.io: What are AWS EC2 Instances? A Tutorial for EC2 Metrics Shipping with Logz.io](https://logz.io/blog/aws-ec2-metrics/)
-- [logz.io: A Guide to Monitoring AWS Lambda Metrics with Prometheus & Logz.io](https://logz.io/blog/aws-lambda-metrics-monitoring-guide/)
-
-## AWS Cloudwatch
-- [threatstack.com: 50 Best AWS CloudWatch Tutorials](https://www.threatstack.com/blog/50-best-aws-cloudwatch-tutorials)
-- [Amazon CloudWatch now monitors Prometheus metrics from Container environments](https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-monitors-prometheus-metrics-container-environments/)
-- [Amazon CloudWatch Dashboards now supports sharing](https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-dashboards-supports-sharing/)
-- [How BT uses Amazon CloudWatch to monitor millions of devices](https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices/)
-- [Extending and exploring alarm history in Amazon CloudWatch – part 2](https://aws.amazon.com/blogs/mt/extending-and-exploring-alarm-history-in-amazon-cloudwatch-part-2/)
-
-## AWS Schema Conversion Tool
-- [cloudacademy.com: Migrating Data to AWS Using the AWS Schema Conversion Tool: A Preview](http://cloudacademy.com/blog/migrating-data-to-aws/)
-- [AWS Schema Conversion Tool now supports PostgreSQL as conversion target](http://aws.amazon.com/about-aws/whats-new/2016/01/aws-schema-conversion-tool-postgresql-support/)
-- [Creating an AWS Schema Conversion Tool Project](http://docs.aws.amazon.com/SchemaConversionTool/latest/userguide/CHAP_SchemaConversionTool.Converting.CreateProject.html) Use SSL to connect to your source DB with the AWS Schema Conversion Tool. 
-- [AWS Schema Conversion Tool now supports conversions from Oracle DW and Teradata to Amazon Redshift, Embedded Code Conversion, and Cloud native Code Optimization](https://aws.amazon.com/es/about-aws/whats-new/2016/07/aws-schema-conversion-tool-now-supports-conversions-from-oracle-dw-and-teradata-to-amazon-redshift-embedded-code-conversion-and-cloud-native-code-optimization)
-
-## AWS RDS Databases
-- [Tutorial: Restoring a DB Instance from a DB Snapshot](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/CHAP_Tutorials.RestoringFromSnapshot.html)
-- [Partitioning MySQL on RDS: "How We Partitioned Airbnb’s Main Database in Two Weeks"](https://medium.com/airbnb-engineering/how-we-partitioned-airbnb-s-main-database-in-two-weeks-55f7e006ff21)
-- [Amazon RDS for SQL Server – Support for Windows Authentication](https://aws.amazon.com/blogs/aws/amazon-rds-for-sql-server-support-for-windows-authentication/)
-- [Why Support of PostgreSQL 9.5 by Amazon RDS is Such Great News](http://blog.rubyroidlabs.com/2016/04/postgresql-9-5/)
-- [AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS](https://aws.amazon.com/getting-started/tutorials/create-mysql-db/)
-- [Migrating from MySQL (RDS) to Aurora with no downtime](http://cantrill.io/howto/aws/2016/06/06/migrating-from-mysql-to-aurora-with-almost-no-downtime.html)
-- [Replicating Amazon Aurora DB Clusters Across AWS Regions](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/Aurora.Replication.CrossRegion.html)
-- [Working with PostgreSQL, MySQL, and MariaDB Read Replicas - Amazon](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html) Use RDS PostgreSQL cross-region Read Replicas to get data close to customers. 
-- [Working with an Amazon RDS DB Instance in a VPC](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSInstanceinaVPC.html)
-- [Creating a DB Instance Running the Oracle Database Engine](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateOracleInstance.html) In RDS, create Oracle Standard Edition 2 DB instances with the License Included model.
-- [Oracle Database on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/about-aws/whats-new/2016/10/oracle-database-on-the-aws-cloud-quick-start-reference-deployment/)
-- [besanttechnologies.com: AWS – Relational Database Service](https://www.besanttechnologies.com/amazon-web-services-relational-database)
-- [Introducing the Aurora Storage Engine](https://aws.amazon.com/blogs/database/introducing-the-aurora-storage-engine/)
-- [dzone: AWS Relational Database Service (RDS): PostgreSQL in Cloud](https://dzone.com/articles/aws-relational-database-service-rds-postgresql-in) Today, we will go into details of Amazon RDS. We also set up a PostgreSQL instance using this service and connect to it using a tool Azure Data Studio.
-- [sysadminxpert.com: How to Enable Slow Query Logs in AWS RDS MySQL](https://sysadminxpert.com/how-to-enable-slow-query-logs-in-aws-rds-mysql/)
-- [New – Create Microsoft SQL Server Instances of Amazon RDS on AWS Outposts](https://aws.amazon.com/blogs/aws/new-create-microsoft-sql-server-instances-of-amazon-rds-on-aws-outposts/)
-- [percona.com: The Benefits of Amazon RDS for MySQL](https://www.percona.com/blog/2019/12/19/the-benefits-of-amazon-rds-for-mysql/)
-- [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66)
-- [migops.com: Is Aurora PostgreSQL really faster and cheaper than RDS PostgreSQL – Benchmarking](https://www.migops.com/blog/2021/11/26/is-aurora-postgresql-really-faster-and-cheaper-than-rds-postgresql-benchmarking/)
-- [==dashbird.io: [Infographic] AWS RDS from a Serverless perspective==](https://dashbird.io/blog/aws-relational-database-rds/)
-
-### AWS DMS
-- [Amazon RDS for PostgreSQL Enhancements: Support for new minor versions, Logical Replication, and Amazon RDS PostgreSQL as a source for AWS DMS](https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-rds-for-postgresql-enhancements-support-for-new-minor-versions-logical-replication-and-amazon-rds-postgresql-as-a-source-for-aws-dms/)
-- [Migrating Oracle databases with near-zero downtime using AWS DMS](https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-downtime-using-aws-dms/)
-- [Migrating a commercial database to open source with AWS SCT and AWS DMS](https://aws.amazon.com/blogs/database/migrating-a-commercial-database-to-open-source-with-aws-sct-and-aws-dms/)
-- [revenuecat.com: Replicating a postgresql cluster to redshift](https://www.revenuecat.com/blog/replicating-a-postgresql-cluster-to-redshift)
-
-### AWS RDS Proxy
-- [Amazon RDS Proxy – Now Generally Available](https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available/) A fully managed, highly available database proxy for Amazon Relational Database Service (RDS) that makes applications more scalable, more resilient to database failures, and more secure.
-
-## AWS Application Discovery Service
-- [AWS Application Discovery Service](http://docs.aws.amazon.com/application-discovery/latest/userguide/what-is-appdiscovery.html)
-
-## AWS Migrations
-- [New AWS Competency – AWS Migration](https://aws.amazon.com/blogs/aws/new-aws-competency-aws-migration/)
-- [Migrate Resources Between AWS Accounts](https://aws.amazon.com/blogs/architecture/migrate-resources-between-aws-accounts)
-- [==Multi-Region Migration using AWS Application Migration Service==](https://aws.amazon.com/blogs/architecture/multi-region-migration-using-aws-application-migration-service/) I built my infrastructure in Region A, I want to now move it to Region B.
-
-### AWS Database Migration Service DMS
-- [AWS Database Migration Service](https://aws.amazon.com/es/blogs/aws/aws-database-migration-service/)
-- [Whitepaper: Migrating Your Databases to AWS](https://aws.amazon.com/es/dms/learn-more/)
-- [Replicate and transform data in Amazon Aurora PostgreSQL across multiple Regions using AWS DMS](https://aws.amazon.com/blogs/database/replicate-and-transform-data-in-amazon-aurora-postgresql-across-multiple-regions-using-aws-dms)
-
-## AWS Redshift
-- [Tutorial: Tuning Table Design](http://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html) In this tutorial, you will learn how to optimize the design of your tables.
-
-## AWS Data Mesh and Batch Data Processing
-- [dev.to: Introduction to Data Mesh](https://dev.to/aws-builders/introduction-to-data-mesh-3f1b)
-- [dev.to: Introduction to Batch Data Processing](https://dev.to/aws-builders/introduction-to-batch-data-processing-4k56)
-
-## AWS DevOps. AWS CodePipeline
-- [AWS DevOps](https://aws.amazon.com/devops/)
-- [AWS DevOps Blog](https://blogs.aws.amazon.com/application-management/)
-- [Continuous Delivery for a PHP Application Using AWS CodePipeline, AWS Elastic Beanstalk, and Solano Labs](https://blogs.aws.amazon.com/application-management/post/TxYSRRBH57NP2P/Continuous-Delivery-for-a-PHP-Application-Using-AWS-CodePipeline-AWS-Elastic-Bea)
-- [Building Continuous Deployment on AWS with AWS CodePipeline, Jenkins and AWS Elastic Beanstalk](https://blogs.aws.amazon.com/application-management/post/Tx34AXRMYLXG5OT/Building-Continuous-Deployment-on-AWS-with-AWS-CodePipeline-Jenkins-and-AWS-Elas)
-- [blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline](https://blazemeter.com/blog/three-ways-devops-benefit-aws-codepipeline)
-- [AWS Partner Network - CodePipeline Integrations](https://aws.amazon.com/es/codepipeline/product-integrations/)
-- [**Multi-Region Infrastructure Deployment**](https://aws.amazon.com/solutions/multi-region-infrastructure-deployment/) This solution automatically provisions and configures AWS CodePipeline to automate the CI/CD pipeline for CloudFormation templates
-- [k21academy.com: AWS DevOps Vs. Azure DevOps](https://k21academy.com/amazon-web-services/aws-devops-vs-azure-devops/?utm_source=linkedin&utm_medium=referral&utm_campaign=awsdevops17_dec20_aws_cloud_computing_for_interested_parties__users)
-- [Amazon DevOps Guru](https://aws.amazon.com/devops-guru/) ML-powered cloud operations service to improve application availability
-	- [infoq.com: AWS Launches Amazon DevOps Guru](https://www.infoq.com/news/2021/01/aws-devops-guru/)
-- [aws.plainenglish.io: AWS CodePipeline for Amazon ECS](https://aws.plainenglish.io/aws-codepipeline-for-amazon-ecs-part-2-a-blue-green-deployment-type-c162fd73be91) In this tutorial, I would like to explain to you how to create an AWS CodePipeline for ECS with a Blue/green deployment type.
-
-### AWS CodeDeploy
-- [AWS CodeDeploy: Deploying from a Development Account to a Production Account](http://blogs.aws.amazon.com/application-management/post/Tx3PE3JTSVJSFI7/AWS-CodeDeploy-Deploying-from-a-Development-Account-to-a-Production-Account)
-- [Setting Up the Jenkins Plugin for AWS CodeDeploy](https://blogs.aws.amazon.com/application-management/post/TxMJROUIFQZ4HS/Setting-Up-the-Jenkins-Plugin-for-AWS-CodeDeploy)
-- [adamtheautomator.com: Getting Started with AWS CodeDeploy](https://adamtheautomator.com/aws-codedeploy/)
-
-## AWS Elastic Beanstalk
-- [AWS Elastic Beanstalk Documentation](http://aws.amazon.com/documentation/elastic-beanstalk/)
-- [Deploying a High-Availability PHP Application with an External Amazon RDS Database to Elastic Beanstalk](http://docs.aws.amazon.com/elasticbeanstalk/latest/dg/php-ha-tutorial.html)
-- [Creating and Deploying PHP Applications on AWS Elastic Beanstalk](http://docs.aws.amazon.com/elasticbeanstalk/latest/dg/create_deploy_PHP_eb.html)
-- [AWS Elastic Beanstalk Supports ASP.NET Core and Multi-App .NET Support](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-asp-net-core-and-multi-app-net-support/)
-- [AWS Elastic Beanstalk Supports Application Load Balancer](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-application-load-balancer/)
-- [Configuring an Application Load Balancer](http://docs.aws.amazon.com/elasticbeanstalk/latest/dg/environments-cfg-applicationloadbalancer.html)
-- [AWS Elastic Beanstalk Supports Nginx Proxy Server with Tomcat](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-nginx-proxy-server-with-tomcat/) 
-
-## AWS OpsWorks
-- [AWS OpsWorks](https://aws.amazon.com/opsworks/)
-- [AWS OpsWorks - Chef Versions](http://docs.aws.amazon.com/opsworks/latest/userguide/workingcookbook-chef11.html)
-- [youtube: AWS OpsWorks Overview and Demo](https://www.youtube.com/watch?v=cj_LoG6C2xk&list=PLR3sVanzLpJN6BiYS20K4BMPpiDGifbZy)
-- [Use OpsWorks to create and manage instances that run CentOS 7](https://docs.aws.amazon.com/opsworks/latest/userguide/workinginstances-os-linux.html?adbsc=docs_20160709_63418706&adbid=UPDATE-c2382910-6157610151248490496&adbpl=li&adbpr=2382910#workinginstances-os-linux-centos)
-
-## AWS Networking
-- [AWS Networking for Developers](https://aws.amazon.com/es/blogs/apn/aws-networking-for-developers/)
-- [Elastic Network Adapter](https://aws.amazon.com/blogs/aws/elastic-network-adapter-high-performance-network-interface-for-amazon-ec2)
-- [AWS Cloud Networking – Zero to Hero](http://www.netdesignarena.com/index.php/2020/04/15/new-blog-series-aws-cloud-networking-zero-to-hero/)
-- [cloudonaut.io: What Architects Need to Know About Networking on AWS](https://cloudonaut.io/what-architects-need-to-know-about-networking-on-aws/)
-- [cloudonaut.io: Advanced AWS Networking: Pitfalls That You Should Avoid](https://cloudonaut.io/advanved-aws-networking-pitfalls-that-you-should-avoid/)
-- [gprakash-sharma.medium.com: AWS Site-to-Site VPN with NAT](https://gprakash-sharma.medium.com/aws-site-to-site-vpn-with-nat-8bb99f4653ab)
-- [Resolve DNS names of Network Load Balancer nodes to limit cross-Zone traffic](https://aws.amazon.com/blogs/networking-and-content-delivery/resolve-dns-names-of-network-load-balancer-nodes-to-limit-cross-zone-traffic)
-- [github.com/seligman/aws-ip-ranges: AWS's ip-ranges.json](https://github.com/seligman/aws-ip-ranges) AWS adds an extra 5.5M IPv4 addresses. Tracking the history and size of AWS's ip-ranges.json file. AWS provides a data file showing the current IP ranges their services use, called ip-ranges.json. This repository tracks changes to that file, and based off a trigger on the SNS topic automatically produces this chart showing how what percentage of the Internet's IPv4 address space AWS is in control of.
-- [medium: Building a Global Network with AWS Transit Gateway](https://medium.com/avmconsulting-blog/building-a-global-network-with-aws-transit-gateway-7ab0e5222f12) Connecting branch and corporate offices into the AWS cloud to build a global network is necessary to provide ubiquitous accessibility for users. This solution uses AWS Transit Gateway, AWS Direct Connect, and AWS Accelerated Site-to-Site VPN to build a modern, secure, scalable, and cost-efficient WAN on top of the AWS global network.
-
-## AWS Route 53
-- [How do I transfer a domain to AWS from another registrar?](https://aws.amazon.com/premiumsupport/knowledge-center/transfer-domain-to-aws/)
-
-## AWS Elastic Load Balancing (ELB)
-- [AWS Summit Series 2016 | London: Deep Dive on Elastic Load Balancing](https://www.youtube.com/watch?v=HinwLb2lpLQ)
-- [docs.aws.amazon.com: What Is Elastic Load Balancing?](http://docs.aws.amazon.com/elasticloadbalancing/latest/userguide/what-is-load-balancing.html)
-- [ably.com: Balancing act: the current limits of AWS network load balancers](https://ably.com/blog/limits-aws-network-load-balancers)
-- [==luis-sena.medium.com: Automated AWS Load Balancer Warm-Up==](https://luis-sena.medium.com/automated-aws-load-balancer-warm-up-d0b4084c8bbc) Automate AWS load balancer to avoid issues with huge traffic spikes
-- [==dashbird.io: AWS Elastic Load Balancing from a Serverless perspective==](https://dashbird.io/blog/aws-application-load-balancer/) Should you switch your AWS API Gateway out for an Application Load Balancer (ALB)? A cheat sheet for all you need to know about ALB:
-	- Pricing 
-	- Regions 
-	- Transformations 
-	- Limits 
-	- Permissions 
-	- Health 
-
-## AWS Application Load Balancer (ALB)
-- [Application Load Balancer](https://aws.amazon.com/elasticloadbalancing/applicationloadbalancer/)
-- [aws blogs - New – AWS Application Load Balancer](https://aws.amazon.com/blogs/aws/new-aws-application-load-balancer/)
-- [medium: 10 reasons why you should think about using an AWS Application Load Balancer](https://medium.com/ankercloud-engineering/10-reasons-why-you-should-think-about-using-an-aws-application-loadbalancer-945f57816c34)
-- [Introducing the AWS Load Balancer Controller](https://aws.amazon.com/blogs/containers/introducing-aws-load-balancer-controller/)
-- [Fine-tuning blue/green deployments on application load balancer](https://aws.amazon.com/blogs/devops/blue-green-deployments-with-application-load-balancer/)
-
-## Gateway Load Balancer (GWLB)
-- [Centralized Traffic Inspection with Gateway Load Balancer on AWS](https://aws.amazon.com/blogs/apn/centralized-traffic-inspection-with-gateway-load-balancer-on-aws/)
-
-## NGINX
-- [NGINX Plus on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/about-aws/whats-new/2016/09/nginx-plus-on-the-aws-cloud-quick-start-reference-deployment/)
-
-## AWS Latency
-- [Find the fastest region from your location](http://aws-latency.altaircp.com/) Check AWS response time from you browser. Sharing my mini-project, it measures response time from AWS services from different regions base on your location. let me know what you think.
-- [Linkedin Discussion](https://www.linkedin.com/groups/49531/49531-6092152919937794052)
->1. Don't do just a single check, the first check will be a lot slower as DNS lookups will need to be done, etc.
->2. I'd recommend doing at least 3 checks getting an average.
-- Run 6 checks (with a random 3-10 second delay between each one), the first can be ignored, the highest one is also ignored (as a likely outlier), then for the next 4 show the minimum, maximum and average (mean).
-- [medium.com: Optimizing Latency and Bandwidth for AWS Traffic](https://medium.com/aws-activate-startup-blog/optimizing-latency-and-bandwidth-for-aws-traffic-cdfd18d0d0f7)
-
-## Amazon ECS optimized AMI
-- [Amazon ECS-optimized AMI](http://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-optimized_AMI.html)
-
-## AWS EC2 Container Registry ECR (Docker)
-- [A Better Dev/Test Experience: Docker and AWS](https://medium.com/aws-activate-startup-blog/a-better-dev-test-experience-docker-and-aws-291da5ab1238)
-- [Amazon EC2 Container Registry Documentation](http://aws.amazon.com/es/documentation/ecr/)
-- [Get started with Amazon EC2 Container Registry (Amazon ECR)](http://docs.aws.amazon.com/AmazonECR/latest/userguide/ECR_GetStarted.html)
-- [Using Docker Machine with AWS](http://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws/)
-- [Docker Datacenter on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-aws-cloud-quick-start-reference-deployment/)
-- [ecrcp](https://github.com/bit-cloner/ecrcp) aims to mimic cp command in Linux systems as closely as possible in its implementation. Consider ecrcp to be the cp equivalent to copy container images from docker hub to ECR.
-- [aws.plainenglish.io: How to Push a Docker Image to the AWS ECR](https://aws.plainenglish.io/how-to-push-an-image-to-aws-ecr-b2be848c2ef)
-- [awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](https://github.com/awslabs/amazon-ecr-credential-helper) Automatically gets credentials for Amazon ECR on docker push/docker pull
-
-## Docker for AWS
-- [DZone: Getting Started With Docker for AWS and Scaling Nodes](https://dzone.com/articles/getting-started-with-docker-for-aws-and-scaling-no) This blog will explain how to get started with Docker for AWS and deploy a multi-host Swarm cluster on Amazon.
-- [blog.couchbase.com: Getting Started with Docker for AWS and Scaling Nodes](http://blog.couchbase.com/2016/july/docker-for-aws-getting-started-scaling-nodes)
-
-## AWS CLI and AWS SDK
-- [Amazon CLI Documentation](https://aws.amazon.com/cli)
-- [AWS CLI Command Reference](http://docs.aws.amazon.com/cli/latest/index.html)
-- [New usage examples have been added to the CLI for CodePipeline API Reference](http://docs.aws.amazon.com/cli/latest/reference/codepipeline/index.html)
-- [ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as ‘Name’)](https://pypi.python.org/pypi/ec2-ssh-yplan/)
-- List running instances using 'awscli':
-  
-```bash
-aws ec2 describe-instances --filters Name=instance-state-name,Values=running --query 'Reservations[].Instances[].[InstanceID]'
-```
-
-- List all AWS instances in a table format using 'awscli':
-
-```bash
-aws ec2 describe-instances --query 'Reservations[].Instances[].[Placement.AvailabilityZone, State.Name, InstanceID,InstanceType,Platform,Tags.Value,State.Code,Tags.Values]' --output table
-```
-
-- [Announcing the end of support for Python 2.7 in the AWS SDK for Python and AWS CLI v1](https://aws.amazon.com/blogs/developer/announcing-end-of-support-for-python-2-7-in-aws-sdk-for-python-and-aws-cli-v1/)
-- [AWS SDK for Java](https://aws.amazon.com/sdk-for-java/)
-- [medium: AWS CLI with jq and Bash](https://medium.com/circuitpeople/aws-cli-with-jq-and-bash-9d54e2eabaf1) The CLI is utilitarian, but a little jq sauce makes it beautiful
-
-## AWS Cloud Control API
-- [AWS Cloud Control API](https://aws.amazon.com/cloudcontrolapi/) **Manage AWS and third-party cloud infrastructure with consistent APIs**
-- [AWS Cloud Control API, a Uniform API to Access AWS & Third-Party Services](https://aws.amazon.com/blogs/aws/announcing-aws-cloud-control-api)
-
-## AWS VPC
-- [AWS-VPC](https://en.wikipedia.org/wiki/Amazon_Virtual_Private_Cloud)
-- [linuxjournal.com: AWS EC2 VPC CLI](http://www.linuxjournal.com/content/aws-ec2-vpc-cli)
-- [Build a Modular and Scalable Amazon VPC Architecture with New Quick Start](https://aws.amazon.com/about-aws/whats-new/2016/07/build-a-modular-and-scalable-amazon-vpc-architecture-with-new-quick-start) Build a modular virtual network architecture with Amazon VPC in 5 minutes with our new Quick Start
-- [Specifying the VPC for your Amazon RDS DB Instance](https://aws.amazon.com/about-aws/whats-new/2016/08/specifying-the-vpc-for-your-amazon-rds-db-instance/) You can now easily change the Amazon VPC used by your Amazon RDS DB instance!
-- [awsfundamentals.blogspot.com: AWS Virtual Private Cloud - VPC](https://awsfundamentals.blogspot.com/2019/12/aws-vpc-fundamental.html)
-- [Reduce Cost and Increase Security with Amazon VPC Endpoints](https://aws.amazon.com/blogs/architecture/reduce-cost-and-increase-security-with-amazon-vpc-endpoints/)
-- [ealtili.medium.com: Deepdive to VPCs and Connections to VPC](https://ealtili.medium.com/deepdive-to-vpcs-and-connections-to-vpc-2de3fb164d7c)
-- [Centralize access using VPC interface endpoints to access AWS services across multiple VPCs](https://aws.amazon.com/blogs/networking-and-content-delivery/centralize-access-using-vpc-interface-endpoints/)
-
-### AWS Client VPN
-- [cloudonaut.io: AWS Client VPN: Connected with the Cloud](https://cloudonaut.io/aws-client-vpn-connected-with-the-cloud/)
-
-### Tailscale
-- [tailscale.com: Connect to an AWS VPC using subnet routes](https://tailscale.com/kb/1021/install-aws/)
-
-## AWS SQS. Amazon Simple Queue Service
-- [Limits in Amazon SQS](http://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-limits.html)
-- [Amazon SQS FAQs](https://aws.amazon.com/sqs/faqs/)
-
-### SNS vs SQS
-- [==dev.to: When to SNS or SQS==](https://dev.to/aws-builders/when-to-sns-or-sqs-2aji)
-
-## AWS Application Discovery Service Update. Agentless Discovery for VMware 
-- [AWS Application Discovery Service Update – Agentless Discovery for VMware](https://aws.amazon.com/es/blogs/aws/aws-application-discovery-service-update-agentless-discovery-for-vmware/)
-
-## VMware Cloud on AWS
-- [VMware Cloud on AWS](https://aws.amazon.com/es/vmware/) The Only Way to Extend Your VMware Environment into AWS
-- [infoworld.com: 4 no-bull insights into the AWS/VMware deal](http://www.infoworld.com/article/3131347/hybrid-cloud/4-no-bull-insights-into-the-awsvmware-deal.html)
-
 ## AWS Developer Blog
 - [The AWS Developer Blog now includes Python & GoLang](https://aws.amazon.com/blogs/developer/)
 - [Create an API Using the Swagger Specification and the API Gateway Extensions](http://docs.aws.amazon.com/apigateway/latest/developerguide/create-api-using-import-export-api.html)
 
-## AWS Application Services
-- [k21academy.com: AWS Application Services: Lambda, SES, SNS, SQS, SWF](https://k21academy.com/amazon-web-services/aws-solutions-architect/aws-application-services/)
-
-## AWS Serverless
-- [martinfowler.com: Serverless Architectures](http://martinfowler.com/articles/serverless.html)
-- [you can use Python with AWS Lambda](http://docs.aws.amazon.com/lambda/latest/dg/lambda-python-how-to-create-deployment-package.html)
-- [Build a Python Microservice with Amazon Web Services Lambda & API Gateway](http://www.giantflyingsaucer.com/blog/?p=5730)
-- [AWS Lambda, Echo, and the Future of Cloud Automation](http://www.logicworks.net/blog/2016/01/aws-lambda-echo-cloud-automation/) A fantastic blog article by Logicworks on Lambda, the coming move to serverless architecture and even the possibility of using Amazon's Echo to launch entire AWS environments by using just your voice
-- [Serverless: The Future of Software Architecture?](https://read.acloud.guru/serverless-the-future-of-software-architecture-d4473ffed864#.uk7setw47)
-- [npmjs.com: Lambda load test](https://www.npmjs.com/package/lambda-load-test)
-- [AWS Lambda Limits](http://docs.aws.amazon.com/lambda/latest/dg/limits.html)
-- [blog.powerupcloud.com: AWS inventory details in CSV using lambda](http://blog.powerupcloud.com/2016/02/07/aws-inventory-details-in-csv-using-lambda)
-- [How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)](https://aws.amazon.com/premiumsupport/knowledge-center/start-stop-lambda-cloudwatch/)
-- [Youtube channel: AWS Serverless](https://www.youtube.com/channel/UC_vJsnqdpuEoRseFmlkHMkA)
-- [Using Amazon EFS for AWS Lambda in your serverless applications](https://aws.amazon.com/blogs/compute/using-amazon-efs-for-aws-lambda-in-your-serverless-applications/)
-- [medium: AWS Serverless Application Lens — A Summary](https://medium.com/swlh/aws-serverless-application-lens-a-summary-4f740c4f376d) 
-- [blog.usejournal.com: Building a Serverless Back-end with AWS](https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4)
-- [dashbird.io: Deploying AWS Lambda with Docker Containers: I Gave it a Try and Here’s My Review](https://dashbird.io/blog/deploying-aws-lambda-with-docker/)
-- [aws.amazon.com: Operating Lambda: Understanding event-driven architecture – Part 1](https://aws.amazon.com/blogs/compute/operating-lambda-understanding-event-driven-architecture-part-1/)
-- [aws.amazon.com: Optimizing Lambda functions packaged as container images](https://aws.amazon.com/es/blogs/compute/optimizing-lambda-functions-packaged-as-container-images/)
-- [Security Overview of AWS Lambda](https://d1.awsstatic.com/whitepapers/Overview-AWS-Lambda-Security.pdf)
-- [cloudonaut.io: Serverless Hybrid Cloud: Accessing an API Gateway via VPN or Direct Connect](https://cloudonaut.io/serverless-hybrid-cloud-accessing-an-api-gateway-via-vpn-or-direct-connect/)
-- [infoworld.com: Serverless computing with AWS Lambda, Part 1](https://www.infoworld.com/article/3210726/serverless-computing-with-aws-lambda.html) Get an overview of AWS Lambda's nanoservices architecture and execution model, then build your first Lambda function in Java
-- [dashbird.io: 4 Tips for AWS Lambda Optimization for Production](https://dashbird.io/blog/optimizing-aws-lambda-for-production/)
-- [AWS Step Functions](https://aws.amazon.com/step-functions/)
-- [kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching in the Cloud**](https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-in-the-cloud-249f6a06915f)
-- [medium: Going Serverless (on AWS)](https://medium.com/galvanize/going-serverless-on-aws-116a04a0defd)
-- [Data Caching Across Microservices in a Serverless Architecture](https://aws.amazon.com/blogs/architecture/data-caching-across-microservices-in-a-serverless-architecture/)
-- [Introducing AWS SAM Pipelines: Automatically generate deployment pipelines for serverless applications](https://aws.amazon.com/blogs/compute/introducing-aws-sam-pipelines-automatically-generate-deployment-pipelines-for-serverless-applications)
-- [Simplify CI/CD configuration for serverless applications and your favorite CI/CD system — Public Preview](https://aws.amazon.com/about-aws/whats-new/2021/07/simplify-ci-cd-configuration-serverless-applications-your-favorite-ci-cd-system-public-preview/)
-- [Building a Serverless Back-end with AWS](https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4)
-- [liavyona09.medium.com: Spice up Your Kubernetes Environment with AWS Lambda](https://liavyona09.medium.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607)
-- [Achieve up to 34% better price/performance with AWS Lambda Functions powered by AWS Graviton2 processor](https://aws.amazon.com/about-aws/whats-new/2021/09/better-price-performance-aws-lambda-functions-aws-graviton2-processor/)
-- [==Deploying AWS Lambda layers automatically across multiple Regions==](https://aws.amazon.com/blogs/compute/deploying-aws-lambda-layers-automatically-across-multiple-regions/) Many developers import libraries and dependencies into their AWS Lambda functions. These dependencies can be zipped and uploaded as part of the build and deployment process but it’s often easier to use Lambda layers instead.
-- [medium: Serverless enterprise-grade multi-tenancy using AWS | Tarek Becker](https://medium.com/@tarekbecker/serverless-enterprise-grade-multi-tenancy-using-aws-76ff5f4d0a23)
-- [dev.to: Manage webhooks at scale with AWS Serverless](https://dev.to/aws-builders/manage-webhooks-at-scale-with-aws-serverless-fof)
-- [Issues to Avoid When Implementing Serverless Architecture with AWS Lambda](https://aws.amazon.com/blogs/architecture/mistakes-to-avoid-when-implementing-serverless-architecture-with-lambda)
-- [medium.com/@andrewjr350: Misunderstanding of Serverless (AWS)](https://medium.com/@andrewjr350/misunderstanding-of-serverless-aws-835c7076ea4c)
-- [freecodecamp.org: How to Setup a Basic Serverless REST API with AWS Lambda and API Gateway](https://www.freecodecamp.org/news/how-to-setup-a-basic-serverless-backend-with-aws-lambda-and-api-gateway/)
-
-## AWS API Gateway
-- [alexdebrie.com: A Detailed Overview of AWS API Gateway](https://www.alexdebrie.com/posts/api-gateway-elements/)
-
-## AWS CloudFormation. Free Templates
-- [AWS Cloud Formation Release History](http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/ReleaseHistory.html)
-- [All the AWS Resource Types Reference for AWS CloudFormation ](http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-template-resource-type-ref.html)
-- [Introducing Cloud Formation Guard - a new opensource CLI for infrastructure compliance](https://aws.amazon.com/about-aws/whats-new/2020/06/introducing-aws-cloudformation-guard-preview/)
-	- [AWS CloudFormation Guard](https://github.com/aws-cloudformation/cloudformation-guard) Guard offers a policy-as-code domain-specific language (DSL) to write rules and validate JSON- and YAML-formatted data such as CloudFormation Templates, K8s configurations, and Terraform JSON plans/configurations against those rules.
-- [cloudonaut.io: Getting Started with Free Templates for AWS CloudFormation](https://cloudonaut.io/getting-started-with-aws-cf-templates/) - [Free Templates for AWS CloudFormation](https://github.com/widdix/aws-cf-templates/) - [templates.cloudonaut.io](https://templates.cloudonaut.io/)
-- [Use Git pre-commit hooks to avoid AWS CloudFormation errors](https://aws.amazon.com/es/blogs/infrastructure-and-automation/use-git-pre-commit-hooks-avoid-aws-cloudformation-errors/)
-- [Introducing a Public Registry for AWS CloudFormation](https://aws.amazon.com/es/blogs/aws/introducing-a-public-registry-for-aws-cloudformation/)
-- [cloudkatha.com: How to Setup S3 Bucket CORS Configuration using CloudFormation](https://cloudkatha.com/how-to-setup-s3-bucket-cors-configuration-using-cloudformation)
-- [cloudkatha.com: How to Configure AWS SQS Dead Letter Queue using CloudFormation](https://cloudkatha.com/how-to-configure-aws-sqs-dead-letter-queue-using-cloudformation/)
-- [cloudkatha.com: How to Create an S3 Bucket using CloudFormation](https://cloudkatha.com/how-to-create-an-s3-bucket-using-cloudformation/)
-- [cloudkatha.com: How to use CloudFormation to Create SNS Topic and Subscription](https://cloudkatha.com/how-to-use-cloudformation-to-create-sns-topic-and-subscription/)
-- [cloudkatha.com: How to Create IAM Role using CloudFormation](https://cloudkatha.com/how-to-create-iam-role-using-cloudformation/)
-
-## Infrastructure Code Template Generators
-- [aws.amazon.com: Amazon EC2 announces Spot Blueprints, an infrastructure code template generator to get started with EC2 Spot Instances](https://aws.amazon.com/about-aws/whats-new/2020/12/amazon-ec2-announces-spot-blueprints-an-infrastructure-code-template-generator-to-get-started-with-ec2-spot-instances/)
-
-### Former2 to generate IaC templates
-- [former2.com](https://former2.com/)
-- [Accelerate infrastructure as code development with open source Former2](https://aws.amazon.com/blogs/opensource/accelerate-infrastructure-as-code-development-with-open-source-former2/)
-
-### Console Recorder for AWS
-- [==onecloudplease.com: Console Recorder for AWS==](https://onecloudplease.com/project/console-recorder) Records actions made in the AWS Management Console and outputs the equivalent CLI / SDK commands and CloudFormation / Terraform templates.
-
-## AWS for Windows
-- [blog.rackspace.com: Patch and AMI Management for Windows on AWS](http://blog.rackspace.com/patch-and-ami-management-for-windows-on-aws) step-by-step guide about patch and AMI management for Windows on AWS
-
-## Continuous Deployment with AWS
-- [Continuous Deployment with AWS](https://aws.amazon.com/blogs/devops/tag/continuous-deployment/)
-
-## AWS Security
-- [AWS Security Blog](http://blogs.aws.amazon.com/security)
-- [AWS Security](https://aws.amazon.com/security/)
-- [AWS Security docs](https://docs.aws.amazon.com/security/)
-- [Tutorial: Configure Apache Web Server on Amazon Linux to use SSL/TLS](http://docs.aws.amazon.com/AWSEC2/latest/UserGuide/SSL-on-an-instance.html)
-- [The Most Popular AWS Security Blog Posts in 2015](http://blogs.aws.amazon.com/security/post/Tx4QX7W51NDSLO/The-Most-Popular-AWS-Security-Blog-Posts-in-2015)
-- [dzone: Private Subnets Are Broken on AWS](https://dzone.com/articles/private-subnets-are-broken-on-aws)
-- [Amazon’s customer service backdoor](https://medium.com/@espringe/amazon-s-customer-service-backdoor-be375b3428c4#.qyixu5mu3)
-- [Announcing Industry Best Practices for Securing AWS Resources](http://blogs.aws.amazon.com/security/post/Tx3PTTZB14FWPBA/Announcing-Industry-Best-Practices-for-Securing-AWS-Resources)
-- [The Most Viewed AWS Security Blog Posts so Far in 2016](http://blogs.aws.amazon.com/security/post/Tx2N52FR8XGJVL3/The-Most-Viewed-AWS-Security-Blog-Posts-so-Far-in-2016)
-- [Oracle Database Encryption Options on Amazon RDS](https://aws.amazon.com/es/blogs/apn/oracle-database-encryption-options-on-amazon-rds/)
-- [Learn AWS Security Fundamentals with Free and Online Training](https://aws.amazon.com/about-aws/whats-new/2016/06/learn-aws-security-fundamentals-with-free-and-online-training)
-- [How to Restrict Amazon S3 Bucket Access to a Specific IAM Role](http://blogs.aws.amazon.com/security/post/TxK5WUJK3DG9G8/How-to-Restrict-Amazon-S3-Bucket-Access-to-a-Specific-IAM-Role)
-- [Updated Whitepaper Available: AWS Best Practices for DDoS Resiliency](http://blogs.aws.amazon.com/security/post/Tx6QAIBSQTJPHB/Updated-Whitepaper-Available-AWS-Best-Practices-for-DDoS-Resiliency)
-- [AWS Security Blog: In Case You Missed These: AWS Security Blog Posts from June, July, and August 2016](http://blogs.aws.amazon.com/security/post/Tx3KVD6T490MM47/In-Case-You-Missed-These-AWS-Security-Blog-Posts-from-June-July-and-August)
-- [Amazon Inspector Announces General Availability for Windows](https://aws.amazon.com/es/about-aws/whats-new/2016/08/amazon-inspector-announces-general-availability-for-windows/)
-- [encrypt and decrypt data: Importing Key Material in AWS Key Management Service (AWS KMS)](https://docs.aws.amazon.com/kms/latest/developerguide/importing-keys.html) Use your own encryption keys with AWS Key Management Service.
-- [Amazon s2n: AWS’s new Open Source implementation of the SSL/TLS network encryption protocols](http://blogs.aws.amazon.com/security/post/TxLEHNNDPUFDU9/Automated-Reasoning-and-Amazon-s2n)
-- [dzone: 9 AWS Security Best Practices: Securing Your AWS Cloud](https://dzone.com/articles/9-aws-security-best-practices-securing-your-aws-cl) Working with Amazon facilities, it is necessary to implement AWS security best practices to ensure the safety of the data and the cloud.
-- [Encrypt global data client-side with AWS KMS multi-Region keys](https://aws.amazon.com/blogs/security/encrypt-global-data-client-side-with-aws-kms-multi-region-keys/) Today, AWS Key Management Service (AWS KMS) is introducing multi-Region keys, a new capability that lets you replicate keys from one Amazon Web Services (AWS) Region into another. Multi-Region keys are designed to simplify management of client-side encryption when your encrypted data has to be copied into other Regions for disaster recovery or is replicated in Amazon DynamoDB global tables.
-- [dzone: Removing the Bastion Host and Improving the Security in AWS](https://dzone.com/articles/removing-the-bastion-host-and-improving-the-securi) This article covers the security in AWS and overcoming the classic SSH/RDP jump with a better alternative for all OS.
-- [acloudguru.com: How to audit and secure an AWS account](https://acloudguru.com/blog/engineering/how-to-audit-and-secure-an-aws-account)
-- [yobyot.com: AWS multi-region KMS keys and Data Lifecycle Manager: better together](https://www.yobyot.com/aws/aws-multi-region-keys-and-ec2-data-lifecycle-manager/2021/08/18/)
-- [try.jupiterone.com: The Absolute Minimum Every Developer Must Know about AWS Security](https://try.jupiterone.com/the-absolute-minimum-every-developer-must-know-about-aws-security)
-- [==How to automate AWS account creation with SSO user assignment==](https://aws.amazon.com/blogs/security/how-to-automate-aws-account-creation-with-sso-user-assignment/)
-- [Security practices in AWS multi-tenant SaaS environments](https://aws.amazon.com/blogs/security/security-practices-in-aws-multi-tenant-saas-environments/) Many good tips, from identity management to tenant isolation.
-
-### Policy as Code with AWS CDK and Open Policy Agent
-- [Realize Policy-as-Code with AWS Cloud Development Kit through Open Policy Agent 🌟](https://aws.amazon.com/blogs/opensource/realize-policy-as-code-with-aws-cloud-development-kit-through-open-policy-agent/)
-
-### Payment Card Industry Data Security Standard compliance
-- [PCI DSS Standardized Architecture on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/about-aws/whats-new/2016/05/pci-dss-standardized-architecture-on-the-aws-cloud-quick-start-reference-deployment/)
-
-### AWS IAM
-- [AWS Identity and Access Management - Getting Started](http://docs.aws.amazon.com/IAM/latest/UserGuide/getting-started.html)
-- [AWS Identity and Access Management (IAM) best practices in 2016](http://blogs.aws.amazon.com/security/post/Tx2OB7YGHMB7WCM/Adhere-to-IAM-Best-Practices-in-2016)
-- [How to Record and Govern Your IAM Resource Configurations Using AWS Config](http://blogs.aws.amazon.com/security/post/Tx14ADBJOCAT9NS/How-to-Record-and-Govern-Your-IAM-Resource-Configurations-Using-AWS-Config)
-- [How to Use SAML to Automatically Direct Federated Users to a Specific AWS Management Console Page](http://blogs.aws.amazon.com/security/post/Tx2CGWIB8SBYW2J/How-to-Use-SAML-to-Automatically-Direct-Federated-Users-to-a-Specific-AWS-Manage)
-- [New IAMCTL tool compares multiple IAM roles and policies](https://aws.amazon.com/es/blogs/security/new-iamctl-tool-compares-multiple-iam-roles-and-policies/)
-- [Bring your own CLI to Session Manager with configurable shell profiles](https://aws.amazon.com/es/blogs/mt/bring-your-own-cli-session-manager-configurable-shell-profiles/)
-- [keepler.io: Gestionando el control de accesos en nuestro data lake en AWS](https://keepler.io/2021/03/gestionando-el-control-de-accesos-en-nuestro-data-lake-en-aws/)
-- [aws.amazon.com: IAM Access Analyzer now supports over 100 policy checks with actionable recommendations to help you author secure and functional policies](https://aws.amazon.com/about-aws/whats-new/2021/03/iam-access-analyzer-supports-over-100-policy-checks-with-actionable-recommendations/)
-- [aws.amazon.com: IAM Access Analyzer Update – Policy Validation](https://aws.amazon.com/blogs/aws/iam-access-analyzer-update-policy-validation/)
-- [netflixtechblog.com: ConsoleMe: A Central Control Plane for AWS Permissions and Access](https://netflixtechblog.com/consoleme-a-central-control-plane-for-aws-permissions-and-access-fd09afdd60a8) - [github.com/Netflix/consoleme](https://github.com/Netflix/consoleme)
-- [cloudkatha.com: Difference between Root User and IAM User in AWS You Need to Know](https://cloudkatha.com/difference-between-root-user-and-iam-user-in-aws-you-need-to-know/)
-- [ben11kehoe.medium.com: AWS Authentication: Principals (users and roles) in AWS IAM](https://ben11kehoe.medium.com/principals-in-aws-iam-38c4a3dc322a) this article uses the boto3, the AWS Python SDK, as an example, but other SDKs have analogous features.
-- [infoq.com: Incorrect IAM Policy Raised Questions About AWS Access to S3 Data](https://www.infoq.com/news/2022/01/aws-iam-s3-access/)
-- [==iann0036/iamlive==](https://github.com/iann0036/iamlive) Generate an IAM policy from AWS calls using client-side monitoring (CSM) or embedded proxy
-- [==awsiam.info: AWS IAM Search==](https://www.awsiam.info)
-
-### AWS Organizations
-- [Simplifying permissions management at scale using tags in AWS Organizations](https://aws.amazon.com/blogs/mt/simplifying-permissions-management-at-scale-using-tags-in-aws-organizations/)
-- [Standardize compliance in AWS using DevOps and a Cloud Center of Excellence (CCOE) approach](https://aws.amazon.com/blogs/mt/standardize-compliance-in-aws-using-devops-and-a-cloud-center-of-excellence-ccoe-approach/)
-
-### AWS CloudFront
-- [Amazon CloudFront now supports HTTP/2](https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-cloudfront-now-supports-http2/)
-
-### AWS Firewalls
-- [doit-intl.com: AWS Firewalls 101: How and when to use each one](https://blog.doit-intl.com/aws-firewalls-101-how-and-when-to-use-each-one-d4ad8087a6b3)
-- [Automatically block suspicious traffic with AWS Network Firewall and Amazon GuardDuty](https://aws.amazon.com/es/blogs/security/automatically-block-suspicious-traffic-with-aws-network-firewall-and-amazon-guardduty)
-
-### AWS WAF Web Application Firewall
-- [AWS WAF - Web Application Firewall](https://aws.amazon.com/waf/)
-- [How to Automatically Update Your Security Groups for Amazon CloudFront and AWS WAF by Using AWS Lambda (boto3 python)](http://blogs.aws.amazon.com/security/post/Tx1LPI2H6Q6S5KC/How-to-Automatically-Update-Your-Security-Groups-for-Amazon-CloudFront-and-AWS-W)
-- [How to Use AWS WAF to Block IP Addresses That Generate Bad Requests](http://blogs.aws.amazon.com/security/post/Tx223ZW25YRPRKV/How-to-Use-AWS-WAF-to-Block-IP-Addresses-That-Generate-Bad-Requests)
-- [How to Reduce Security Threats and Operating Costs Using AWS WAF and Amazon CloudFront](http://blogs.aws.amazon.com/security/post/Tx1G747SE1R2ZWE/How-to-Reduce-Security-Threats-and-Operating-Costs-Using-AWS-WAF-and-Amazon-Clou)
-- [AWS WAF sample rules](https://github.com/awslabs/aws-waf-sample)
-- [medium: Blocking bots using AWS WAF](https://medium.com/cloud-techies/blocking-bots-using-aws-waf-d449e6d159ca)
-- [medium: Protecting your Web Application or APIs using AWS WAF](https://medium.com/avmconsulting-blog/protecting-your-web-application-or-apis-using-aws-waf-1829ff79275a)
-
-### AWS Vault
-- [AWS Vault](https://github.com/99designs/aws-vault) is a tool to securely store and access AWS credentials in a development environment.
-- [AWS: Sourcing AWS CLI Credentials using a Custom AWS CLI Credential Provider and AWS Vault](https://thomas.geens.be/2020/05/24/aws-sourcing-aws-cli-credentials-using-a-custom-aws-cli-credential-provider-and-aws-vault/)
-
-## AWS S3 & EBS. AWS Storage Gateway
-- [S3 FAQ](https://aws.amazon.com/s3/faqs/)
-- [Making Requests to Amazon S3 over IPv6](http://docs.aws.amazon.com/AmazonS3/latest/dev/ipv6-access.html) Amazon Simple Storage Service (Amazon S3) supports the ability to access S3 buckets using the Internet Protocol version 6 (IPv6), in addition to the IPv4 protocol.
-- [How to Build Sparse EBS Volumes for Fun and Easy Snapshotting](https://aws.amazon.com/blogs/apn/how-to-build-sparse-ebs-volumes-for-fun-and-easy-snapshotting/)
-- [Getting Started with AWS Storage Gateway](http://docs.aws.amazon.com/storagegateway/latest/userguide/GettingStarted-common.html)
-- [devopscube.com: How to Automate EBS Snapshot Creation, Retention and Deletion](https://devopscube.com/automate-ebs-snapshot-creation-deletion/)
-- [cloudkatha.com: Is S3 Region Specific or Global? What do you think?](https://cloudkatha.com/is-s3-region-specific-or-global-what-do-you-think/)
-- [cloudkatha.com: This is why S3 Bucket Names are unique Globally](https://cloudkatha.com/why-s3-bucket-names-are-unique-globally/)
-- [cloudkatha.com: AWS S3 Storage Classes: Everything You Need to Know](https://cloudkatha.com/aws-s3-storage-classes-everything-you-need-to-know/)
-- [A step-by-step guide to synchronize data between Amazon S3 buckets](https://aws.amazon.com/blogs/storage/a-step-by-step-guide-to-synchronize-data-between-amazon-s3-buckets)
-- [percona.com: Performance of Various EBS Storage Types in AWS](https://www.percona.com/blog/performance-of-various-ebs-storage-types-in-aws/)
-- [harness.io: Tutorial: [Artifact Servers] S3 – How to Provide Cross-Account Access Via Bucket Policies](https://harness.io/blog/devops/tutorial-s3-cross-account/)
-- [Connect Amazon S3 File Gateway using AWS PrivateLink for Amazon S3](https://aws.amazon.com/es/blogs/architecture/connect-amazon-s3-file-gateway-using-aws-privatelink-for-amazon-s3/)
-- [blog.min.io: Certificate-based Authentication for S3](https://blog.min.io/certificate-based-authentication-with-s3/) MinIO encrypts data when stored on disk and when transmitted over the network.
-- [==acloudguru.com: S3 Glacier Instant Retrieval deep dive: Which S3 Storage Class is right for me?==](https://acloudguru.com/blog/engineering/s3-glacier-instant-retrieval-deep-dive-which-s3-storage-class-is-right-for-me)
-
-## Amazon EFS Elastic File System
-- [EFS Elastic File System](https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-production-ready-in-three-regions)
-- [Amazon Elastic File System triples read throughput](https://aws.amazon.com/about-aws/whats-new/2021/01/amazon-elastic-file-system-triples-read-throughput/)
-
-## AWS Transfer
-- [infoq.com: AWS Transfer Family Introduces Support for EFS](https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs/)
-
-## AWS Fargate
-- [Amazon EFS with Amazon ECS and AWS Fargate – Part 1](https://aws.amazon.com/es/blogs/containers/developers-guide-to-using-amazon-efs-with-amazon-ecs-and-aws-fargate-part-1/)
-
-### Admiralty
-- [admiralty.io](https://admiralty.io/) The simplest way to deploy applications to multiple Kubernetes clusters.
-- [thenewstack.io: Making Kubernetes Serverless and Global with AWS Fargate on EKS and Admiralty](https://thenewstack.io/making-kubernetes-serverless-and-global-with-aws-fargate-on-eks-and-admiralty/)
-  - [admiralty.io: Multi-Region AWS Fargate on EKS](https://admiralty.io/docs/tutorials/fargate/)
-
-## AWS Backup and Recovery. Design for failure. Disaster Recovery
-- [Quantum Taps AWS for Cloud-Powered Disaster Recovery](http://www.infostor.com/backup-and_recovery/quantum-taps-aws-for-cloud-powered-disaster-recovery.html)
-- [Linkedin discussion: Need help on Backup and restore methods of EC2 using s3 services](https://www.linkedin.com/groups/49531/49531-6093375473969090562)
-- [Design for failure lessons learnt from the Sydney AWS outage](https://www.hava.io/blog/design-for-failure-lessons-learnt-from-the-sydney-aws-outage)
-- [Chaos Monkey](https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey) The Netflix Chaos Monkey tool allows you to proactively launch attack code against your infrastructure to cause failures and give you the chance to fix potential problems before they occur on their own. 
-- [Udemy - AWS: How to Architect with a Design for Failure Approach](https://www.udemy.com/how-to-architect-with-a-design-for-failure-approach/)
-- [How to Restore Your Instance Data from a Backup using Snapshots on AWS EC2/EBS](https://www.cloudinsidr.com/content/how-to-restore-your-instance-data-from-a-backup-using-snapshots-on-aws-ec2ebs/)
-- [Backup and archive to AWS Storage Gateway VTL with Veeam Backup & Replication v9](https://aws.amazon.com/es/about-aws/whats-new/2016/08/backup-and-archive-to-aws-storage-gateway-vtl-with-veeam-backup-and-replication-v9/)
-- [Creating Disaster Recovery Mechanisms Using Amazon Route 53](https://aws.amazon.com/blogs/networking-and-content-delivery/creating-disaster-recovery-mechanisms-using-amazon-route-53/)
-
-### AWS Backup Service
-- [AWS Backup Service](https://aws.amazon.com/backup)
-- [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66)
-
-## AWS Config Rules
-- [AWS Config Rules now available in 4 new regions: US West (Oregon), EU (Ireland), EU (Frankfurt) and Asia Pacific (Tokyo)](https://aws.amazon.com/es/about-aws/whats-new/2016/04/aws-config-rules-now-available-in-4-new-regions-us-west-oregon-eu-ireland-eu-frankfurt-and-asia-pacific-tokyo/)
-
-## AWS Big Data 
-- [aws.amazon.com/big-data](http://aws.amazon.com/big-data)
-- [blogs.aws.amazon.com/bigdata](http://blogs.aws.amazon.com/bigdata/)
-- [Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming](https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming/)
-- [Using Spark SQL for ETL](http://blogs.aws.amazon.com/bigdata/post/Tx2D93GZRHU3TES/Using-Spark-SQL-for-ETL)
-- [whizlabs.com: AWS Kinesis vs Kafka Apache](https://www.whizlabs.com/blog/kinesis-vs-kafka/)
-
-### AWS Data Lake
-- [Building a Data Lake on AWS](https://aws.amazon.com/big-data/data-lake-on-aws/) AWS provides a highly scalable, flexible, secure, and cost-effective solution for your organization to build a Data Lake – a data repository for both structured and unstructured data that is designed to be easily accessible for on-demand data analytics enabling you to answer questions as they arise.
-
-### AWS Data Pipeline (aka Big Data Pipelines or Data Streams)
-- [AWS Data Pipeline](https://aws.amazon.com/datapipeline/)
-- [AWS Data Pipeline Documentation](https://docs.aws.amazon.com/data-pipeline/index.html)
-- [medium: No-Code Data Collect API on AWS](https://medium.com/@dima.statz_89242/no-code-data-collect-api-on-aws-d79e3681d204) A No-Code Data Collections mechanism for Big Data Pipelines on AWS.
-- [AWS Big Data Blog: Category - AWS Data Pipeline](https://aws.amazon.com/blogs/big-data/category/analytics/aws-data-pipeline/)
-
-## AWS NoSQL DynamoDB
-- [Easily model your app data in a NoSQL database with AWS Mobile Hub](https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data-in-a-nosql-database-with-aws-mobile-hub/)
-- [medium: An Ultimate Guide to AWS Serverless database — DynamoDB](https://medium.com/javascript-in-plain-english/an-ultimate-guide-to-aws-serverless-database-dynamodb-aa048a62f2da) AWS DynamoDb is a fully managed, NoSQL, Single digit latency, a serverless database that can handle any kind of online workloads.
-
-## AWS IoT
-- [aws.amazon.com/en/iot](https://aws.amazon.com/en/iot)
-- [What Is AWS IoT?](http://docs.aws.amazon.com/iot/latest/developerguide/what-is-aws-iot.html)
-
-## AWS Elastic Transcoder. Video streaming
-- [Settings that You Specify When You Create an Elastic Transcoder Job](http://docs.aws.amazon.com/elastictranscoder/latest/developerguide/job-settings.html)
-
-## AWS and Splunk
-- [blogs.splunk.com: AWS Agility + Splunk Visibility = Customer Success](http://blogs.splunk.com/2016/06/22/aws-video/)
-
-## AWS Monitoring
-- [github: Steps I used to install Nagios in the cloud](https://github.com/andrewpuch/nagios_setup)
-- [github: ElectricEye](https://github.com/jonrau1/ElectricEye/blob/master/README.md) is a set of Python scripts (affectionately called Auditors) that continuously monitor your AWS infrastructure looking for configurations related to confidentiality, integrity and availability that do not align with AWS best practices.
-- [medium: AWS Account Security Monitoring](https://medium.com/swlh/aws-account-security-monitoring-d7ca129d52ac)
-- [==elastic.co: Elastic and AWS: Accelerating the cloud migration journey==](https://www.elastic.co/blog/elastic-and-aws-accelerate-your-cloud-migration-journey)
-
-## Amazon Alexa. Voice User Interface
-- [New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour](https://developer.amazon.com/public/community/post/TxDJWS16KUPVKO/New-Alexa-Skills-Kit-Template-Build-a-Trivia-Skill-in-under-an-Hour)
-
-## AWS Partner Network (APN)
-- [AWS Partner Network](https://aws.amazon.com/partners/)
-	- [APN Technology Partners](https://aws.amazon.com/partners/technology/)
-	- [APN Consulting Partners](https://aws.amazon.com/partners/consulting/)
-- [AWS Partner Network (APN) blog](https://aws.amazon.com/blogs/apn/)
-	- [Active Directory Single Sign-On (SSO) on AWS with Bitium](https://aws.amazon.com/blogs/apn/active-directory-single-sign-on-sso-on-aws-with-bitium)
-    - [How to Deploy a High Availability Web Service on AWS Using Spotinst](https://aws.amazon.com/blogs/apn/how-to-deploy-a-high-availability-web-service-on-aws-using-spotinst/)
-
-## AWS Startup Collection. For startups building on AWS
-- [bitmovin: Improving Video Quality on the Web](https://medium.com/aws-activate-startup-blog/bitmovin-improving-video-quality-on-the-web-8670039c4334)
-- [What Startups Should Know about Amazon VPC — Part 1](https://medium.com/aws-activate-startup-blog/what-startups-should-know-about-amazon-vpc-part-1-bebe94b7f228)
-- [Scaling on AWS (Part 3): >500K Users](https://medium.com/aws-activate-startup-blog/scaling-on-aws-part-3-500k-users-3750b227b761)
-- [medium.com: Building a Serverless Dynamic DNS System with AWS](https://medium.com/aws-activate-startup-blog/building-a-serverless-dynamic-dns-system-with-aws-a32256f0a1d8#.qq54pucbd)
-- [medium.com: The Top 10 AWS Startup Blog Posts of 2015](https://medium.com/aws-activate-startup-blog/the-top-10-aws-startup-blog-posts-of-2015-d2975e3778bb)
-
-## AWS ECS
-- [cloudonaut.io: Scaling Container Clusters on AWS: ECS and EKS](https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks/)
-- [medium: Creating CI/CD Pipeline for AWS ECS — Part I](https://medium.com/@harshvijaythakkar/creating-ci-cd-pipeline-for-aws-ecs-part-i-b2f61bb1522f)
-- [clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform](https://www.clickittech.com/aws/amazon-ecs-vs-eks/)
-- [dev.to: Sharing secrets to ECS in an AWS multi-account architecture](https://dev.to/aws-builders/sharing-secrets-to-ecs-in-an-aws-multi-account-architecture-5h1i)
-- [cast.ai: AWS EKS vs. ECS vs. Fargate: Where to manage your Kubernetes?](https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes/)
-- [neal-davis.medium.com: ECS vs EC2 vs Lambda](https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea)
-
-## Rancher on AWS
-- [aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference Deployment](https://aws-quickstart.github.io/quickstart-eks-rancher/)
-
-## AWS App Mesh 
-- [AWS App Mesh Workshop](https://www.appmeshworkshop.com/)
-- [amazon.com: Leveraging App Mesh with Amazon EKS in a Multi-Account environment](https://aws.amazon.com/blogs/containers/leveraging-app-mesh-with-amazon-eks-in-a-multi-account-environment/)
-
-## AWS Fargate
-- [Deploy Machine Learning Pipeline on AWS Fargate](https://www.kdnuggets.com/2020/07/deploy-machine-learning-pipeline-aws-fargate.html)
-- [deloitte.com: Fargate con EKS](https://www2.deloitte.com/es/es/blog/todo-tecnologia/2021/fargate-con-eks.html) ¿Es Fargate la solución de AWS con la que siempre soñamos para evitar manejar infraestructura con Kubernetes? Sí, pero…
-
-## Interview Questions
-- [intellipaat.com: Top Amazon AWS Interview Questions – Most Asked](https://intellipaat.com/blog/interview-question/amazon-aws-interview-questions/)
-- [Frequently Asked AWS Interview Questions](https://www.interviewbit.com/aws-interview-questions/)
-- [TGB - AWS Interview Questions and Answers - Frequently asked](https://www.techgeekbuzz.com/top-aws-interview-questions-and-answers/)
-
-## Local Testing
-- [Amazon EC2 Metadata Mock](https://github.com/aws/amazon-ec2-metadata-mock)
-
-### Localstack
-- [localstack.cloud](https://localstack.cloud/) Develop and test your cloud apps offline. A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline! 
-- [github.com/localstack/localstack](https://github.com/localstack/localstack)
-
-## Migrating On Premise VM to AWS
-- [youtube: Migrating On Premise VM to AWS | VM Import/Export | Create EC2 instance based on on-premises server](https://youtu.be/buzusNljpy4)
+## AWS Patterns
+- [medium: Top 4 AWS Patterns of Highly Available API](https://medium.com/greenm/top-4-aws-patterns-of-highly-available-api-d34599bfbb96) We want to tell you about a few common patterns that can be used to build highly available APIs on top of AWS infrastructure. We will highlight each of them and briefly describe the pros and cons.
 
 ## AWS configuration files
 - [medium: AWS configuration files, explained](https://medium.com/@ben11kehoe/aws-configuration-files-explained-9a7ea7a5b42e)
 
-## Open Source at AWS
-- [OpenSource at AWS](https://aws.github.io/)
+## AWS Config Rules
+- [AWS Config Rules now available in 4 new regions: US West (Oregon), EU (Ireland), EU (Frankfurt) and Asia Pacific (Tokyo)](https://aws.amazon.com/about-aws/whats-new/2016/04/aws-config-rules-now-available-in-4-new-regions-us-west-oregon-eu-ireland-eu-frankfurt-and-asia-pacific-tokyo/)
 
-## AWS Service Quota Requests
-- [How can I troubleshoot errors using the AWS CLI to manage my service quota requests?](https://aws.amazon.com/es/premiumsupport/knowledge-center/troubleshoot-service-quotas-cli-commands/)
-- [AWS API: get-service-quota](https://awscli.amazonaws.com/v2/documentation/api/latest/reference/service-quotas/get-service-quota.html) 
+## AWS Management Console
+- [Working with the AWS Management Console](http://docs.aws.amazon.com/awsconsolehelpdocs/latest/gsg/getting-started.html)
 
 ## Resource Hierarchies
 - [AWS, Azure, GCP: Resource Hierarchies](https://levelup.gitconnected.com/aws-azure-gcp-resource-hierarchies-25b829127511)
 
-## AWS Systems Manager Explorer
-- [Multi-account AWS Trusted Advisor summaries now available in AWS Systems Manager Explorer](https://aws.amazon.com/blogs/mt/multi-account-aws-trusted-advisor-summaries-now-available-aws-systems-manager-explorer/)
-
-## AWS Systems Manager Incident Manager
-- [How to automate incident response to security events with AWS Systems Manager Incident Manager](https://aws.amazon.com/blogs/security/how-to-automate-incident-response-to-security-events-with-aws-systems-manager-incident-manager/)
-
-## AWS Managed Services for Prometheus and Grafana
-- [Amazon Managed Service for Prometheus](https://aws.amazon.com/prometheus/) Highly available, secure, and managed monitoring for your containers
-- [Amazon Managed Service for Grafana](https://aws.amazon.com/grafana/) Powerful, interactive data visualizations for builders, operators, and business leaders
-- [infoq.com: AWS Introduces Amazon Managed Service for Grafana and Amazon Managed Service for Prometheus](https://www.infoq.com/news/2021/01/aws-grafana-prometheus/)
-
-## AWS Chaos Engineeering. AWS Fault Injection Simulator 
-- [techcrunch.com: AWS introduces new Chaos Engineering as a Service offering](https://techcrunch.com/2020/12/15/aws-introduces-new-chaos-engineering-as-a-service-offering/)
-
-## Best Practices
-- [thenewstack.io: Avoid the 5 Most Common Amazon Web Services Misconfigurations in Build-Time](https://thenewstack.io/avoid-the-5-most-common-amazon-web-services-misconfigurations-in-build-time/)
-- [zarantech.com: Top 5 Pillars of AWS Well-Architected Structure](https://www.zarantech.com/blog/top-5-pillars-of-aws-well-architected-structure/)
-- [foreseeti.com: How to become and stay AWS well architected in a smart way](https://foreseeti.com/how-to-become-and-stay-aws-well-architected-in-a-smart-way/)
-
-## New Features
-- [thenewstack.io: HashiCorp Adds Consul and Vault to Cloud Platform for AWS](https://thenewstack.io/hashicorp-adds-consul-and-vault-to-cloud-platform-for-aws/)
-- [Amazon EKS clusters now support user authentication with OIDC compatible identity providers](https://aws.amazon.com/about-aws/whats-new/2021/02/amazon-eks-clusters-support-user-authentication-oidc-compatible-identity-providers/)
-- [Amazon Managed Service for Grafana (AMG) preview updated with new capabilities](https://aws.amazon.com/blogs/mt/amazon-managed-service-for-grafana-amg-preview-updated-with-new-capabilities/)
-- [xataka.com: Hasta AWS se pasa al low-code: Workflow Studio es su primera herramienta de desarrollo de bajo código](https://www.xataka.com/pro/aws-se-pasa-al-low-code-workflow-studio-su-primera-herramienta-desarrollo-codigo)
-- [Easily Manage Security Group Rules with the New Security Group Rule ID](https://aws.amazon.com/blogs/aws/easily-manage-security-group-rules-with-the-new-security-group-rule-id)
-- [Amazon Virtual Private Cloud (VPC) customers can now assign IP prefixes to their EC2 instances](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-virtual-private-cloud-vpc-customers-can-assign-ip-prefixes-ec2-instances)
-- [AWS Network Firewall – Nuevo Servicio Gestionado de Firewall para VPC](https://aws.amazon.com/es/blogs/aws-spanish/aws-network-firewall-nuevo-servicio-gestionado-de-firewall-para-vpc/)
-- [Amazon EC2 Auto Scaling now lets you control which instances to terminate on scale-in](https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-ec2-auto-scaling-now-lets-you-control-which-instances-to-terminate-on-scale-in/)
-- [EC2-Classic Networking is Retiring – Here’s How to Prepare](https://aws.amazon.com/blogs/aws/ec2-classic-is-retiring-heres-how-to-prepare/)
-- [Announcing General Availability of Amazon Redshift Cross-account Data Sharing](https://aws.amazon.com/about-aws/whats-new/2021/08/announcing-general-availability-amazon-redshift-cross-account-data-sharing/)
-- [infoq.com: Amazon Introduces Cloudwatch Cross Account Alarms to Consolidate Management](https://www.infoq.com/news/2021/08/aws-cloudwatch-alarms/)
-- [Monitor, Evaluate, and Demonstrate Backup Compliance with AWS Backup Audit Manager](https://aws.amazon.com/blogs/aws/monitor-evaluate-and-demonstrate-backup-compliance-with-aws-backup-audit-manager/)
-- [Amazon Managed Grafana Is Now Generally Available with Many New Features](https://aws.amazon.com/blogs/aws/amazon-managed-grafana-is-now-generally-available-with-many-new-features)
-
-## Superwerker
-- [superwerker](https://aws.amazon.com/quickstart/architecture/superwerker/) Automates AWS Cloud deployments backed by decades of expertise and best practices
-
-## AWS Samples (Boilerplates)
-- [github.com/aws-samples 🌟](https://github.com/aws-samples)
-- [github.com/aws-samples/aws-auto-inventory: AWS Automated Inventory 🌟](https://github.com/aws-samples/aws-auto-inventory) A command line tool that allows you to quickly and easily generate inventory reports of your AWS resources.
-- [github.com/aws-samples/aws-waf-ops-dashboards](https://github.com/aws-samples/aws-waf-ops-dashboards) In this repository, we share code for building infrastructure to collect, enrich, and visualize AWS Web Application Firewall logs. Implementing this project in your AWS account will allow you to view and filter the logs through Kibana dashboards below, as well as customize views and dashboards to your needs.
-- [github.com/aws-samples/aws-customer-playbook-framework 🌟](https://github.com/aws-samples/aws-customer-playbook-framework) This repository provides sample templates for security playbooks against various scenarios when using Amazon Web Services.
-
-## Third Party Tools
-- [ec2-spot-converter](https://github.com/jcjorel/ec2-spot-converter) This tool converts existing EC2 instances back and forth from on-demand and 'persistent' Spot billing models while preserving instance attributes (Launch configuration, Tags..), network attributes (existing Private IP addresses, Elastic IP), storage (Volumes), Elastic Inference accelerators and Elastic GPUs. It also allows replacement of existing Spot instances with new "identical" ones to update the instance type and cpu options.  
-- [techcrunch.com: Vantage makes managing AWS easier](https://techcrunch.com/2021/01/12/vantage-makes-managing-aws-easier/)
-- [vantage.sh](https://www.vantage.sh/)
-
-## AWS Amplify
-- [blog.logrocket.com: AWS Amplify and React Native: A tutorial](https://blog.logrocket.com/aws-amplify-and-react-native-a-tutorial/)
-- [dev.to: 10 New AWS Amplify Features to Check Out](https://dev.to/aws/10-new-aws-amplify-features-to-check-out-4291)
-
-## AWS Control Tower
-- [==AWS Control Tower==](https://aws.amazon.com/controltower/) The easiest way to set up and govern a secure multi-account AWS environment
-- [==aws.amazon.com: New – AWS Control Tower Account Factory for Terraform==](https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform/)
-- [hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory for Terraform](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform) AWS Control Tower Account Factory for HashiCorp Terraform (AFT), the evolution of Terraform Landing Zones, offers an easy way to set up and govern a secure, multi-account AWS environment.
-
-## AWS App Runner
-- https://aws.amazon.com/apprunner/
-- [dev.to: AWS App Runner : How to deploy containerized applications using App Runner](https://dev.to/aws-builders/aws-app-runner-how-to-deploy-containerized-applications-using-app-runner-1f7c) AWS App Runner is an AWS service that provides a fast, simple and cost-effective way to deploy from source code or a container image directly to a scalable and secure web application in the AWS Cloud. You don’t need to learn new technologies, decide which compute service to use, or know how to provision and configure AWS resources.
-
-## Spain
-- [AWS en España](https://aws.amazon.com/es/local/spain/)
-- [xataka.com: Por qué Amazon ha elegido Aragón para instalar sus tres primeros centros de datos en España](https://www.xataka.com/servicios/que-amazon-ha-elegido-aragon-para-instalar-sus-tres-primeros-centros-datos-espana)
-- [RESOURCE HUB: Eventos y webinars de AWS](https://emea-resources.awscloud.com/spain-events-webinars)
-- [aboutamazon.es: AWS acelera la apertura de la Región AWS Europa (España) para apoyar la transformación digital de España](https://www.aboutamazon.es/innovaci%C3%B3n/aws-acelera-la-apertura-de-la-regi%C3%B3n-aws-europa-espa%C3%B1a-para-apoyar-la-transformaci%C3%B3n-digital-de-espa%C3%B1a)
-
-## Scripts
-- [AWS IP inventory](https://github.com/okelet/awsipinventory) Tool to generate an inventory of all IP addresses in use in an account, one or multiple VPC, or one or multiple subnet.
-- [dev.to: How to Copy a Security Group with Rules from one AWS Account to Another account](https://dev.to/dineshrathee12/how-to-copy-a-security-group-with-rules-from-one-aws-account-to-another-account-36mb)
-	- [CopySGFromOneAWSAccountToAnotherScript.py](https://github.com/dineshrathee12/CopySecurityGroupWithRulesFromOneAWSAccountToAnotherAWSAccount/blob/main/CopySGFromOneAWSAccountToAnotherScript.py)
-- [github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler - Find resources that are not logging, and turn them on](https://github.com/awslabs/assisted-log-enabler-for-aws)
-- https://github.com/dannysteenman/aws-toolbox A collection of useful Shell & Python scripts that make your DevOps life easier in AWS. Furthermore you'll also find a list of links that point to awesome DevOps tools from other creators.
-- [saml-to/assume-aws-role-action](https://github.com/saml-to/assume-aws-role-action) Assume AWS IAM Roles using SAML.to in GitHub Actions. This action enables workflows to obtain AWS Access Credentials for a desired IAM Role using AWS IAM SAML and a GitHub Actions Repository Token.
-
-## Development
-- [thenewstack.io: Remote Debugging in AWS: The Missing Link in Your Debugging Toolset](https://thenewstack.io/remote-debugging-in-aws-the-missing-link-in-your-debugging-toolset/)
-
-## Cloud Development Kit CDK 
-- [CDK](https://aws.amazon.com/cdk/)
-- [bbvanexttechnologies.com: Cómo definir infraestructura como código en AWS con CDK](https://www.bbvanexttechnologies.com/como-definir-infraestructura-como-codigo-en-aws-con-cdk/)
-- [itnext.io: AWS CDK for EKS — Handling Helm Charts](https://itnext.io/aws-cdk-for-eks-handling-helm-charts-aa002afedde4)
-- [==freecodecamp.org: AWS CDK v2 Tutorial – How to Create a Three-Tier Serverless Application==](https://www.freecodecamp.org/news/aws-cdk-v2-three-tier-serverless-application/)
-
-## AWS Secrets Manager
-- [How to replicate secrets in AWS Secrets Manager to multiple Regions](https://aws.amazon.com/blogs/security/how-to-replicate-secrets-aws-secrets-manager-multiple-regions/)
-- [AWS Secrets Manager controller POC: an EKS operator for automatic rotation of secrets](https://aws.amazon.com/blogs/containers/aws-secrets-manager-controller-poc-an-eks-operator-for-automatic-rotation-of-secrets/)
-- [k21academy.com: AWS Secrets Manager](https://k21academy.com/amazon-web-services/aws-solutions-architect/aws-secrets-manager/)
-
-## AWS Cloud Map and HealthChecks
-- [Custom Health Check: HealthCheckCustomConfig](https://docs.aws.amazon.com/cloud-map/latest/api/API_HealthCheckCustomConfig.html) Cloud Map will eventually mark the instance as unhealthy if it doesn't receive the health status in 30 seconds. Custom health checks are implemented as regular Route53 healthchecks that check S3 bucket keys (note http access instead of https).
-
-## AWS Cloud Endure
-- [AWS Cloud Endure Migration](https://aws.amazon.com/cloudendure-migration/)
-
-## AWS Patterns
-- [medium: Top 4 AWS Patterns of Highly Available API](https://medium.com/greenm/top-4-aws-patterns-of-highly-available-api-d34599bfbb96) We want to tell you about a few common patterns that can be used to build highly available APIs on top of AWS infrastructure. We will highlight each of them and briefly describe the pros and cons.
-
 ## AWS Tags
 - [bridgecrew.io: Best practices for AWS tagging with Yor](https://bridgecrew.io/blog/best-practices-for-aws-tagging-with-yor/)
 
-## ECommerce
-- [Architecting a Highly Available Serverless, Microservices-Based Ecommerce Site](https://aws.amazon.com/blogs/architecture/architecting-a-highly-available-serverless-microservices-based-ecommerce-site/)
+## AWS Systems Manager Explorer
+- [Multi-account AWS Trusted Advisor summaries now available in AWS Systems Manager Explorer](https://aws.amazon.com/blogs/mt/multi-account-aws-trusted-advisor-summaries-now-available-aws-systems-manager-explorer/)
+
+### AWS Systems Manager Incident Manager
+- [How to automate incident response to security events with AWS Systems Manager Incident Manager](https://aws.amazon.com/blogs/security/how-to-automate-incident-response-to-security-events-with-aws-systems-manager-incident-manager/)
+
+## AWS Cloud Adoption Framework (AWS CAF)
+- [==AWS Cloud Adoption Framework (AWS CAF)==](https://aws.amazon.com/professional-services/CAF/) The AWS Cloud Adoption Framework (AWS CAF) leverages AWS experience and best practices to help you digitally transform and accelerate your business outcomes through innovative use of AWS. AWS CAF identifies specific organizational capabilities that underpin successful cloud transformations. These capabilities provide best practice guidance that helps you improve your cloud readiness. AWS CAF groups its capabilities in six perspectives: Business, People, Governance, Platform, Security, and Operations. Each perspective comprises a set of capabilities that functionally related stakeholders own or manage in the cloud transformation journey. Use the AWS CAF to identify and prioritize transformation opportunities, evaluate and improve your cloud readiness, and iteratively evolve your transformation roadmap.
+- [AWS Cloud Adoption Framework (CAF) 3.0 is Now Available](https://aws.amazon.com/blogs/aws/aws-cloud-adoption-framework-caf-3-0-is-now-available/)
+
+## AWS re:Post
+- [==repost.aws== 🌟](https://repost.aws)
+- [AWS re:Post – A Reimagined Q&A Experience for the AWS Community](https://aws.amazon.com/blogs/aws/aws-repost-a-reimagined-qa-experience-for-the-aws-community/)
+- [infoq.com: Amazon Introduces re:Post, a "Stack Overflow" for AWS](https://www.infoq.com/news/2021/12/amazon-repost-questions-answers/)
+
+## AWS Interview Questions
+- [intellipaat.com: Top Amazon AWS Interview Questions – Most Asked](https://intellipaat.com/blog/interview-question/amazon-aws-interview-questions/)
+- [Frequently Asked AWS Interview Questions](https://www.interviewbit.com/aws-interview-questions/)
+- [TGB - AWS Interview Questions and Answers - Frequently asked](https://www.techgeekbuzz.com/top-aws-interview-questions-and-answers/)
+
+
+
 
 ---
 ## Bunch of Images
@@ -1059,8 +200,6 @@ aws ec2 describe-instances --query 'Reservations[].Instances[].[Placement.Availa
 
 <center>
 <iframe width="560" height="315" src="https://www.youtube.com/embed/AYAh6YDXuho" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/GBLPi-mno7M" frameborder="0" allow="accelerometer; autoplay; encrypted-media" allowfullscreen></iframe>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/4OLpOZ77crc" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 <iframe width="560" height="315" src="https://www.youtube.com/embed/_8AHPqzuLkM" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </center>
 </details>
@@ -1101,5 +240,7 @@ aws ec2 describe-instances --query 'Reservations[].Instances[].[Placement.Availa
 <blockquote class="twitter-tweet"><p lang="en" dir="ltr">I don&#39;t know who did this...but It made my day 😂 AWS moving workloads out of Exadata <a href="https://twitter.com/hashtag/HappyWednesday?src=hash&amp;ref_src=twsrc%5Etfw">#HappyWednesday</a> <a href="https://twitter.com/hashtag/CloudHumor?src=hash&amp;ref_src=twsrc%5Etfw">#CloudHumor</a> <a href="https://t.co/vq1CSCyr8b">pic.twitter.com/vq1CSCyr8b</a></p>&mdash; Guillermo Ruiz (@IaaSgeek) <a href="https://twitter.com/IaaSgeek/status/1488799161038389252?ref_src=twsrc%5Etfw">February 2, 2022</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
 
 <blockquote class="twitter-tweet"><p lang="en" dir="ltr">My personal holy grail of database solutions: 𝗗𝘆𝗻𝗮𝗺𝗼𝗗𝗕 ⚡️ <br><br>Sadly, I couldn&#39;t fit all the features &amp; must-knows into a single infographic.<br>There are just too many 💛 <a href="https://t.co/UkLcvH19Cp">pic.twitter.com/UkLcvH19Cp</a></p>&mdash; Tobias Schmidt (@tpschmidt_) <a href="https://twitter.com/tpschmidt_/status/1493958661391233026?ref_src=twsrc%5Etfw">February 16, 2022</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
+
+<blockquote class="twitter-tweet"><p lang="en" dir="ltr">Today we announced the completion of 16 <a href="https://twitter.com/hashtag/AWS?src=hash&amp;ref_src=twsrc%5Etfw">#AWS</a> Local Zones in the US and plans for 32 more to be built globally. Local Zones offer ultra-low latency at the edge of the cloud—awesome for gaming, streaming, ML, more!<a href="https://t.co/CFHmBI8zrK">https://t.co/CFHmBI8zrK</a></p>&mdash; Adam Selipsky (@aselipsky) <a href="https://twitter.com/aselipsky/status/1494144808083886082?ref_src=twsrc%5Etfw">February 17, 2022</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
 </center>
 </details>
diff --git a/docs/crunchydata.md b/docs/crunchydata.md
new file mode 100644
index 00000000..7fc9ae82
--- /dev/null
+++ b/docs/crunchydata.md
@@ -0,0 +1,705 @@
+# Crunchy Data PostgreSQL Operator
+- [Introduction](#introduction)
+- [Crunchy Data Developer Portal](#crunchy-data-developer-portal)
+- [Crunchy Data Postgres Operator in OpenShift 4. Overview & Proof of Concept](#crunchy-data-postgres-operator-in-openshift-4-overview--proof-of-concept)
+    - [Crunchydata Postgres Operator 3.5](#crunchydata-postgres-operator-35)
+    - [Crunchydata Postgres Operator 4.0.1](#crunchydata-postgres-operator-401)
+    - [Crunchydata Postgres Operator 4.0.1 Community Edition](#crunchydata-postgres-operator-401-community-edition)
+        - [Service Accounts](#service-accounts)
+        - [Roles assigned to Service Accounts](#roles-assigned-to-service-accounts)
+        - [Security Context Constraints (SCC)](#security-context-constraints-scc)
+            - [SCC Recommendations](#scc-recommendations)
+        - [Add a SCC to a Project](#add-a-scc-to-a-project)
+            - [Workflow1 without custom Service Account and without DeploymentConfig](#workflow1-without-custom-service-account-and-without-deploymentconfig)
+            - [Workflow2 with custom Service Account and without DeploymentConfig](#workflow2-with-custom-service-account-and-without-deploymentconfig)
+            - [Workflow3 with custom service Account and DeploymentConfig](#workflow3-with-custom-service-account-and-deploymentconfig)
+        - [Environment setup. Port Forward and WSL](#environment-setup-port-forward-and-wsl)
+        - [Cluster Deployment and Operation with pgo](#cluster-deployment-and-operation-with-pgo)
+        - [Psql access from postgres operator POD](#psql-access-from-postgres-operator-pod)
+        - [List Databases with psql](#list-databases-with-psql)
+        - [Access from another POD within the cluster with psql client](#access-from-another-pod-within-the-cluster-with-psql-client)
+        - [Access from another POD within the cluster with Pgadmin4 of Crunchy containers Community Edition](#access-from-another-pod-within-the-cluster-with-pgadmin4-of-crunchy-containers-community-edition)
+        - [Debugging Crunchydata Postgres Operator 4.0.1 Community Edition](#debugging-crunchydata-postgres-operator-401-community-edition)
+    - [Certified Crunchydata Postgres Operator (OLM/OperatorHub). Manual Setup](#certified-crunchydata-postgres-operator-olmoperatorhub-manual-setup)
+
+## Introduction
+* [crunchydata.com](https://www.crunchydata.com/)
+* [redhat.com: Overview - Crunchy Data PostgreSQL on Red Hat OpenShift Container Storage 🌟](https://www.redhat.com/en/resources/crunchy-data-postgresql-overview)
+* [learn.crunchydata.com 🌟](https://learn.crunchydata.com/)
+* [github.com/CrunchyData](https://github.com/CrunchyData)
+* [github.com/CrunchyData/postgres-operator](https://github.com/CrunchyData/postgres-operator)
+* [Documentation: Crunchy Data Container Suite 🌟](https://access.crunchydata.com/documentation/crunchy-postgres-containers/latest/)
+* [crunchydata blog: Deploying Active-Active PostgreSQL on Kubernetes](https://info.crunchydata.com/blog/active-active-on-kubernetes)
+* [crunchydata blog: What's New in Crunchy PostgreSQL Operator 4.0](https://info.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0)
+* [slideshare.net: Deploying PostgreSQL on Kubernetes](https://www.slideshare.net/vyruss000/deploying-postgresql-on-kubernetes)
+* [slideshare.net: Operating PostgreSQL at Scale with Kubernetes](https://www.slideshare.net/jkatz05/operating-postgresql-at-scale-with-kubernetes-137132067)
+* [Youtube: Demo of Crunchy Data Postgres Operator v1.0.0 (2017)](https://www.youtube.com/watch?v=HX10WWTRiTY)
+* [Youtube: Crunchy PostgreSQL Operator for Kubernetes 3.4 Overview (2018)](https://www.youtube.com/watch?v=gaXlrlz7GVc)
+* [Youtube: OpenShift Meetup Tokyo #05 - Operator and Operator Lifecycle Manager on OpenShift (2019, openshift 4.1)](https://www.youtube.com/watch?v=X4vuktlK0Tg)
+* [info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes](https://info.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes)
+* [info.crunchydata.com: Deploy High-Availability PostgreSQL Clusters on Kubernetes by Example](https://info.crunchydata.com/blog/deploy-high-availability-postgresql-on-kubernetes)
+* [info.crunchydata.com: Migrating from Oracle to PostgreSQL: Tips and Tricks](https://info.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations)
+* [info.crunchydata.com: Scheduled PostgreSQL Backups and Retention Policies with Kubernetes](https://info.crunchydata.com/blog/schedule-postgresql-backups-and-retention-with-kubernetes)
+* [info.crunchydata.com: Guard Against Transaction Loss with PostgreSQL Synchronous Replication](https://info.crunchydata.com/blog/synchronous-replication-in-the-postgresql-operator-for-kubernetes-guarding-against-transactions-loss)
+* [info.crunchydata.com: Crunchy PostgreSQL for Kubernetes 4.3 Released](https://info.crunchydata.com/news/crunchy-postgresql-for-kuberenetes-4.3) Crunchy #PostgreSQL for #Kubernetes 4.3 released! Now supports multi-Kubernetes deployments, easier customization + installation, TLS, pgAdmin 4, improved pgBouncer support, and much more!
+* [info.crunchydata.com: Deploy pgAdmin4 with PostgreSQL on Kubernetes](https://info.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes)
+* [info.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](https://info.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments)
+* [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://info.crunchydata.com/blog/d-meta)
+* [info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY](https://info.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy)
+* [info.crunchydata.com: Composite Primary Keys, PostgreSQL and Django](https://info.crunchydata.com/blog/composite-primary-keys-postgresql-and-django)
+* [info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift](https://info.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift)
+* [info.crunchydata.com: Introducing the Postgres Prometheus Adapter](https://info.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-postgresql-monitoring-1)
+* [info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift](https://info.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift)
+* [info.crunchydata.com: Deploying Active-Active PostgreSQL on Kubernetes](https://info.crunchydata.com/blog/active-active-on-kubernetes)
+* [opensource.com: Scaling PostgreSQL with Kubernetes Operators 🌟](https://opensource.com/article/19/2/scaling-postgresql-kubernetes-operators) Operators let users create standardized interfaces for managing stateful applications, like PostgreSQL, across Kubernetes-enabled cloud environments.
+* [info.crunchydata.com: Setup ora2pg for Oracle to Postgres Migration](https://info.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration)
+* [info.crunchydata.com: pgBackRest - Performing Backups on a Standby Cluster](https://info.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-cluster)
+* [thenewstack.io: Advanced Kubernetes Namespace Management with the PostgreSQL Operator 🌟](https://thenewstack.io/advanced-kubernetes-namespace-management-with-the-postgresql-operator/)
+* [postgresql.org: Crunchy PostgreSQL Operator 4.5: Enhanced Monitoring, Custom Annotations, PostgreSQL 13 🌟](https://www.postgresql.org/about/news/crunchy-postgresql-operator-45-enhanced-monitoring-custom-annotations-postgresql-13-2086/)
+* [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://info.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)
+* [redhat.com: Crunchy Data PostgreSQL on Red Hat OpenShift Container Storage (Overview) 🌟](https://www.redhat.com/en/resources/crunchy-data-postgresql-overview)
+* [info.crunchydata.com: PostgreSQL Monitoring for Application Developers: The DBA Fundamentals](https://info.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats)
+* [youtube: OCB: High Availability PostgreSQL and more on OpenShift - Jonathan Katz (Crunchy Data) 🌟](https://www.youtube.com/watch?v=9jbR9lZuSU0) Learn how the PostgreSQL Operator from Crunchy Data makes it easy to deploy high availability Postgres clusters on OpenShift. Beyond that, we'll look at how the Operator pattern makes it possible to run your own open source database-as-a-service and cover the essential features: provisioning, HA, disaster recovery, monitoring, and how to do it all securely!
+* [info.crunchydata.com: Tuning Your Postgres Database for High Write Loads](https://info.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads)
+* [info.crunchydata.com: Using the PostgreSQL Operator with Rook Ceph Storage](https://info.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-storage)
+* [info.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](https://info.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments)
+* [developer.ibm.com: Deploy a Crunchy PostgreSQL for Kubernetes Operator to an OpenShift cluster 🌟](https://developer.ibm.com/technologies/databases/tutorials/deploy-a-crunchy-posgresql-kubernetes-operator-red-hat-marketplace-openshift/) Follow these steps to deploy a supported Crunchy PostgreSQL for Kubernetes operator from Red Hat Marketplace to an OpenShift cluster
+* [info.crunchydata.com: An Easy Recipe for Creating a PostgreSQL Cluster with Docker Swarm](https://info.crunchydata.com/blog/an-easy-recipe-for-creating-a-postgresql-cluster-with-docker-swarm)
+* [info.crunchydata.com: Deploying the PostgreSQL Operator on GKE](https://info.crunchydata.com/blog/install-postgres-operator-kubernetes-on-gke-ansible)
+* [info.crunchydata.com: Using GitOps to Self-Manage Postgres in Kubernetes 🌟](https://info.crunchydata.com/blog/gitops-postgres-kubernetes)
+* [info.crunchydata.com: Kubernetes Pod Tolerations and Postgres Deployment Strategies](https://info.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies)
+* [blog.crunchydata.com: Helm, GitOps and the Postgres Operator](https://blog.crunchydata.com/blog/gitops-postgres-kubernetes-helm)
+* [blog.crunchydata.com: Crunchy Postgres Operator 4.6.0 🌟](https://blog.crunchydata.com/blog/crunchy-postgres-operator-4.6.0)
+* [blog.crunchydata.com: Deploy PostgreSQL With TLS in Kubernetes](https://blog.crunchydata.com/blog/set-up-tls-for-postgresql-in-kubernetes)
+* [blog.crunchydata.com: Announcing Google Cloud Storage (GCS) Support for pgBackRest](https://blog.crunchydata.com/blog/announcing-google-cloud-storage-gcs-support-for-pgbackrest)
+* [youtube: Install and use Crunchy PostgreSQLfor OpenShift operator for simple todo app on OpenShift 🌟](https://www.youtube.com/watch?v=9wuUXi6Qbis&ab_channel=MichaelBornholdtNielsen)
+* [blog.crunchydata.com: Query Optimization in Postgres with pg_stat_statements](https://blog.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgres-starts-with-pg_stat_statements)
+* [blog.crunchydata.com: Kubernetes Pod Tolerations and Postgres Deployment Strategies 🌟](https://blog.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies)
+* [blog.crunchydata.com: Active-Active PostgreSQL Federation on Kubernetes](https://blog.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes)
+* [blog.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](https://blog.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments)
+* [blog.crunchydata.com: Next Generation Crunchy Postgres for Kubernetes 5.0 Released](https://blog.crunchydata.com/news/next-generation-crunchy-postgres-for-kubernetes-released)
+* [blog.crunchydata.com: pgBackRest Point-In-Time Recovery Using Crunchy PostgreSQL Operator](https://blog.crunchydata.com/blog/pgbackrest-point-in-time-recovery-using-crunchy-postgresql-operator)
+* [blog.crunchydata.com: Using Cert Manager to Deploy TLS for Postgres on Kubernetes](https://blog.crunchydata.com/blog/using-cert-manager-to-deploy-tls-for-postgres-on-kubernetes)
+* [dzone: PostgreSQL HA and Kubernetes](https://dzone.com/articles/postgresql-ha-and-kubernetes) I share my thoughts about how to set up a PostgreSQL Database in Kubernetes with some level of high availability, introducing 3 different architectural styles to do so.
+* [blog.crunchydata.com: Can't Resize your Postgres Kubernetes Volume? No Problem!](https://blog.crunchydata.com/blog/resize-postgres-kubernetes-volume-instance-sets)
+* [blog.crunchydata.com: Your Guide to Connection Management in Postgres 🌟](https://blog.crunchydata.com/blog/your-guide-to-connection-management-in-postgres)
+* [==blog.crunchydata.com: PostgreSQL 14 on Kubernetes (with examples!)==](https://blog.crunchydata.com/blog/postgresql-14-on-kubernetes)
+* [blog.crunchydata.com: Kubernetes + Postgres Cluster From Scratch on Rocky 8](https://blog.crunchydata.com/blog/kube-cluster-from-scratch-on-rocky-8)
+
+## Crunchy Data Developer Portal
+- [Announcing the Crunchy Data Developer Portal](https://info.crunchydata.com/blog/announcing-the-crunchy-data-developer-portal)
+- [Crunchy Data Developer Portal](https://www.crunchydata.com/developers) Self-service tools for developers and data scientists to easily get productive with PostgreSQL and Crunchy Data products.
+
+## Crunchy Data Postgres Operator in OpenShift 4. Overview & Proof of Concept
+- In earlier days, Red Hat recommended running PostgreSQL database outside the Kubernetes cluster. Now, with [Kubernetes Operator](https://kubernetes.io/docs/concepts/extend-kubernetes/operator/) technology, you can run stateful database applications on Kubernetes.
+- [Crunchy PostgreSQL Operator](https://github.com/CrunchyData/postgres-operator) extends Kubernetes to give you the power to easily  create, configure and manage PostgreSQL clusters at scale.  When combined with the [Crunchy PostgreSQL Container Suite](https://github.com/CrunchyData/crunchy-containers), the Crunchy PostgreSQL Operator provides an open source software solution for PostgreSQL scaling, high-availability, disaster recovery, monitoring, and more.  All of this capability comes with the repeatability and automation that comes from Operators on Kubernetes.
+- Crunchy PostgreSQL Operator is open source and developed in close collaboration with users to support enterprise deployments of cloud agnostic PostgreSQL-as-a-Service capability. This release comes after extensive feedback from our customers and the community to ensure the scalability and security that sysadmins, DBAs, and developers have come to rely on.
+- [Crunchy PostgreSQL and Openshift](https://www.openshift.com/blog/leveraging-the-crunchy-postgresql)
+- Crunchy Postgres Solutions: 
+    1. **[Postgres Operator Community Edition](https://github.com/CrunchyData/postgres-operator):**
+        - ‘pgo’ CLI tool
+        - Not certified by Red Hat
+        - The Operator can be deployed by multiple methods including:
+            - [The PostgreSQL Operator Installer with kubectl](https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installation/postgres-operator/)
+            - [Install Operator Using Bash (the one used in this overview)](https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installation/other/bash/)
+            - [Ansible playbook installation](https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installation/other/ansible/)
+            - CLI installation using OLM **(Deprecated)**: new CatalogSource added via “pgo.catalogsource.yaml”.
+            - Openshift Console installation using OLM (OperatorHub):
+                - New CatalogSource requirement. 
+                - CLI settings required.
+    2. **Certified Crunchydata Postgres Operator (OLM/OperatorHub):**
+        - Openshift Console installation using OLM (OperatorHub): One-click deployment and Web based operation
+        - **No ‘pgo’ CLI tool?** (compatibility issues: unable to find in github the version that matches the server API - Sept 2019)
+        - Certified by Red Hat
+        - Provided by CrunchyData
+    3. Other non-certified installations (unsupported by Red Hat): with or without OLM, CLI, etc.
+- **[Crunchy Containers Community Edition](https://github.com/CrunchyData/crunchy-containers):**
+    - Installation:
+        1. [Installation guide](https://access.crunchydata.com/documentation/crunchy-postgres-containers/latest/installation-guide/installation-guide/)
+        2. [Pgadmin4 install](https://access.crunchydata.com/documentation/crunchy-postgres-containers/latest/examples/administration/pgadmin4/) (easy)
+    - Not certified by Red Hat
+
+<center>
+![crunchdydata in operatorhub](images/crunchydata_operator_hub.png)
+</center>
+
+### Crunchydata Postgres Operator 3.5
+- Release date: Januay 2019
+- pgBackRest Architecture Enhancements
+- pgBackRest Point-In-Time-Recovery
+- Fast Failover
+- Archive Storage Configuration
+- Preferred Failover Node Label
+- pgo-scheduler
+
+<center>
+![crunchydata operator 3.5](images/crunchydata_operator_3_5.png)
+</center>
+
+### Crunchydata Postgres Operator 4.0.1
+- Release date: June 2019
+- **Namespace Deployment Options:** Ability to deploy the operator its own namespace but manage PostgreSQL clusters in multiple namespace. The new namespace management features lets users create multi-tenant PostgreSQL environments that add further isolation and security to their deployments. 
+- **Further Enhancements to pgBackRest Integration:** Perform pgBackRest backups to **Amazon S3**. This allows  users to create an automated, geographically distributed, and hybrid cloud disaster recovery strategy.
+- Integrated PostgreSQL **Benchmarking**
+- **Ansible** Playbook Based Installation
+- **Operator Lifecycle Management (OLM):** The OLM project is a component of the Operator Framework, an open source toolkit to manage Operators, in an effective, automated, and scalable way. OLM concepts were included into Crunchy PostgreSQL Operator to assist in the deployment on Kubernetes using OLM integration.
+
+<center>
+![crunchdydata operator 4.0.1](images/crunchydata_operator_4_0_1.png)
+</center>
+
+### Crunchydata Postgres Operator 4.0.1 Community Edition 
+#### Service Accounts
+- Service accounts give us flexibility to control access to API without sharing user’s credentials. 
+- Service Accounts are also used by pods and other non-human actors to perform various actions and are a central vehicle by which their access to resources is managed. **By default, three service accounts are created in each project:**
+    1. **Builder:** Used by build pods and assigned the **system:image-builder** role, which grants push capability into the internal registry to any image stream in the project.
+    2. **Deployer:** Used by deploy pods and assigned the **system:deployer role**, which allows modifying replication controllers in the project.
+    3. **Default:** Used by all other pods by default.
+- You can see them by running the following command: 
+
+```
+oc get serviceaccounts
+oc get sa
+```
+
+- **Running a Pod with a Different Service Account.** You can run a pod with a service account other than the default:
+    - Edit the deployment configuration:  ```$ oc edit dc/<deployment_config>```
+    - Add the serviceAccount and serviceAccountName parameters to the spec field, and specify the service account you want to use:
+
+```
+spec:
+    securityContext: {}
+    serviceAccount: <service_account>
+    serviceAccountName: <service_account>
+```
+
+- Refs:
+    - [ref1](https://docs.openshift.com/container-platform/4.1/authentication/using-service-accounts-in-applications.html)
+    - [ref2](https://docs.okd.io/latest/dev_guide/deployments/basic_deployment_operations.html#run-pod-with-different-service-account) 
+    - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain) 
+
+- Each service account is represented by the ServiceAccount resource and is associated with two additional secrets for access to the OpenShift API and the internal registry:
+
+```
+$ oc describe serviceaccounts/default
+Name:                default
+Namespace:           pgouser1
+Labels:              <none>
+Annotations:         <none>
+Image pull secrets:  default-dockercfg-nrhwt
+Mountable secrets:   default-token-vm8b5
+                     default-dockercfg-nrhwt
+Tokens:              default-token-p6rhz
+                     default-token-vm8b5
+Events:              <none>
+
+```
+
+- The service account can be created and deleted with a simple command: 
+    - ```oc create sa myserviceaccount```
+    - ```oc delete sa/myserviceaccount```  
+- Every service account is also a member of two groups:
+    - **system:serviceaccounts**, which includes all service accounts in the cluster
+    - **system:serviceaccounts:<project\>**, which includes all service accounts in the project
+
+#### Roles assigned to Service Accounts
+- When you create a pod, if you do not specify a service account, it is automatically assigned the **default service account** in the same namespace. If you get the raw json or yaml for a pod you have created (e.g. ```oc get pods/podname -o yaml```), you can see the **spec.serviceAccountName** field has been automatically set.
+- You can grant privileges to groups of service accounts, which will effectively grant those privileges to all accounts in the group:
+  
+```
+$ oc adm policy add-role-to-group view system:serviceaccounts -n myproject
+role "view" added: "system:serviceaccounts" 
+```
+
+- For example, to grant view privileges to all service accounts in the cluster in the project myproject:
+
+```
+$ oc adm policy remove-role-from-group view system:serviceaccounts –n myproject
+role "view" removed: "system:serviceaccounts" 
+```
+
+#### Security Context Constraints (SCC)
+- **Security Context Constraints (SCCs)** control what actions pods can perform and what resources they can access. 
+- SCCs combine a set of security configurations into a single policy object that can be applied to pods. 
+- These security configurations include, but are not limited to, Linux Capabilities, Seccomp Profiles, User and Group ID Ranges, and types of mounts. 
+- OpenShift ships with several SCCs:
+    - The most constrained is the **restricted SCC**, and the least constrained is the **privileged SCC**:
+        - ```oc edit scc restricted```
+        - ```oc edit scc privileged``` 
+    - The other SCCs provide intermediate levels of constraint for various use cases. 
+    - **The restricted SCC is granted to all authenticated users by default.**
+    - **The default SCC for most pods should be the restricted SCC.**
+- If required, a cluster administrator may **allow certain pods to run with different SCCs**. Pods should be run with the most restrictive SCC possible. **Pods inherit their SCC from the Service Account used to run the pod**. With the default project template, new projects get a **Service Account named default** that is used to run pods. This default service account is only granted the ability to run the restricted SCC.
+
+<center>
+![crunchdydata scc1](images/crunchydata_scc1.png) ![crunchdydata scc2](images/crunchydata_scc2.png)
+</center>
+
+##### SCC Recommendations
+- Use OpenShift's Security Context Constraint feature, which has been contributed to Kubernetes as [Pod Security Policies (PSP)](https://kubernetes.io/docs/concepts/policy/pod-security-policy/). PSPs are still beta in Kubernetes 1.10, 1.11, 1.12, 1.13, 1.14, 1.15 .
+- **Use the restricted SCC as the default** 
+- For pods that require additional access, use the SCC that grants the least amount of additional privileges or create a custom SCC 
+- Remediation: Apply the SCC with the least privilege required
+- Audit: 
+    - To show all available SCCs: ```oc describe scc``` 
+    - To audit a single pod:  
+  
+```
+oc describe pod <POD> | grep openshift.io\/scc
+openshift.io/scc: restricted             
+``` 
+
+<center>
+![crunchdydata scc3](images/crunchydata_scc3.png)
+</center>
+
+- **Problem:** Default SCC is “restricted” SCC -> Crunchydata Postgres Cluster PODs are not rolled out
+    - ```oc get rs```: 
+
+    <center>
+    ![crunchdydata restricted scc](images/crunchydata_restricted_scc.png)
+    </center>
+
+    - ```oc describe rs mycluster5-lgyb-84b58f5dd9```: Warning **FailedCreate** 3m24s (x17 over 7m30s) **replicaset-controller Error creating: pods "mycluster5-lgyb-84b58f5dd9-" is forbidden: unable to validate against any security context constraint: [fsGroup: Invalid value: []int64{26}: 26 is not an allowed group]**
+
+#### Add a SCC to a Project
+- SCCs are not granted directly to a project. Instead, you add a service account to an SCC and either specify the service account name on your pod or, when unspecified, run as the **default** service account.
+- **To add a SCC to a user:**  ```oc adm policy add-scc-to-group <scc_name> <group_name>```
+- **To add a SCC to all service accounts in a namespace:**  
+  ```oc adm policy add-scc-to-group <scc_name>  system:serviceaccounts:<serviceaccount_namespace>```
+- If you are currently in the project to which the service account belongs, you can use the -z flag and just specify the **serviceaccount_name**:  
+  ```oc adm policy add-scc-to-user <scc_name> -z <serviceaccount_name>```
+- Examples:
+    - ```oc describe scc anyuid```
+    - ```oc adm policy add-scc-to-group anyuid system:serviceaccounts:pgouser1```
+    - ‘default’ serviceAccount: 
+  
+        ```
+        oc adm policy add-scc-to-user anyuid system:serviceaccounts:pgouser1:default
+        ``` 
+
+    - User registered in Identity Provider: 
+
+        ```
+        oc adm policy add-scc-to-user anyuid myuser
+        ```    
+
+    - Custom serviceAccount: 
+
+        ```
+        oc adm policy add-scc-to-user anyuid system:serviceaccounts:pgouser1:my-sa
+        ```    
+
+- Refs:
+    - [ref1](https://docs.openshift.com/container-platform/3.6/admin_guide/manage_scc.html)
+    - [ref2](https://docs.openshift.com/container-platform/3.6/admin_guide/manage_scc.html#add-scc-to-user-group-project)
+    - [ref3 🌟](https://dzone.com/articles/understanding-openshift-security-context-constrain)
+
+##### Workflow1 without custom Service Account and without DeploymentConfig
+
+<center>
+![crunchdydata scc workflow1](images/crunchydata_scc_workflow1.png)
+</center>
+
+##### Workflow2 with custom Service Account and without DeploymentConfig
+
+<center>
+![crunchdydata scc workflow2](images/crunchydata_scc_workflow2.png)
+</center>
+
+- Create a custom ServiceAccount and add a role to it within a Project:
+    1. ```oc project pgouser1```
+    2. ```oc get scc```
+    3. ```oc create serviceaccount my-sa –n pgouser1```
+    4. ```oc describe sa my-sa```
+    5. ```oc get scc```
+    6. ```oc adm policy add-scc-to-user anyuid system:serviceaccount:pgouser1:my-sa```
+    7. ```oc policy add-role-to-user edit system:serviceaccount:pgouser1:my-sa```
+    8. Alternative to step #6:
+   
+```
+oc edit scc anyuid 
+```
+
+```    
+users:
+- system:serviceaccount:pgouser1:my-sa
+```
+
+- Other commands of interest:
+    - ```oc get role```
+    - ```oc describe role pgo-role```
+    - ```oc edit role pgo-role``` 
+
+- References:
+    - [ref1](https://blog.openshift.com/understanding-service-accounts-sccs/)
+    - [ref2](https://docs.openshift.com/container-platform/4.1/authentication/understanding-and-creating-service-accounts.html)
+    - [ref3](https://docs.openshift.com/container-platform/4.1/authentication/managing-security-context-constraints.html#role-based-access-to-ssc_configuring-internal-oauth)
+
+##### Workflow3 with custom service Account and DeploymentConfig
+
+<center>
+![crunchdydata scc workflow3](images/crunchydata_scc_workflow3.png)
+</center>
+
+#### Environment setup. Port Forward and WSL
+- Deployment method used in this presentation: [Install Operator Using Bash](https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installation/other/bash/)
+- Config files setup by installer are saved in:
+    - “pgo” Project -> Deployments
+    - “pgo” Project -> Deployment Configs (empty, openshift feature not provided by CrunchyData)
+    - “pgo” Project -> Secrets
+    - “pgo” Project -> Config Maps
+- References:
+    - [ref1](https://access.crunchydata.com/documentation/postgres-operator/latest/operatorcli/pgo-overview/)
+    - [ref2](https://crunchydata.github.io/postgres-operator/latest/operatorcli/common-pgo-cli-operations/)
+- WSL (Windows Subystem for Linux): **alog/olog/clog** functions must be adapted to be run in WSL's Ubuntu:
+ 
+```
+vim $HOME/.bashrc
+```
+
+```
+# ~/.bashrc: executed by bash(1) for non-login shells.
+# see /usr/share/doc/bash/examples/startup-files (in the package bash-doc)
+# for examples
+# If not running interactively, don't do anything
+case $- in
+    *i*) ;;
+    *) return;;
+esac
+# don't put duplicate lines or lines starting with space in the history.
+# See bash(1) for more options
+HISTCONTROL=ignoreboth
+# append to the history file, don't overwrite it
+shopt -s histappend
+# for setting history length see HISTSIZE and HISTFILESIZE in bash(1)
+HISTSIZE=1000
+HISTFILESIZE=2000
+# check the window size after each command and, if necessary,
+# update the values of LINES and COLUMNS.
+shopt -s checkwinsize
+# If set, the pattern "**" used in a pathname expansion context will
+# match all files and zero or more directories and subdirectories.
+#shopt -s globstar
+# make less more friendly for non-text input files, see lesspipe(1)
+[ -x /usr/bin/lesspipe ] && eval "$(SHELL=/bin/sh lesspipe)"
+# set variable identifying the chroot you work in (used in the prompt below)
+if [ -z "${debian_chroot:-}" ] && [ -r /etc/debian_chroot ]; then
+    debian_chroot=$(cat /etc/debian_chroot)
+fi
+# set a fancy prompt (non-color, unless we know we "want" color)
+case "$TERM" in
+    xterm-color|*-256color) color_prompt=yes;;
+esac
+# uncomment for a colored prompt, if the terminal has the capability; turned
+# off by default to not distract the user: the focus in a terminal window
+# should be on the output of commands, not on the prompt
+#force_color_prompt=yes
+if [ -n "$force_color_prompt" ]; then
+    if [ -x /usr/bin/tput ] && tput setaf 1 >&/dev/null; then
+    # We have color support; assume it's compliant with Ecma-48
+    # (ISO/IEC-6429). (Lack of such support is extremely rare, and such
+    # a case would tend to support setf rather than setaf.)
+    color_prompt=yes
+    else
+    color_prompt=
+    fi
+fi
+if [ "$color_prompt" = yes ]; then
+    PS1='${debian_chroot:+($debian_chroot)}\[\033[01;32m\]\u@\h\[\033[00m\]:\[\033[01;34m\]\w\[\033[00m\]\$ '
+else
+    PS1='${debian_chroot:+($debian_chroot)}\u@\h:\w\$ '
+fi
+unset color_prompt force_color_prompt
+# If this is an xterm set the title to user@host:dir
+case "$TERM" in
+xterm*|rxvt*)
+    PS1="\[\e]0;${debian_chroot:+($debian_chroot)}\u@\h: \w\a\]$PS1"
+    ;;
+*)
+    ;;
+esac
+# enable color support of ls and also add handy aliases
+if [ -x /usr/bin/dircolors ]; then
+    test -r ~/.dircolors && eval "$(dircolors -b ~/.dircolors)" || eval "$(dircolors -b)"
+    alias ls='ls --color=auto'
+    #alias dir='dir --color=auto'
+    #alias vdir='vdir --color=auto'
+    alias grep='grep --color=auto'
+    alias fgrep='fgrep --color=auto'
+    alias egrep='egrep --color=auto'
+fi
+# colored GCC warnings and errors
+#export GCC_COLORS='error=01;31:warning=01;35:note=01;36:caret=01;32:locus=01:quote=01'
+# some more ls aliases
+alias ll='ls -alF'
+alias la='ls -A'
+alias l='ls -CF'
+# Add an "alert" alias for long running commands.  Use like so:
+#   sleep 10; alert
+alias alert='notify-send --urgency=low -i "$([ $? = 0 ] && echo terminal || echo error)" "$(history|tail -n1|sed -e '\''s/^\s*[0-9]\+\s*//;s/[;&|]\s*alert$//'\'')"'
+# Alias definitions.
+# You may want to put all your additions into a separate file like
+# ~/.bash_aliases, instead of adding them here directly.
+# See /usr/share/doc/bash-doc/examples in the bash-doc package.
+if [ -f ~/.bash_aliases ]; then
+    . ~/.bash_aliases
+fi
+# enable programmable completion features (you don't need to enable
+# this, if it's already enabled in /etc/bash.bashrc and /etc/profile
+# sources /etc/bash.bashrc).
+if ! shopt -oq posix; then
+if [ -f /usr/share/bash-completion/bash_completion ]; then
+    . /usr/share/bash-completion/bash_completion
+elif [ -f /etc/bash_completion ]; then
+    . /etc/bash_completion
+fi
+fi
+#########################################
+# CRUNCHYDATA POSTGRES OPERATOR SETTINGS:
+#########################################
+# operator env vars
+export PATH=$PATH:$HOME/odev/bin
+export PGO_APISERVER_URL=https://127.0.0.1:18443
+#export PGO_APISERVER_URL=https://172.25.212.138:8443
+export PGO_CA_CERT=$HOME/odev/src/github.com/crunchydata/postgres-operator/conf/postgres-operator/server.crt
+export PGO_CLIENT_CERT=$HOME/odev/src/github.com/crunchydata/postgres-operator/conf/postgres-operator/server.crt
+export PGO_CLIENT_KEY=$HOME/odev/src/github.com/crunchydata/postgres-operator/conf/postgres-operator/server.key
+#alias setip='export PGO_APISERVER_URL=https://`kubectl get service postgres-operator -o=jsonpath="{.spec.clusterIP}"`:18443'
+#alias alog='kubectl logs `kubectl get pod --selector=name=postgres-operator -o jsonpath="{.items[0].metadata.name}"` -c apiserver'
+#alias olog='kubectl logs `kubectl get pod --selector=name=postgres-operator -o jsonpath="{.items[0].metadata.name}"` -c operator'
+#
+export CCP_IMAGE_TAG=rhel7-11.1-2.3.0
+export CCP_IMAGE_PREFIX=registry.connect.redhat.com/crunchydata
+export PGO_CMD=oc
+export PGO_BASEOS=rhel7
+export PGO_VERSION=4.0.1
+export PGO_NAMESPACE=pgo
+export PGO_IMAGE_TAG=rhel7-4.0.1
+export PGO_IMAGE_PREFIX=registry.connect.redhat.com/crunchydata
+export GOPATH=$HOME/odev
+export GOBIN=$GOPATH/bin
+export PATH=$PATH:$GOBIN
+# NAMESPACE is the list of namespaces the Operator will watch
+export NAMESPACE=pgouser1,pgouser2
+# PGO_OPERATOR_NAMESPACE is the namespace the Operator is deployed into
+export PGO_OPERATOR_NAMESPACE=pgo
+# PGO_CMD values are either kubectl or oc, use oc if Openshift
+export PGO_CMD=kubectl
+# the directory location of the Operator scripts
+export PGOROOT=$GOPATH/src/github.com/crunchydata/postgres-operator
+# the version of the Operator you run is set by these vars
+export PGO_IMAGE_PREFIX=crunchydata
+export PGO_BASEOS=centos7
+export PGO_VERSION=4.0.1
+export PGO_IMAGE_TAG=$PGO_BASEOS-$PGO_VERSION
+# for the pgo CLI to authenticate with using TLS
+export PGO_CA_CERT=$PGOROOT/conf/postgres-operator/server.crt
+export PGO_CLIENT_CERT=$PGOROOT/conf/postgres-operator/server.crt
+export PGO_CLIENT_KEY=$PGOROOT/conf/postgres-operator/server.key
+# common bash functions for working with the Operator
+function setip() { 
+export PGO_APISERVER_URL=https://`$PGO_CMD -n "$PGO_OPERATOR_NAMESPACE" get service postgres-operator -o=jsonpath="{.spec.clusterIP}"`:18443 
+export CO_APISERVER_URL=https://`$PGO_CMD -n "$PGO_OPERATOR_NAMESPACE" get service postgres-operator -o=jsonpath="{.spec.clusterIP}"`:18443 
+}
+function alog() {
+$PGO_CMD  -n "$PGO_OPERATOR_NAMESPACE" logs `$PGO_CMD  -n "$PGO_OPERATOR_NAMESPACE" get pod --selector=name=postgres-operator -o jsonpath="{.items[0].metadata.name}"` -c apiserver
+}
+function olog () {
+$PGO_CMD  -n "$PGO_OPERATOR_NAMESPACE" logs `$PGO_CMD  -n "$PGO_OPERATOR_NAMESPACE" get pod --selector=name=postgres-operator -o jsonpath="{.items[0].metadata.name}"` -c operator
+}
+function slog () {
+$PGO_CMD  -n "$PGO_OPERATOR_NAMESPACE" logs `$PGO_CMD  -n "$PGO_OPERATOR_NAMESPACE" get pod --selector=name=postgres-operator -o jsonpath="{.items[0].metadata.name}"` -c scheduler
+}
+#export DOCKER_HOST=tcp://localhost:2375
+# crunchy containers: https://github.com/CrunchyData/crunchy-containers/tree/2.4.1
+export GOPATH=$HOME/cdev        # set path to your new Go workspace
+export GOBIN=$GOPATH/bin        # set bin path 
+export PATH=$PATH:$GOBIN        # add Go bin path to your overall path
+export CCP_BASEOS=centos7       # centos7 for Centos, rhel7 for Redhat
+export CCP_PGVERSION=10         # The PostgreSQL major version
+export CCP_PG_FULLVERSION=10.9
+export CCP_VERSION=2.4.1
+export CCP_IMAGE_PREFIX=crunchydata # Prefix to put before all the container image names
+export CCP_IMAGE_TAG=$CCP_BASEOS-$CCP_PG_FULLVERSION-$CCP_VERSION   # Used to tag the images
+export CCPROOT=$GOPATH/src/github.com/crunchydata/crunchy-containers    # The base of the clone github repo
+export CCP_SECURITY_CONTEXT=""
+export CCP_CLI=oc          # kubectl for K8s, oc for OpenShift
+export CCP_NAMESPACE=crunchy-containers       # Change this to whatever namespace/openshift project name you want to use
+export CCP_SECURITY_CONTEXT='"fsGroup":26'
+export CCP_STORAGE_CLASS=gp2
+export CCP_STORAGE_MODE=ReadWriteOnce
+export CCP_STORAGE_CAPACITY=400M
+```
+<br/>
+
+- **port-forward** to reach postgres-operator POD with ‘pgo’ tool (18443 port defined in previous .bashrc): 
+
+```
+oc project pgo
+oc get pod 
+oc port-forward postgres-operator-844d8f9777-8d5k5 -n pgo 18443:8443
+```
+
+#### Cluster Deployment and Operation with pgo
+
+```
+pgo create cluster mycluster --pgpool -n pgouser1 --resources-config=small --replica-count=1
+pgo show cluster --all -n pgouser1
+pgo backup mycluster --backup-type=pgbackrest –n pgouser1
+pgo failover mycluster --query –n pgouser1
+pgo failover mycluster --target=mycluster-olvhy –n pgouser1
+pgo test mycluster -n pgouser1
+pgo create cluster somefastpg -n pgouser1 --node-label=speed=fast
+pgo create cluster abouncer --pgbouncer  (sidecar pgbouncer added to this PG cluster)
+pgo create cluster apgpool --pgpool 
+pgo status cluster mycluster –n pgouser1
+pgo ls mycluster –n pgouser1
+pgo reload mycluster –n pgouser1
+pgo scale mycluster –n pgouser1
+```
+
+PGO USER allows you to manage users and passwords across a set of clusters:
+
+```
+pgo user –-selector=name=mycluster --expired=300 –-update-password –n pgouser1
+pgo user –-change-password=bob –n pgouser1 --selector=name=mycluster --password=newpass
+```
+
+#### Psql access from postgres operator POD
+
+```
+oc project pgo
+oc get pods
+oc rsh postgres-operator-844d8f9777-ppjv9
+export PGPASSWORD=password
+psql -h mycluster-pgpool.pgouser1 -U testuser -l
+psql -h mycluster-pgpool.pgouser1 -U postgres -c "CREATE DATABASE testdb"
+psql -h mycluster-pgpool.pgouser1 -U postgres testdb -c "CREATE TABLE test (ID CHAR(4) NOT NULL, name TEXT NOT NULL, PRIMARY KEY (id))"
+psql -h mycluster-pgpool.pgouser1 -U postgres testdb -c "INSERT INTO test (id,name) VALUES (1, 'user01')"
+psql -h mycluster-pgpool.pgouser1 -U postgres testdb -c "select * from test"
+```
+
+#### List Databases with psql
+
+```
+postgres=# \l
+                                 List of databases
+   Name    |  Owner   | Encoding |  Collate   |   Ctype    |   Access privileges
+-----------+----------+----------+------------+------------+-----------------------
+ postgres  | postgres | UTF8     | en_US.UTF8 | en_US.UTF8 |
+ template0 | postgres | UTF8     | en_US.UTF8 | en_US.UTF8 | =c/postgres          +
+           |          |          |            |            | postgres=CTc/postgres
+ template1 | postgres | UTF8     | en_US.UTF8 | en_US.UTF8 | =c/postgres          +
+           |          |          |            |            | postgres=CTc/postgres
+ userdb    | postgres | UTF8     | en_US.UTF8 | en_US.UTF8 | =Tc/postgres         +
+           |          |          |            |            | postgres=CTc/postgres+
+           |          |          |            |            | testuser=CTc/postgres+
+           |          |          |            |            | user1=CTc/postgres
+(4 rows)
+```
+
+#### Access from another POD within the cluster with psql client
+For example with [this psql client](https://hub.docker.com/r/centos/postgresql-10-centos7)
+
+```
+oc rsh postgresql-10-centos7-1-pjh46
+sh-4.2$ psql -p 5432 -h mycluster-pgpool.pgouser1 -U postgres postgres
+psql (10.6, server 11.3)
+WARNING: psql major version 10, server major version 11.
+         Some psql features might not work.
+Type "help" for help.
+
+postgres=#
+```
+
+#### Access from another POD within the cluster with Pgadmin4 of Crunchy containers Community Edition
+- [crunchy-pgadmin4](https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/container-specifications/crunchy-pgadmin4/)
+- [pgAdmin 4](https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/examples/administration/pgadmin4/)
+
+<center>
+![crunchdydata pgadmin](images/crunchydata_pgadmin.png)
+</center>
+
+#### Debugging Crunchydata Postgres Operator 4.0.1 Community Edition
+- Debug level logging in turned on by default when deploying the Operator.
+- Sample bash functions are supplied in examples/envs.sh to view the Operator logs.
+- You can view the Operator REST API logs with the **alog** bash function.
+- You can view the Operator core logic logs with the **olog** bash function.
+- You can view the Scheduler logs with the **slog** bash function.
+- You can enable the pgo CLI debugging with the following flag:
+    ```
+    $ pgo version --debug
+    ```
+- You can set the REST API URL as follows after a deployment if you are developing on your local host by executing the **setip** bash function.
+- “alog”, “olog”, “slog” and “setip” are defined in $HOME/.bashrc
+
+
+### Certified Crunchydata Postgres Operator (OLM/OperatorHub). Manual Setup
+-  We will set this up manually:
+    - StorageClass changed to “gp2” in YAML file (AWS)
+    - ‘pgo’ tool compatibility issues
+
+<center>
+![crunchdydata operatorhub install2](images/crunchydata_operatorhub_install1.png)
+
+![crunchdydata operatorhub install2](images/crunchydata_operatorhub_install2.png)
+</center>
+
+- NO PODs are deployed -> configuration needed:
+
+<center>
+![crunchdydata operatorhub install3](images/crunchydata_operatorhub_install3.png)
+
+![crunchdydata operatorhub install4](images/crunchydata_operatorhub_install4.png)
+</center>
+
+- Replica Sets: where PODs should be launched
+
+<center>
+![crunchdydata operatorhub install5](images/crunchydata_operatorhub_install5.png)
+</center>
+
+- ReplicaSets (environment) and Deployment:
+
+<center>
+![crunchdydata operatorhub install6](images/crunchydata_operatorhub_install6.png)
+
+![crunchdydata operatorhub install7](images/crunchydata_operatorhub_install7.png)
+</center>
+
+- Error detected. Solution: 
+
+```
+oc adm policy add-scc-to-user anyuid system:serviceaccount:pgophub:default
+```
+
+<center>
+![crunchdydata operatorhub install8](images/crunchydata_operatorhub_install8.png)
+</center>
+
+- We see now a new POD being created:
+
+<center>
+![crunchdydata operatorhub install9](images/crunchydata_operatorhub_install9.png)
+</center>
+
+- New errors: “secrets” need to be setup:
+
+<center>
+![crunchdydata operatorhub install10](images/crunchydata_operatorhub_install10.png)
+
+![crunchdydata operatorhub install11](images/crunchydata_operatorhub_install11.png)
+
+![crunchdydata operatorhub install12](images/crunchydata_operatorhub_install12.png)
+</center>
+
+- New errors: 3 “secrets” need to be setup manually -> POD is started successfully and we have psql access.
+
+<center>
+![crunchdydata operatorhub install13](images/crunchydata_operatorhub_install13.png) ![crunchdydata operatorhub install14](images/crunchydata_operatorhub_install14.png)
+
+![crunchdydata operatorhub install15](images/crunchydata_operatorhub_install15.png)
+
+![crunchdydata operatorhub install16](images/crunchydata_operatorhub_install16.png)
+</center>
\ No newline at end of file
diff --git a/docs/databases.md b/docs/databases.md
index 660276a2..ed46c929 100644
--- a/docs/databases.md
+++ b/docs/databases.md
@@ -18,27 +18,6 @@
 - [Spilo PostgreSQL Operator](#spilo-postgresql-operator)
 - [Zalando PostgreSQL Operator](#zalando-postgresql-operator)
 - [Crunchy Data PostgreSQL Operator](#crunchy-data-postgresql-operator)
-    - [Crunchy Data Developer Portal](#crunchy-data-developer-portal)
-    - [Crunchy Data Postgres Operator in OpenShift 4. Overview & Proof of Concept](#crunchy-data-postgres-operator-in-openshift-4-overview--proof-of-concept)
-        - [Crunchydata Postgres Operator 3.5](#crunchydata-postgres-operator-35)
-        - [Crunchydata Postgres Operator 4.0.1](#crunchydata-postgres-operator-401)
-        - [Crunchydata Postgres Operator 4.0.1 Community Edition](#crunchydata-postgres-operator-401-community-edition)
-            - [Service Accounts](#service-accounts)
-            - [Roles assigned to Service Accounts](#roles-assigned-to-service-accounts)
-            - [Security Context Constraints (SCC)](#security-context-constraints-scc)
-                - [SCC Recommendations](#scc-recommendations)
-            - [Add a SCC to a Project](#add-a-scc-to-a-project)
-                - [Workflow1 without custom Service Account and without DeploymentConfig](#workflow1-without-custom-service-account-and-without-deploymentconfig)
-                - [Workflow2 with custom Service Account and without DeploymentConfig](#workflow2-with-custom-service-account-and-without-deploymentconfig)
-                - [Workflow3 with custom service Account and DeploymentConfig](#workflow3-with-custom-service-account-and-deploymentconfig)
-            - [Environment setup. Port Forward and WSL](#environment-setup-port-forward-and-wsl)
-            - [Cluster Deployment and Operation with pgo](#cluster-deployment-and-operation-with-pgo)
-            - [Psql access from postgres operator POD](#psql-access-from-postgres-operator-pod)
-            - [List Databases with psql](#list-databases-with-psql)
-            - [Access from another POD within the cluster with psql client](#access-from-another-pod-within-the-cluster-with-psql-client)
-            - [Access from another POD within the cluster with Pgadmin4 of Crunchy containers Community Edition](#access-from-another-pod-within-the-cluster-with-pgadmin4-of-crunchy-containers-community-edition)
-            - [Debugging Crunchydata Postgres Operator 4.0.1 Community Edition](#debugging-crunchydata-postgres-operator-401-community-edition)
-        - [Certified Crunchydata Postgres Operator (OLM/OperatorHub). Manual Setup](#certified-crunchydata-postgres-operator-olmoperatorhub-manual-setup)
 - [Oracle 12c on OpenShift Container Platform](#oracle-12c-on-openshift-container-platform)
 - [Oracle Database Operator for Kubernetes](#oracle-database-operator-for-kubernetes)
 - [SQL Server](#sql-server)
@@ -91,6 +70,7 @@
 * [venturebeat.com: The rise of Kubernetes and its impact on enterprise databases](https://venturebeat.com/2021/11/03/the-rise-of-kubernetes-and-its-impact-on-enterprise-databases/)
 * [vladmihalcea.com: Single-Primary Database Replication](https://vladmihalcea.com/single-primary-database-replication/)
 * [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank) A completely scalable intake solution that didn't require a database because all the data was stored on S3.
+* [intellipaat.com: Difference between DBMS and RDBMS](https://intellipaat.com/blog/dbms-vs-rdbms-difference/) DBMS and RDBMS sound very similar, but can be confusing to those who are completely new to the database domain. Both of them are based on the technology of storing data. However, we will dive into this DBMS vs RDBMS blog to learn the difference between them.
 
 ## How to choose the right database for your service 
 * [medium.com: How to choose the right database for your service 🌟](https://medium.com/wix-engineering/how-to-choose-the-right-database-for-your-service-97b1670c5632)
@@ -157,7 +137,7 @@
 
 ## Cockroach Cloud Native Database
 * [Wikipedia: CockroachDB](https://en.wikipedia.org/wiki/Cockroach_Labs) is a project that is designed to store copies of data in multiple locations in order to deliver speedy access. It is described as a scalable, consistently-replicated, transactional datastore.
-* [Cockroach](https://www.cockroachlabs.com/docs/stable/orchestration.html)
+* [==Cockroach==](https://www.cockroachlabs.com/docs/stable/orchestration.html)
 
 ## Operator Lifecycle Manager (OLM)
 - [itnext.io: Operator Lifecycle Manager](https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04)
@@ -172,686 +152,7 @@
 * [vitobotta.com: Postgres on Kubernetes with the Zalando operator](https://vitobotta.com/2020/02/05/postgres-kubernetes-zalando-operator/)
 
 ## Crunchy Data PostgreSQL Operator
-* [crunchydata.com](https://www.crunchydata.com/)
-* [redhat.com: Overview - Crunchy Data PostgreSQL on Red Hat OpenShift Container Storage 🌟](https://www.redhat.com/en/resources/crunchy-data-postgresql-overview)
-* [learn.crunchydata.com 🌟](https://learn.crunchydata.com/)
-* [github.com/CrunchyData](https://github.com/CrunchyData)
-* [github.com/CrunchyData/postgres-operator](https://github.com/CrunchyData/postgres-operator)
-* [Documentation: Crunchy Data Container Suite 🌟](https://access.crunchydata.com/documentation/crunchy-postgres-containers/latest/)
-* [crunchydata blog: Deploying Active-Active PostgreSQL on Kubernetes](https://info.crunchydata.com/blog/active-active-on-kubernetes)
-* [crunchydata blog: What's New in Crunchy PostgreSQL Operator 4.0](https://info.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0)
-* [slideshare.net: Deploying PostgreSQL on Kubernetes](https://www.slideshare.net/vyruss000/deploying-postgresql-on-kubernetes)
-* [slideshare.net: Operating PostgreSQL at Scale with Kubernetes](https://www.slideshare.net/jkatz05/operating-postgresql-at-scale-with-kubernetes-137132067)
-* [Youtube: Demo of Crunchy Data Postgres Operator v1.0.0 (2017)](https://www.youtube.com/watch?v=HX10WWTRiTY)
-* [Youtube: Crunchy PostgreSQL Operator for Kubernetes 3.4 Overview (2018)](https://www.youtube.com/watch?v=gaXlrlz7GVc)
-* [Youtube: OpenShift Meetup Tokyo #05 - Operator and Operator Lifecycle Manager on OpenShift (2019, openshift 4.1)](https://www.youtube.com/watch?v=X4vuktlK0Tg)
-* [info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes](https://info.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes)
-* [info.crunchydata.com: Deploy High-Availability PostgreSQL Clusters on Kubernetes by Example](https://info.crunchydata.com/blog/deploy-high-availability-postgresql-on-kubernetes)
-* [info.crunchydata.com: Migrating from Oracle to PostgreSQL: Tips and Tricks](https://info.crunchydata.com/blog/migrating-from-oracle-to-postgresql-questions-and-considerations)
-* [info.crunchydata.com: Scheduled PostgreSQL Backups and Retention Policies with Kubernetes](https://info.crunchydata.com/blog/schedule-postgresql-backups-and-retention-with-kubernetes)
-* [info.crunchydata.com: Guard Against Transaction Loss with PostgreSQL Synchronous Replication](https://info.crunchydata.com/blog/synchronous-replication-in-the-postgresql-operator-for-kubernetes-guarding-against-transactions-loss)
-* [info.crunchydata.com: Crunchy PostgreSQL for Kubernetes 4.3 Released](https://info.crunchydata.com/news/crunchy-postgresql-for-kuberenetes-4.3) Crunchy #PostgreSQL for #Kubernetes 4.3 released! Now supports multi-Kubernetes deployments, easier customization + installation, TLS, pgAdmin 4, improved pgBouncer support, and much more!
-* [info.crunchydata.com: Deploy pgAdmin4 with PostgreSQL on Kubernetes](https://info.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes)
-* [info.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](https://info.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments)
-* [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://info.crunchydata.com/blog/d-meta)
-* [info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY](https://info.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy)
-* [info.crunchydata.com: Composite Primary Keys, PostgreSQL and Django](https://info.crunchydata.com/blog/composite-primary-keys-postgresql-and-django)
-* [info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift](https://info.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift)
-* [info.crunchydata.com: Introducing the Postgres Prometheus Adapter](https://info.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-postgresql-monitoring-1)
-* [info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift](https://info.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift)
-* [info.crunchydata.com: Deploying Active-Active PostgreSQL on Kubernetes](https://info.crunchydata.com/blog/active-active-on-kubernetes)
-* [opensource.com: Scaling PostgreSQL with Kubernetes Operators 🌟](https://opensource.com/article/19/2/scaling-postgresql-kubernetes-operators) Operators let users create standardized interfaces for managing stateful applications, like PostgreSQL, across Kubernetes-enabled cloud environments.
-* [info.crunchydata.com: Setup ora2pg for Oracle to Postgres Migration](https://info.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration)
-* [info.crunchydata.com: pgBackRest - Performing Backups on a Standby Cluster](https://info.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-cluster)
-* [thenewstack.io: Advanced Kubernetes Namespace Management with the PostgreSQL Operator 🌟](https://thenewstack.io/advanced-kubernetes-namespace-management-with-the-postgresql-operator/)
-* [postgresql.org: Crunchy PostgreSQL Operator 4.5: Enhanced Monitoring, Custom Annotations, PostgreSQL 13 🌟](https://www.postgresql.org/about/news/crunchy-postgresql-operator-45-enhanced-monitoring-custom-annotations-postgresql-13-2086/)
-* [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://info.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)
-* [redhat.com: Crunchy Data PostgreSQL on Red Hat OpenShift Container Storage (Overview) 🌟](https://www.redhat.com/en/resources/crunchy-data-postgresql-overview)
-* [info.crunchydata.com: PostgreSQL Monitoring for Application Developers: The DBA Fundamentals](https://info.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats)
-* [youtube: OCB: High Availability PostgreSQL and more on OpenShift - Jonathan Katz (Crunchy Data) 🌟](https://www.youtube.com/watch?v=9jbR9lZuSU0) Learn how the PostgreSQL Operator from Crunchy Data makes it easy to deploy high availability Postgres clusters on OpenShift. Beyond that, we'll look at how the Operator pattern makes it possible to run your own open source database-as-a-service and cover the essential features: provisioning, HA, disaster recovery, monitoring, and how to do it all securely!
-* [info.crunchydata.com: Tuning Your Postgres Database for High Write Loads](https://info.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads)
-* [info.crunchydata.com: Using the PostgreSQL Operator with Rook Ceph Storage](https://info.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-storage)
-* [info.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](https://info.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments)
-* [developer.ibm.com: Deploy a Crunchy PostgreSQL for Kubernetes Operator to an OpenShift cluster 🌟](https://developer.ibm.com/technologies/databases/tutorials/deploy-a-crunchy-posgresql-kubernetes-operator-red-hat-marketplace-openshift/) Follow these steps to deploy a supported Crunchy PostgreSQL for Kubernetes operator from Red Hat Marketplace to an OpenShift cluster
-* [info.crunchydata.com: An Easy Recipe for Creating a PostgreSQL Cluster with Docker Swarm](https://info.crunchydata.com/blog/an-easy-recipe-for-creating-a-postgresql-cluster-with-docker-swarm)
-* [info.crunchydata.com: Deploying the PostgreSQL Operator on GKE](https://info.crunchydata.com/blog/install-postgres-operator-kubernetes-on-gke-ansible)
-* [info.crunchydata.com: Using GitOps to Self-Manage Postgres in Kubernetes 🌟](https://info.crunchydata.com/blog/gitops-postgres-kubernetes)
-* [info.crunchydata.com: Kubernetes Pod Tolerations and Postgres Deployment Strategies](https://info.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies)
-* [blog.crunchydata.com: Helm, GitOps and the Postgres Operator](https://blog.crunchydata.com/blog/gitops-postgres-kubernetes-helm)
-* [blog.crunchydata.com: Crunchy Postgres Operator 4.6.0 🌟](https://blog.crunchydata.com/blog/crunchy-postgres-operator-4.6.0)
-* [blog.crunchydata.com: Deploy PostgreSQL With TLS in Kubernetes](https://blog.crunchydata.com/blog/set-up-tls-for-postgresql-in-kubernetes)
-* [blog.crunchydata.com: Announcing Google Cloud Storage (GCS) Support for pgBackRest](https://blog.crunchydata.com/blog/announcing-google-cloud-storage-gcs-support-for-pgbackrest)
-* [youtube: Install and use Crunchy PostgreSQLfor OpenShift operator for simple todo app on OpenShift 🌟](https://www.youtube.com/watch?v=9wuUXi6Qbis&ab_channel=MichaelBornholdtNielsen)
-* [blog.crunchydata.com: Query Optimization in Postgres with pg_stat_statements](https://blog.crunchydata.com/blog/tentative-smarter-query-optimization-in-postgres-starts-with-pg_stat_statements)
-* [blog.crunchydata.com: Kubernetes Pod Tolerations and Postgres Deployment Strategies 🌟](https://blog.crunchydata.com/blog/kubernetes-pod-tolerations-and-postgresql-deployment-strategies)
-* [blog.crunchydata.com: Active-Active PostgreSQL Federation on Kubernetes](https://blog.crunchydata.com/blog/active-active-postgres-federation-on-kubernetes)
-* [blog.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](https://blog.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments)
-* [blog.crunchydata.com: Next Generation Crunchy Postgres for Kubernetes 5.0 Released](https://blog.crunchydata.com/news/next-generation-crunchy-postgres-for-kubernetes-released)
-* [blog.crunchydata.com: pgBackRest Point-In-Time Recovery Using Crunchy PostgreSQL Operator](https://blog.crunchydata.com/blog/pgbackrest-point-in-time-recovery-using-crunchy-postgresql-operator)
-* [blog.crunchydata.com: Using Cert Manager to Deploy TLS for Postgres on Kubernetes](https://blog.crunchydata.com/blog/using-cert-manager-to-deploy-tls-for-postgres-on-kubernetes)
-* [dzone: PostgreSQL HA and Kubernetes](https://dzone.com/articles/postgresql-ha-and-kubernetes) I share my thoughts about how to set up a PostgreSQL Database in Kubernetes with some level of high availability, introducing 3 different architectural styles to do so.
-* [blog.crunchydata.com: Can't Resize your Postgres Kubernetes Volume? No Problem!](https://blog.crunchydata.com/blog/resize-postgres-kubernetes-volume-instance-sets)
-* [blog.crunchydata.com: Your Guide to Connection Management in Postgres 🌟](https://blog.crunchydata.com/blog/your-guide-to-connection-management-in-postgres)
-* [==blog.crunchydata.com: PostgreSQL 14 on Kubernetes (with examples!)==](https://blog.crunchydata.com/blog/postgresql-14-on-kubernetes)
-* [blog.crunchydata.com: Kubernetes + Postgres Cluster From Scratch on Rocky 8](https://blog.crunchydata.com/blog/kube-cluster-from-scratch-on-rocky-8)
-
-### Crunchy Data Developer Portal
-- [Announcing the Crunchy Data Developer Portal](https://info.crunchydata.com/blog/announcing-the-crunchy-data-developer-portal)
-- [Crunchy Data Developer Portal](https://www.crunchydata.com/developers) Self-service tools for developers and data scientists to easily get productive with PostgreSQL and Crunchy Data products.
-
-### Crunchy Data Postgres Operator in OpenShift 4. Overview & Proof of Concept
-- In earlier days, Red Hat recommended running PostgreSQL database outside the Kubernetes cluster. Now, with [Kubernetes Operator](https://kubernetes.io/docs/concepts/extend-kubernetes/operator/) technology, you can run stateful database applications on Kubernetes.
-- [Crunchy PostgreSQL Operator](https://github.com/CrunchyData/postgres-operator) extends Kubernetes to give you the power to easily  create, configure and manage PostgreSQL clusters at scale.  When combined with the [Crunchy PostgreSQL Container Suite](https://github.com/CrunchyData/crunchy-containers), the Crunchy PostgreSQL Operator provides an open source software solution for PostgreSQL scaling, high-availability, disaster recovery, monitoring, and more.  All of this capability comes with the repeatability and automation that comes from Operators on Kubernetes.
-- Crunchy PostgreSQL Operator is open source and developed in close collaboration with users to support enterprise deployments of cloud agnostic PostgreSQL-as-a-Service capability. This release comes after extensive feedback from our customers and the community to ensure the scalability and security that sysadmins, DBAs, and developers have come to rely on.
-- [Crunchy PostgreSQL and Openshift](https://www.openshift.com/blog/leveraging-the-crunchy-postgresql)
-- Crunchy Postgres Solutions: 
-    1. **[Postgres Operator Community Edition](https://github.com/CrunchyData/postgres-operator):**
-        - ‘pgo’ CLI tool
-        - Not certified by Red Hat
-        - The Operator can be deployed by multiple methods including:
-            - [The PostgreSQL Operator Installer with kubectl](https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installation/postgres-operator/)
-            - [Install Operator Using Bash (the one used in this overview)](https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installation/other/bash/)
-            - [Ansible playbook installation](https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installation/other/ansible/)
-            - CLI installation using OLM **(Deprecated)**: new CatalogSource added via “pgo.catalogsource.yaml”.
-            - Openshift Console installation using OLM (OperatorHub):
-                - New CatalogSource requirement. 
-                - CLI settings required.
-    2. **Certified Crunchydata Postgres Operator (OLM/OperatorHub):**
-        - Openshift Console installation using OLM (OperatorHub): One-click deployment and Web based operation
-        - **No ‘pgo’ CLI tool?** (compatibility issues: unable to find in github the version that matches the server API - Sept 2019)
-        - Certified by Red Hat
-        - Provided by CrunchyData
-    3. Other non-certified installations (unsupported by Red Hat): with or without OLM, CLI, etc.
-- **[Crunchy Containers Community Edition](https://github.com/CrunchyData/crunchy-containers):**
-    - Installation:
-        1. [Installation guide](https://access.crunchydata.com/documentation/crunchy-postgres-containers/latest/installation-guide/installation-guide/)
-        2. [Pgadmin4 install](https://access.crunchydata.com/documentation/crunchy-postgres-containers/latest/examples/administration/pgadmin4/) (easy)
-    - Not certified by Red Hat
-
-<center>
-![crunchdydata in operatorhub](images/crunchydata_operator_hub.png)
-</center>
-
-#### Crunchydata Postgres Operator 3.5
-- Release date: Januay 2019
-- pgBackRest Architecture Enhancements
-- pgBackRest Point-In-Time-Recovery
-- Fast Failover
-- Archive Storage Configuration
-- Preferred Failover Node Label
-- pgo-scheduler
-
-<center>
-![crunchydata operator 3.5](images/crunchydata_operator_3_5.png)
-</center>
-
-#### Crunchydata Postgres Operator 4.0.1
-- Release date: June 2019
-- **Namespace Deployment Options:** Ability to deploy the operator its own namespace but manage PostgreSQL clusters in multiple namespace. The new namespace management features lets users create multi-tenant PostgreSQL environments that add further isolation and security to their deployments. 
-- **Further Enhancements to pgBackRest Integration:** Perform pgBackRest backups to **Amazon S3**. This allows  users to create an automated, geographically distributed, and hybrid cloud disaster recovery strategy.
-- Integrated PostgreSQL **Benchmarking**
-- **Ansible** Playbook Based Installation
-- **Operator Lifecycle Management (OLM):** The OLM project is a component of the Operator Framework, an open source toolkit to manage Operators, in an effective, automated, and scalable way. OLM concepts were included into Crunchy PostgreSQL Operator to assist in the deployment on Kubernetes using OLM integration.
-
-<center>
-![crunchdydata operator 4.0.1](images/crunchydata_operator_4_0_1.png)
-</center>
-
-#### Crunchydata Postgres Operator 4.0.1 Community Edition 
-##### Service Accounts
-- Service accounts give us flexibility to control access to API without sharing user’s credentials. 
-- Service Accounts are also used by pods and other non-human actors to perform various actions and are a central vehicle by which their access to resources is managed. **By default, three service accounts are created in each project:**
-    1. **Builder:** Used by build pods and assigned the **system:image-builder** role, which grants push capability into the internal registry to any image stream in the project.
-    2. **Deployer:** Used by deploy pods and assigned the **system:deployer role**, which allows modifying replication controllers in the project.
-    3. **Default:** Used by all other pods by default.
-- You can see them by running the following command: 
-
-```
-oc get serviceaccounts
-oc get sa
-```
-
-- **Running a Pod with a Different Service Account.** You can run a pod with a service account other than the default:
-    - Edit the deployment configuration:  ```$ oc edit dc/<deployment_config>```
-    - Add the serviceAccount and serviceAccountName parameters to the spec field, and specify the service account you want to use:
-
-```
-spec:
-    securityContext: {}
-    serviceAccount: <service_account>
-    serviceAccountName: <service_account>
-```
-
-- Refs:
-    - [ref1](https://docs.openshift.com/container-platform/4.1/authentication/using-service-accounts-in-applications.html)
-    - [ref2](https://docs.okd.io/latest/dev_guide/deployments/basic_deployment_operations.html#run-pod-with-different-service-account) 
-    - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain) 
-
-- Each service account is represented by the ServiceAccount resource and is associated with two additional secrets for access to the OpenShift API and the internal registry:
-
-```
-$ oc describe serviceaccounts/default
-Name:                default
-Namespace:           pgouser1
-Labels:              <none>
-Annotations:         <none>
-Image pull secrets:  default-dockercfg-nrhwt
-Mountable secrets:   default-token-vm8b5
-                     default-dockercfg-nrhwt
-Tokens:              default-token-p6rhz
-                     default-token-vm8b5
-Events:              <none>
-
-```
-
-- The service account can be created and deleted with a simple command: 
-    - ```oc create sa myserviceaccount```
-    - ```oc delete sa/myserviceaccount```  
-- Every service account is also a member of two groups:
-    - **system:serviceaccounts**, which includes all service accounts in the cluster
-    - **system:serviceaccounts:<project\>**, which includes all service accounts in the project
-
-##### Roles assigned to Service Accounts
-- When you create a pod, if you do not specify a service account, it is automatically assigned the **default service account** in the same namespace. If you get the raw json or yaml for a pod you have created (e.g. ```oc get pods/podname -o yaml```), you can see the **spec.serviceAccountName** field has been automatically set.
-- You can grant privileges to groups of service accounts, which will effectively grant those privileges to all accounts in the group:
-  
-```
-$ oc adm policy add-role-to-group view system:serviceaccounts -n myproject
-role "view" added: "system:serviceaccounts" 
-```
-
-- For example, to grant view privileges to all service accounts in the cluster in the project myproject:
-
-```
-$ oc adm policy remove-role-from-group view system:serviceaccounts –n myproject
-role "view" removed: "system:serviceaccounts" 
-```
-
-##### Security Context Constraints (SCC)
-- **Security Context Constraints (SCCs)** control what actions pods can perform and what resources they can access. 
-- SCCs combine a set of security configurations into a single policy object that can be applied to pods. 
-- These security configurations include, but are not limited to, Linux Capabilities, Seccomp Profiles, User and Group ID Ranges, and types of mounts. 
-- OpenShift ships with several SCCs:
-    - The most constrained is the **restricted SCC**, and the least constrained is the **privileged SCC**:
-        - ```oc edit scc restricted```
-        - ```oc edit scc privileged``` 
-    - The other SCCs provide intermediate levels of constraint for various use cases. 
-    - **The restricted SCC is granted to all authenticated users by default.**
-    - **The default SCC for most pods should be the restricted SCC.**
-- If required, a cluster administrator may **allow certain pods to run with different SCCs**. Pods should be run with the most restrictive SCC possible. **Pods inherit their SCC from the Service Account used to run the pod**. With the default project template, new projects get a **Service Account named default** that is used to run pods. This default service account is only granted the ability to run the restricted SCC.
-
-<center>
-![crunchdydata scc1](images/crunchydata_scc1.png) ![crunchdydata scc2](images/crunchydata_scc2.png)
-</center>
-
-###### SCC Recommendations
-- Use OpenShift's Security Context Constraint feature, which has been contributed to Kubernetes as [Pod Security Policies (PSP)](https://kubernetes.io/docs/concepts/policy/pod-security-policy/). PSPs are still beta in Kubernetes 1.10, 1.11, 1.12, 1.13, 1.14, 1.15 .
-- **Use the restricted SCC as the default** 
-- For pods that require additional access, use the SCC that grants the least amount of additional privileges or create a custom SCC 
-- Remediation: Apply the SCC with the least privilege required
-- Audit: 
-    - To show all available SCCs: ```oc describe scc``` 
-    - To audit a single pod:  
-  
-```
-oc describe pod <POD> | grep openshift.io\/scc
-openshift.io/scc: restricted             
-``` 
-
-<center>
-![crunchdydata scc3](images/crunchydata_scc3.png)
-</center>
-
-- **Problem:** Default SCC is “restricted” SCC -> Crunchydata Postgres Cluster PODs are not rolled out
-    - ```oc get rs```: 
-
-    <center>
-    ![crunchdydata restricted scc](images/crunchydata_restricted_scc.png)
-    </center>
-
-    - ```oc describe rs mycluster5-lgyb-84b58f5dd9```: Warning **FailedCreate** 3m24s (x17 over 7m30s) **replicaset-controller Error creating: pods "mycluster5-lgyb-84b58f5dd9-" is forbidden: unable to validate against any security context constraint: [fsGroup: Invalid value: []int64{26}: 26 is not an allowed group]**
-
-##### Add a SCC to a Project
-- SCCs are not granted directly to a project. Instead, you add a service account to an SCC and either specify the service account name on your pod or, when unspecified, run as the **default** service account.
-- **To add a SCC to a user:**  ```oc adm policy add-scc-to-group <scc_name> <group_name>```
-- **To add a SCC to all service accounts in a namespace:**  
-  ```oc adm policy add-scc-to-group <scc_name>  system:serviceaccounts:<serviceaccount_namespace>```
-- If you are currently in the project to which the service account belongs, you can use the -z flag and just specify the **serviceaccount_name**:  
-  ```oc adm policy add-scc-to-user <scc_name> -z <serviceaccount_name>```
-- Examples:
-    - ```oc describe scc anyuid```
-    - ```oc adm policy add-scc-to-group anyuid system:serviceaccounts:pgouser1```
-    - ‘default’ serviceAccount: 
-  
-        ```
-        oc adm policy add-scc-to-user anyuid system:serviceaccounts:pgouser1:default
-        ``` 
-
-    - User registered in Identity Provider: 
-
-        ```
-        oc adm policy add-scc-to-user anyuid myuser
-        ```    
-
-    - Custom serviceAccount: 
-
-        ```
-        oc adm policy add-scc-to-user anyuid system:serviceaccounts:pgouser1:my-sa
-        ```    
-
-- Refs:
-    - [ref1](https://docs.openshift.com/container-platform/3.6/admin_guide/manage_scc.html)
-    - [ref2](https://docs.openshift.com/container-platform/3.6/admin_guide/manage_scc.html#add-scc-to-user-group-project)
-    - [ref3 🌟](https://dzone.com/articles/understanding-openshift-security-context-constrain)
-
-###### Workflow1 without custom Service Account and without DeploymentConfig
-
-<center>
-![crunchdydata scc workflow1](images/crunchydata_scc_workflow1.png)
-</center>
-
-###### Workflow2 with custom Service Account and without DeploymentConfig
-
-<center>
-![crunchdydata scc workflow2](images/crunchydata_scc_workflow2.png)
-</center>
-
-- Create a custom ServiceAccount and add a role to it within a Project:
-    1. ```oc project pgouser1```
-    2. ```oc get scc```
-    3. ```oc create serviceaccount my-sa –n pgouser1```
-    4. ```oc describe sa my-sa```
-    5. ```oc get scc```
-    6. ```oc adm policy add-scc-to-user anyuid system:serviceaccount:pgouser1:my-sa```
-    7. ```oc policy add-role-to-user edit system:serviceaccount:pgouser1:my-sa```
-    8. Alternative to step #6:
-   
-```
-oc edit scc anyuid 
-```
-
-```    
-users:
-- system:serviceaccount:pgouser1:my-sa
-```
-
-- Other commands of interest:
-    - ```oc get role```
-    - ```oc describe role pgo-role```
-    - ```oc edit role pgo-role``` 
-
-- References:
-    - [ref1](https://blog.openshift.com/understanding-service-accounts-sccs/)
-    - [ref2](https://docs.openshift.com/container-platform/4.1/authentication/understanding-and-creating-service-accounts.html)
-    - [ref3](https://docs.openshift.com/container-platform/4.1/authentication/managing-security-context-constraints.html#role-based-access-to-ssc_configuring-internal-oauth)
-
-###### Workflow3 with custom service Account and DeploymentConfig
-
-<center>
-![crunchdydata scc workflow3](images/crunchydata_scc_workflow3.png)
-</center>
-
-##### Environment setup. Port Forward and WSL
-- Deployment method used in this presentation: [Install Operator Using Bash](https://access.crunchydata.com/documentation/postgres-operator/4.3.0/installation/other/bash/)
-- Config files setup by installer are saved in:
-    - “pgo” Project -> Deployments
-    - “pgo” Project -> Deployment Configs (empty, openshift feature not provided by CrunchyData)
-    - “pgo” Project -> Secrets
-    - “pgo” Project -> Config Maps
-- References:
-    - [ref1](https://access.crunchydata.com/documentation/postgres-operator/latest/operatorcli/pgo-overview/)
-    - [ref2](https://crunchydata.github.io/postgres-operator/latest/operatorcli/common-pgo-cli-operations/)
-- WSL (Windows Subystem for Linux): **alog/olog/clog** functions must be adapted to be run in WSL's Ubuntu:
- 
-```
-vim $HOME/.bashrc
-```
-
-```
-# ~/.bashrc: executed by bash(1) for non-login shells.
-# see /usr/share/doc/bash/examples/startup-files (in the package bash-doc)
-# for examples
-# If not running interactively, don't do anything
-case $- in
-    *i*) ;;
-    *) return;;
-esac
-# don't put duplicate lines or lines starting with space in the history.
-# See bash(1) for more options
-HISTCONTROL=ignoreboth
-# append to the history file, don't overwrite it
-shopt -s histappend
-# for setting history length see HISTSIZE and HISTFILESIZE in bash(1)
-HISTSIZE=1000
-HISTFILESIZE=2000
-# check the window size after each command and, if necessary,
-# update the values of LINES and COLUMNS.
-shopt -s checkwinsize
-# If set, the pattern "**" used in a pathname expansion context will
-# match all files and zero or more directories and subdirectories.
-#shopt -s globstar
-# make less more friendly for non-text input files, see lesspipe(1)
-[ -x /usr/bin/lesspipe ] && eval "$(SHELL=/bin/sh lesspipe)"
-# set variable identifying the chroot you work in (used in the prompt below)
-if [ -z "${debian_chroot:-}" ] && [ -r /etc/debian_chroot ]; then
-    debian_chroot=$(cat /etc/debian_chroot)
-fi
-# set a fancy prompt (non-color, unless we know we "want" color)
-case "$TERM" in
-    xterm-color|*-256color) color_prompt=yes;;
-esac
-# uncomment for a colored prompt, if the terminal has the capability; turned
-# off by default to not distract the user: the focus in a terminal window
-# should be on the output of commands, not on the prompt
-#force_color_prompt=yes
-if [ -n "$force_color_prompt" ]; then
-    if [ -x /usr/bin/tput ] && tput setaf 1 >&/dev/null; then
-    # We have color support; assume it's compliant with Ecma-48
-    # (ISO/IEC-6429). (Lack of such support is extremely rare, and such
-    # a case would tend to support setf rather than setaf.)
-    color_prompt=yes
-    else
-    color_prompt=
-    fi
-fi
-if [ "$color_prompt" = yes ]; then
-    PS1='${debian_chroot:+($debian_chroot)}\[\033[01;32m\]\u@\h\[\033[00m\]:\[\033[01;34m\]\w\[\033[00m\]\$ '
-else
-    PS1='${debian_chroot:+($debian_chroot)}\u@\h:\w\$ '
-fi
-unset color_prompt force_color_prompt
-# If this is an xterm set the title to user@host:dir
-case "$TERM" in
-xterm*|rxvt*)
-    PS1="\[\e]0;${debian_chroot:+($debian_chroot)}\u@\h: \w\a\]$PS1"
-    ;;
-*)
-    ;;
-esac
-# enable color support of ls and also add handy aliases
-if [ -x /usr/bin/dircolors ]; then
-    test -r ~/.dircolors && eval "$(dircolors -b ~/.dircolors)" || eval "$(dircolors -b)"
-    alias ls='ls --color=auto'
-    #alias dir='dir --color=auto'
-    #alias vdir='vdir --color=auto'
-    alias grep='grep --color=auto'
-    alias fgrep='fgrep --color=auto'
-    alias egrep='egrep --color=auto'
-fi
-# colored GCC warnings and errors
-#export GCC_COLORS='error=01;31:warning=01;35:note=01;36:caret=01;32:locus=01:quote=01'
-# some more ls aliases
-alias ll='ls -alF'
-alias la='ls -A'
-alias l='ls -CF'
-# Add an "alert" alias for long running commands.  Use like so:
-#   sleep 10; alert
-alias alert='notify-send --urgency=low -i "$([ $? = 0 ] && echo terminal || echo error)" "$(history|tail -n1|sed -e '\''s/^\s*[0-9]\+\s*//;s/[;&|]\s*alert$//'\'')"'
-# Alias definitions.
-# You may want to put all your additions into a separate file like
-# ~/.bash_aliases, instead of adding them here directly.
-# See /usr/share/doc/bash-doc/examples in the bash-doc package.
-if [ -f ~/.bash_aliases ]; then
-    . ~/.bash_aliases
-fi
-# enable programmable completion features (you don't need to enable
-# this, if it's already enabled in /etc/bash.bashrc and /etc/profile
-# sources /etc/bash.bashrc).
-if ! shopt -oq posix; then
-if [ -f /usr/share/bash-completion/bash_completion ]; then
-    . /usr/share/bash-completion/bash_completion
-elif [ -f /etc/bash_completion ]; then
-    . /etc/bash_completion
-fi
-fi
-#########################################
-# CRUNCHYDATA POSTGRES OPERATOR SETTINGS:
-#########################################
-# operator env vars
-export PATH=$PATH:$HOME/odev/bin
-export PGO_APISERVER_URL=https://127.0.0.1:18443
-#export PGO_APISERVER_URL=https://172.25.212.138:8443
-export PGO_CA_CERT=$HOME/odev/src/github.com/crunchydata/postgres-operator/conf/postgres-operator/server.crt
-export PGO_CLIENT_CERT=$HOME/odev/src/github.com/crunchydata/postgres-operator/conf/postgres-operator/server.crt
-export PGO_CLIENT_KEY=$HOME/odev/src/github.com/crunchydata/postgres-operator/conf/postgres-operator/server.key
-#alias setip='export PGO_APISERVER_URL=https://`kubectl get service postgres-operator -o=jsonpath="{.spec.clusterIP}"`:18443'
-#alias alog='kubectl logs `kubectl get pod --selector=name=postgres-operator -o jsonpath="{.items[0].metadata.name}"` -c apiserver'
-#alias olog='kubectl logs `kubectl get pod --selector=name=postgres-operator -o jsonpath="{.items[0].metadata.name}"` -c operator'
-#
-export CCP_IMAGE_TAG=rhel7-11.1-2.3.0
-export CCP_IMAGE_PREFIX=registry.connect.redhat.com/crunchydata
-export PGO_CMD=oc
-export PGO_BASEOS=rhel7
-export PGO_VERSION=4.0.1
-export PGO_NAMESPACE=pgo
-export PGO_IMAGE_TAG=rhel7-4.0.1
-export PGO_IMAGE_PREFIX=registry.connect.redhat.com/crunchydata
-export GOPATH=$HOME/odev
-export GOBIN=$GOPATH/bin
-export PATH=$PATH:$GOBIN
-# NAMESPACE is the list of namespaces the Operator will watch
-export NAMESPACE=pgouser1,pgouser2
-# PGO_OPERATOR_NAMESPACE is the namespace the Operator is deployed into
-export PGO_OPERATOR_NAMESPACE=pgo
-# PGO_CMD values are either kubectl or oc, use oc if Openshift
-export PGO_CMD=kubectl
-# the directory location of the Operator scripts
-export PGOROOT=$GOPATH/src/github.com/crunchydata/postgres-operator
-# the version of the Operator you run is set by these vars
-export PGO_IMAGE_PREFIX=crunchydata
-export PGO_BASEOS=centos7
-export PGO_VERSION=4.0.1
-export PGO_IMAGE_TAG=$PGO_BASEOS-$PGO_VERSION
-# for the pgo CLI to authenticate with using TLS
-export PGO_CA_CERT=$PGOROOT/conf/postgres-operator/server.crt
-export PGO_CLIENT_CERT=$PGOROOT/conf/postgres-operator/server.crt
-export PGO_CLIENT_KEY=$PGOROOT/conf/postgres-operator/server.key
-# common bash functions for working with the Operator
-function setip() { 
-export PGO_APISERVER_URL=https://`$PGO_CMD -n "$PGO_OPERATOR_NAMESPACE" get service postgres-operator -o=jsonpath="{.spec.clusterIP}"`:18443 
-export CO_APISERVER_URL=https://`$PGO_CMD -n "$PGO_OPERATOR_NAMESPACE" get service postgres-operator -o=jsonpath="{.spec.clusterIP}"`:18443 
-}
-function alog() {
-$PGO_CMD  -n "$PGO_OPERATOR_NAMESPACE" logs `$PGO_CMD  -n "$PGO_OPERATOR_NAMESPACE" get pod --selector=name=postgres-operator -o jsonpath="{.items[0].metadata.name}"` -c apiserver
-}
-function olog () {
-$PGO_CMD  -n "$PGO_OPERATOR_NAMESPACE" logs `$PGO_CMD  -n "$PGO_OPERATOR_NAMESPACE" get pod --selector=name=postgres-operator -o jsonpath="{.items[0].metadata.name}"` -c operator
-}
-function slog () {
-$PGO_CMD  -n "$PGO_OPERATOR_NAMESPACE" logs `$PGO_CMD  -n "$PGO_OPERATOR_NAMESPACE" get pod --selector=name=postgres-operator -o jsonpath="{.items[0].metadata.name}"` -c scheduler
-}
-#export DOCKER_HOST=tcp://localhost:2375
-# crunchy containers: https://github.com/CrunchyData/crunchy-containers/tree/2.4.1
-export GOPATH=$HOME/cdev        # set path to your new Go workspace
-export GOBIN=$GOPATH/bin        # set bin path 
-export PATH=$PATH:$GOBIN        # add Go bin path to your overall path
-export CCP_BASEOS=centos7       # centos7 for Centos, rhel7 for Redhat
-export CCP_PGVERSION=10         # The PostgreSQL major version
-export CCP_PG_FULLVERSION=10.9
-export CCP_VERSION=2.4.1
-export CCP_IMAGE_PREFIX=crunchydata # Prefix to put before all the container image names
-export CCP_IMAGE_TAG=$CCP_BASEOS-$CCP_PG_FULLVERSION-$CCP_VERSION   # Used to tag the images
-export CCPROOT=$GOPATH/src/github.com/crunchydata/crunchy-containers    # The base of the clone github repo
-export CCP_SECURITY_CONTEXT=""
-export CCP_CLI=oc          # kubectl for K8s, oc for OpenShift
-export CCP_NAMESPACE=crunchy-containers       # Change this to whatever namespace/openshift project name you want to use
-export CCP_SECURITY_CONTEXT='"fsGroup":26'
-export CCP_STORAGE_CLASS=gp2
-export CCP_STORAGE_MODE=ReadWriteOnce
-export CCP_STORAGE_CAPACITY=400M
-```
-<br/>
-
-- **port-forward** to reach postgres-operator POD with ‘pgo’ tool (18443 port defined in previous .bashrc): 
-
-```
-oc project pgo
-oc get pod 
-oc port-forward postgres-operator-844d8f9777-8d5k5 -n pgo 18443:8443
-```
-
-##### Cluster Deployment and Operation with pgo
-
-```
-pgo create cluster mycluster --pgpool -n pgouser1 --resources-config=small --replica-count=1
-pgo show cluster --all -n pgouser1
-pgo backup mycluster --backup-type=pgbackrest –n pgouser1
-pgo failover mycluster --query –n pgouser1
-pgo failover mycluster --target=mycluster-olvhy –n pgouser1
-pgo test mycluster -n pgouser1
-pgo create cluster somefastpg -n pgouser1 --node-label=speed=fast
-pgo create cluster abouncer --pgbouncer  (sidecar pgbouncer added to this PG cluster)
-pgo create cluster apgpool --pgpool 
-pgo status cluster mycluster –n pgouser1
-pgo ls mycluster –n pgouser1
-pgo reload mycluster –n pgouser1
-pgo scale mycluster –n pgouser1
-```
-
-PGO USER allows you to manage users and passwords across a set of clusters:
-
-```
-pgo user –-selector=name=mycluster --expired=300 –-update-password –n pgouser1
-pgo user –-change-password=bob –n pgouser1 --selector=name=mycluster --password=newpass
-```
-
-##### Psql access from postgres operator POD
-
-```
-oc project pgo
-oc get pods
-oc rsh postgres-operator-844d8f9777-ppjv9
-export PGPASSWORD=password
-psql -h mycluster-pgpool.pgouser1 -U testuser -l
-psql -h mycluster-pgpool.pgouser1 -U postgres -c "CREATE DATABASE testdb"
-psql -h mycluster-pgpool.pgouser1 -U postgres testdb -c "CREATE TABLE test (ID CHAR(4) NOT NULL, name TEXT NOT NULL, PRIMARY KEY (id))"
-psql -h mycluster-pgpool.pgouser1 -U postgres testdb -c "INSERT INTO test (id,name) VALUES (1, 'user01')"
-psql -h mycluster-pgpool.pgouser1 -U postgres testdb -c "select * from test"
-```
-
-##### List Databases with psql
-
-```
-postgres=# \l
-                                 List of databases
-   Name    |  Owner   | Encoding |  Collate   |   Ctype    |   Access privileges
------------+----------+----------+------------+------------+-----------------------
- postgres  | postgres | UTF8     | en_US.UTF8 | en_US.UTF8 |
- template0 | postgres | UTF8     | en_US.UTF8 | en_US.UTF8 | =c/postgres          +
-           |          |          |            |            | postgres=CTc/postgres
- template1 | postgres | UTF8     | en_US.UTF8 | en_US.UTF8 | =c/postgres          +
-           |          |          |            |            | postgres=CTc/postgres
- userdb    | postgres | UTF8     | en_US.UTF8 | en_US.UTF8 | =Tc/postgres         +
-           |          |          |            |            | postgres=CTc/postgres+
-           |          |          |            |            | testuser=CTc/postgres+
-           |          |          |            |            | user1=CTc/postgres
-(4 rows)
-```
-
-##### Access from another POD within the cluster with psql client
-For example with [this psql client](https://hub.docker.com/r/centos/postgresql-10-centos7)
-
-```
-oc rsh postgresql-10-centos7-1-pjh46
-sh-4.2$ psql -p 5432 -h mycluster-pgpool.pgouser1 -U postgres postgres
-psql (10.6, server 11.3)
-WARNING: psql major version 10, server major version 11.
-         Some psql features might not work.
-Type "help" for help.
-
-postgres=#
-```
-
-##### Access from another POD within the cluster with Pgadmin4 of Crunchy containers Community Edition
-- [crunchy-pgadmin4](https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/container-specifications/crunchy-pgadmin4/)
-- [pgAdmin 4](https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/examples/administration/pgadmin4/)
-
-<center>
-![crunchdydata pgadmin](images/crunchydata_pgadmin.png)
-</center>
-
-##### Debugging Crunchydata Postgres Operator 4.0.1 Community Edition
-- Debug level logging in turned on by default when deploying the Operator.
-- Sample bash functions are supplied in examples/envs.sh to view the Operator logs.
-- You can view the Operator REST API logs with the **alog** bash function.
-- You can view the Operator core logic logs with the **olog** bash function.
-- You can view the Scheduler logs with the **slog** bash function.
-- You can enable the pgo CLI debugging with the following flag:
-    ```
-    $ pgo version --debug
-    ```
-- You can set the REST API URL as follows after a deployment if you are developing on your local host by executing the **setip** bash function.
-- “alog”, “olog”, “slog” and “setip” are defined in $HOME/.bashrc
-
-
-#### Certified Crunchydata Postgres Operator (OLM/OperatorHub). Manual Setup
--  We will set this up manually:
-    - StorageClass changed to “gp2” in YAML file (AWS)
-    - ‘pgo’ tool compatibility issues
-
-<center>
-![crunchdydata operatorhub install2](images/crunchydata_operatorhub_install1.png)
-
-![crunchdydata operatorhub install2](images/crunchydata_operatorhub_install2.png)
-</center>
-
-- NO PODs are deployed -> configuration needed:
-
-<center>
-![crunchdydata operatorhub install3](images/crunchydata_operatorhub_install3.png)
-
-![crunchdydata operatorhub install4](images/crunchydata_operatorhub_install4.png)
-</center>
-
-- Replica Sets: where PODs should be launched
-
-<center>
-![crunchdydata operatorhub install5](images/crunchydata_operatorhub_install5.png)
-</center>
-
-- ReplicaSets (environment) and Deployment:
-
-<center>
-![crunchdydata operatorhub install6](images/crunchydata_operatorhub_install6.png)
-
-![crunchdydata operatorhub install7](images/crunchydata_operatorhub_install7.png)
-</center>
-
-- Error detected. Solution: 
-
-```
-oc adm policy add-scc-to-user anyuid system:serviceaccount:pgophub:default
-```
-
-<center>
-![crunchdydata operatorhub install8](images/crunchydata_operatorhub_install8.png)
-</center>
-
-- We see now a new POD being created:
-
-<center>
-![crunchdydata operatorhub install9](images/crunchydata_operatorhub_install9.png)
-</center>
-
-- New errors: “secrets” need to be setup:
-
-<center>
-![crunchdydata operatorhub install10](images/crunchydata_operatorhub_install10.png)
-
-![crunchdydata operatorhub install11](images/crunchydata_operatorhub_install11.png)
-
-![crunchdydata operatorhub install12](images/crunchydata_operatorhub_install12.png)
-</center>
-
-- New errors: 3 “secrets” need to be setup manually -> POD is started successfully and we have psql access.
-
-<center>
-![crunchdydata operatorhub install13](images/crunchydata_operatorhub_install13.png) ![crunchdydata operatorhub install14](images/crunchydata_operatorhub_install14.png)
-
-![crunchdydata operatorhub install15](images/crunchydata_operatorhub_install15.png)
-
-![crunchdydata operatorhub install16](images/crunchydata_operatorhub_install16.png)
-</center>
+- [Crunchy Data PostgreSQL Operator](crunchydata.md)
 
 ## Oracle 12c on OpenShift Container Platform
 - [medium: Running Oracle 12c on OpenShift Container Platform](https://medium.com/@pittar/running-oracle-12c-on-openshift-container-platform-ca471a9f7057) Oracle is now offering an Oracle 12c image on Docker Hub for dev/test purposes (license still required for Prod).
@@ -963,6 +264,9 @@ oc adm policy add-scc-to-user anyuid system:serviceaccount:pgophub:default
 ??? note "Click to expand!"
 
     <center>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/SxsMgHFNvWg" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/W_Knpfhv0Qg" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+    <iframe width="560" height="315" src="https://www.youtube.com/embed/OJySfiMKXLs" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
     <iframe width="560" height="315" src="https://www.youtube.com/embed/OqCK95AS-YE" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
     </center>
 
diff --git a/docs/devops.md b/docs/devops.md
index 982335f6..eaf53ac1 100644
--- a/docs/devops.md
+++ b/docs/devops.md
@@ -2,7 +2,8 @@
 - [Introduction to Digital Business Transformation](#introduction-to-digital-business-transformation)
 - [Automation Glossary](#automation-glossary)
 - [Blogs](#blogs)
-	- [Automation anxiety](#automation-anxiety)
+- [Training](#training)
+- [Automation anxiety](#automation-anxiety)
 - [State of DevOps. Google's DevOps Research and Assessment (DORA)](#state-of-devops-googles-devops-research-and-assessment-dora)
 - [Interview Questions](#interview-questions)
 - [AIOps](#aiops)
@@ -57,8 +58,13 @@
 - [devopsdigest.com](https://www.devopsdigest.com/)
 - [Top 15 DevOps blogs to read and follow](https://searchitoperations.techtarget.com/feature/Top-15-DevOps-blogs-to-read-and-follow)
 - [devopstips.net](https://devopstips.net/)
+- [devopslearners.com](https://devopslearners.com)
 
-### Automation anxiety
+## Training
+* [==Techworld with Nana: Learn DevOps topics easily==](https://www.techworld-with-nana.com)
+	* [==techworld-with-nana.com/devops-bootcamp==](https://www.techworld-with-nana.com/devops-bootcamp)
+
+## Automation anxiety
 {==
 
 - Sysadmins and engineers may have personal fears about adopting automation, as much of their typical day revolves around the manual tasks and processes that automation promises to eliminate. Automation anxiety is the fear that if these tasks can be handled by automated tools, there will no longer be any reason to keep a person in that role. Nobody likes being automated out of a job.
@@ -426,6 +432,8 @@ Resolve your software incidents 10x faster
 
 	![8 devops trends](images/8_devops_trends.png)
 
+	[![devops lifecycle](images/devops_lifecycle.jfif)](https://twitter.com/tfortricks_ind)
+	
 	<div class="container">
 	<iframe src="//www.slideshare.net/slideshow/embed_code/key/ch64DsNKnrQRC1" width="668" height="714" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;" allowfullscreen class="video"> </iframe> <div style="margin-bottom:5px"> <strong> <a href="//www.slideshare.net/IQGroup/how-will-devops-benefit-enterprise" title="How will DevOps benefit enterprise? " target="_blank">How will DevOps benefit enterprise? </a> </strong> from <strong><a href="//www.slideshare.net/IQGroup" target="_blank">InterQuest Group</a></strong> </div>
 	</div>
diff --git a/docs/docker.md b/docs/docker.md
index c6cf35ea..e2821a02 100644
--- a/docs/docker.md
+++ b/docs/docker.md
@@ -5,7 +5,7 @@
 - [Awesome Lists](#awesome-lists)
 - [Docker VS Kubernetes](#docker-vs-kubernetes)
 - [Docker Patterns and Antipatterns](#docker-patterns-and-antipatterns)
-- [Security](#security)
+- [Docker Security](#docker-security)
 - [How To Build a Smaller Docker Image](#how-to-build-a-smaller-docker-image)
 - [Reducing Build Time](#reducing-build-time)
 - [Modify containers without rebuilding](#modify-containers-without-rebuilding)
@@ -153,12 +153,13 @@
     - Confusing images used for deployment with those used for development.
     - Building different images per environment.
 
-## Security
+## Docker Security
 - [thehackernews.com: Docker Images Containing Cryptojacking Malware Distributed via Docker Hub](https://thehackernews.com/2020/06/cryptocurrency-docker-image.html)
 - [acloudguru.com: 10 Docker Security Best Practices to Cut Container Chaos](https://acloudguru.com/blog/engineering/10-docker-security-best-practices-to-cut-container-chaos)
 - [brianchristner.io: How to use Docker Security Scan Locally](https://brianchristner.io/how-to-use-docker-scan/) Docker included a new command called `docker scan` that scans local images against the Snyk security engine, providing you with security visibility into your local Dockerfiles and images.
 - [snyk.io: 10 Docker Security Best Practices 🌟](https://snyk.io/blog/10-docker-image-security-best-practices/)
 - [cheatsheetseries.owasp.org: Docker Security Cheat Sheet 🌟🌟](https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html)
+- [==augmentedmind.de: Docker optimization guide: the 12 best tips to optimize Docker image security==](https://www.augmentedmind.de/2022/02/20/optimize-docker-image-security/)
   
 ## How To Build a Smaller Docker Image
 * [developers.redhat.com: Keep it small: a closer look at Docker image sizing](https://developers.redhat.com/blog/2016/03/09/more-about-docker-images-size/)
diff --git a/docs/edge-computing.md b/docs/edge-computing.md
index 13cb1008..ed933262 100644
--- a/docs/edge-computing.md
+++ b/docs/edge-computing.md
@@ -7,4 +7,4 @@
 - [opensource.com: Why KubeEdge is my favorite open source project of 2020 🌟](https://opensource.com/article/21/1/kubeedge) KubeEdge is a workload framework for edge computing.
 - [thenewstack.io: Cloudian CTO: Kubernetes, Standardization Key to Edge](https://thenewstack.io/cloudian-cto-kubernetes-standardization-key-to-edge/)
 - [cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟](https://www.cncf.io/blog/2021/12/08/hosted-edge-vs-cloud-the-battle-for-latency-and-security)
- 
\ No newline at end of file
+- [==developers.redhat.com: Bring your Kubernetes workloads to the edge==](https://developers.redhat.com/articles/2021/11/22/bring-your-kubernetes-workloads-edge)
\ No newline at end of file
diff --git a/docs/elearning.md b/docs/elearning.md
index b7fae1d8..3997ee34 100644
--- a/docs/elearning.md
+++ b/docs/elearning.md
@@ -32,6 +32,7 @@
 * [Cloud DevJam](https://www.techgig.com/googlecloud) Cloud DevJam is an interactive cloud-learning platform that allows enterprise IT professionals to learn and upskill on Google Cloud.​They can start their learning journey by choosing from various cloud learning modules. These modules provide them with the latest in Google Cloud technologies. One of these is the Network and Security learning track.
 * [hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟](https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide) Read this curated list of HashiCorp learning resources to help practitioners and organizations better understand the cloud operating model.
 * [harvard.edu: CS50: Introduction to Computer Science (free)](https://pll.harvard.edu/course/cs50-introduction-computer-science) An introduction to the intellectual enterprises of computer science and the art of programming.
+* [==Techworld with Nana: Learn DevOps topics easily==](https://www.techworld-with-nana.com)
 
 ## Spanish E-learning
 - [open-bootcamp.com](http://open-bootcamp.com)
diff --git a/docs/gitops.md b/docs/gitops.md
index 729795fd..8411ba68 100644
--- a/docs/gitops.md
+++ b/docs/gitops.md
@@ -21,6 +21,7 @@
 	- [AWS Kubernetes](#aws-kubernetes)
 	- [Weave Kubernetes Platform](#weave-kubernetes-platform)
 	- [Ubuntu Charmed Kubernetes](#ubuntu-charmed-kubernetes)
+- [Images](#images)
 - [Tweets](#tweets)
 - [Videos](#videos)
 
@@ -126,6 +127,7 @@
 - [codefresh.io: The pains of GitOps 1.0](https://codefresh.io/about-gitops/pains-gitops-1-0/)
 - [==thenewstack.io: Can You GitOps Your APIs?==](https://thenewstack.io/can-you-gitops-your-apis/)
 - [weave.works: GitOps takes DevOps teams to higher levels of maturity](https://www.weave.works/blog/gitops-takes-devops-teams-to-higher-levels-of-maturity)
+- [==linkedin.com pulse: WTH is GitOps? | Pavan Belagatti==](https://www.linkedin.com/pulse/wth-gitops-pavan-belagatti/)
 
 <center>
 [![gitops in a nutshell](images/GitOps-in-a-nutshell.png)](https://www.unifiedguru.com/gitops-and-the-cloud-operating-model-vmware-cloud-community/)
@@ -252,6 +254,15 @@
 * [Charmed Kubernetes](https://ubuntu.com/kubernetes/features)
 * [Kubernetes GitOps with Azure Arc and Charmed Kubernetes](https://ubuntu.com/blog/gitops-with-azure-arc-and-charmed-kubernetes)
 
+## Images
+??? note "Click to expand!"
+
+	<center>
+	[![traditional devops vs gitops](images/traditional_ops_vs_gitops.png)](https://www.linkedin.com/pulse/wth-gitops-pavan-belagatti/)
+
+	[![devops pipeline vs gitops pipeline](images/devops_pipeline_vs_gitops_pipeline.png)](https://www.linkedin.com/pulse/wth-gitops-pavan-belagatti/)
+	</center>
+
 ## Tweets
 <details>
   <summary>Click to expand!</summary>
diff --git a/docs/grafana.md b/docs/grafana.md
index d3869bd6..31c15fcc 100644
--- a/docs/grafana.md
+++ b/docs/grafana.md
@@ -66,4 +66,5 @@ Message Streams like Kafka/Red Hat AMQ Streams|Other|[9777](https://grafana.com/
 ## Grafana Loki
 - [Grafana Loki](https://grafana.com/oss/loki/)
 - [itnext.io: Logging in Kubernetes with Loki and the PLG Stack](https://itnext.io/logging-in-kubernetes-with-loki-and-the-plg-stack-93b27c90ec34) Loki is a new log aggregation system from Grafana Labs. It is designed to be cost-effective and easy to operate. In this article, you learn more about Loki and how to use the PLG Stack (Promtail, Loki, Grafana) for logging in Kubernetes.
-- [medium.com/devopsturkiye: Deploy Grafana Loki and Promtail using ArgoCD](https://medium.com/devopsturkiye/deploy-grafana-loki-and-promtail-using-argocd-416b2fd4539f)
\ No newline at end of file
+- [medium.com/devopsturkiye: Deploy Grafana Loki and Promtail using ArgoCD](https://medium.com/devopsturkiye/deploy-grafana-loki-and-promtail-using-argocd-416b2fd4539f)
+- [faun.pub: Manage Grafana Loki alerting and recording rules using GitOps](https://faun.pub/manage-grafana-lokis-alerting-and-recording-rules-using-gitops-c26d06d772c6)
\ No newline at end of file
diff --git a/docs/images/devops_lifecycle.jfif b/docs/images/devops_lifecycle.jfif
new file mode 100644
index 00000000..04acf744
Binary files /dev/null and b/docs/images/devops_lifecycle.jfif differ
diff --git a/docs/images/devops_pipeline_vs_gitops_pipeline.png b/docs/images/devops_pipeline_vs_gitops_pipeline.png
new file mode 100644
index 00000000..e2f0045d
Binary files /dev/null and b/docs/images/devops_pipeline_vs_gitops_pipeline.png differ
diff --git a/docs/images/tinahuang.jpg b/docs/images/tinahuang.jpg
new file mode 100644
index 00000000..3444a1dc
Binary files /dev/null and b/docs/images/tinahuang.jpg differ
diff --git a/docs/images/traditional_ops_vs_gitops.png b/docs/images/traditional_ops_vs_gitops.png
new file mode 100644
index 00000000..b1a081be
Binary files /dev/null and b/docs/images/traditional_ops_vs_gitops.png differ
diff --git a/docs/index.md b/docs/index.md
index 01ccfe09..e6e9a98d 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -127,8 +127,8 @@ A curated list of awesome references collected since 2018. Microservices archite
 - [Embedded Servlet Containers in SpringBoot: Jetty, Tomcat, Undertow and more](embedded-servlet-containers.md)
 - [Caching Solutions](caching.md)
 ## Monitoring and Performance. Prometheus, Grafana, APMs and more
-- [Monitoring and Performance 🌟](monitoring.md)
-- [Prometheus](prometheus.md)
+- [Monitoring and Performance](monitoring.md)
+- [Prometheus 🌟](prometheus.md)
 - [Grafana](grafana.md)
 ## Infrastructure Provisioning. Infra Management Tools
 - [IaC Infrastructure as Code](iac.md)
@@ -150,6 +150,7 @@ A curated list of awesome references collected since 2018. Microservices archite
 - [YAML and JSON 🌟](yaml.md)
 ## Databases on Kubernetes
 - [Relational Databases and Database DevOps 🌟](databases.md)
+- [Crunchy Data PostgreSQL Operator](crunchydata.md)
 - [NoSQL Databases](nosql.md)
 ## Cloud Based Integration & Messaging. Data Processing & Streaming (aka Data Pipeline)
 - [Cloud Based Integration & Messaging. Data Processing & Streaming (aka Data Pipeline) 🌟](message-queue.md) 
@@ -164,6 +165,28 @@ A curated list of awesome references collected since 2018. Microservices archite
 - [Edge Computing](edge-computing.md)
 - [Cloud Architecture Diagram Tools](cloud-arch-diagrams.md)
 - [==AWS==](aws.md)
+    - [AWS Miscellaneous](aws-miscellaneous.md)
+    - [AWS Architecture](aws-architecture.md)
+    - [==AWS Best Practices==](aws-best-practices.md)
+    - [AWS Migrations](aws-migrations.md)
+    - [AWS Networking](aws-networking.md)
+    - [AWS Databases](aws-databases.md)
+    - [AWS Storage](aws-storage.md)
+    - [AWS Security](aws-security.md)
+    - [AWS Monitoring](aws-monitoring.md)
+    - [AWS IaC](aws-iac.md)
+    - [AWS Samples Boilerplates](aws-samples-boilerplates.md)
+    - [AWS Tools Scripts](aws-tools-scripts.md)
+    - [AWS Data](aws-data.md)
+    - [AWS DevOps](aws-devops.md)
+    - [AWS Serverless](aws-serverless.md)
+    - [AWS Pricing](aws-pricing.md)
+    - [AWS Containers](aws-containers.md)
+    - [AWS Backup](aws-backup.md)
+    - [AWS Training](aws-training.md)
+    - [AWS Certification](aws-certification.md)
+    - [AWS New Features](aws-newfeatures.md)
+    - [AWS Spain](aws-spain.md)
 - [==Google Cloud Platform==](GoogleCloudPlatform.md)
 - [==Microsoft Azure==](azure.md)
 - [IBM & IBM Cloud](ibm_cloud.md)
@@ -171,6 +194,7 @@ A curated list of awesome references collected since 2018. Microservices archite
 - [Digital Ocean](digitalocean.md)
 - [Cloudflare](cloudflare.md)
 - [Scaleway](scaleway.md)
+- [Linode](https://www.linode.com/)
 ## APIs with SOAP, REST and gRPC
 - [APIs with SOAP, REST and gRPC 🌟](api.md)
 - [Swagger code generator for REST APIs](swagger-code-generator-for-rest-apis.md)
@@ -180,7 +204,7 @@ A curated list of awesome references collected since 2018. Microservices archite
 - [Websites for web developers](devel-sites.md)
 - [Angular](angular.md)
 - [Document Object Model (DOM)](dom.md)
-- [Go](golang.md)
+- [Golang](golang.md)
 - [JavaScript - node.js & npm](javascript.md)
 - [Python - Django & Flask](python.md)
 - [Low Code and No Code](lowcode-nocode.md)
@@ -230,7 +254,7 @@ A curated list of awesome references collected since 2018. Microservices archite
 [![cloud academy](images/cloud_academy_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Cloudacademy) [![acloudguru](images/acloudguru_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/AcloudGuru) [![devops_tv](images/devops_tv_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Devopsdotcom) [![xebialabs](images/xebialabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/XebiaLabs) [![devops library](images/devops_library_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Devopslibrary) [![codecademy](images/codecademy.jpg){: style="width:7%"}](https://www.youtube.com/c/codecademy) [![coursera](images/coursera_logo.jpg){: style="width:7%"}](https://www.youtube.com/user/coursera) [![academind](images/academind_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Academind) [![guru99](images/guru99_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/guru99comm) [![intellipaat](images/intellipaat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Intellipaat) [![cloud quick POCs](images/cloudquickpocs.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ)<br/>
 [![thetips4you](images/thethips4you.jpg){: style="width:7%"}](https://www.youtube.com/c/Thetips4you) [![cloud learnhub](images/cloud_learn_hub.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg) [![John Savill](images/John_Savill.jpg){: style="width:7%"}](https://www.youtube.com/c/NTFAQGuy) [![microservice factory](images/microservice_factory.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA) [![kubedb appscode](images/kubedb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/AppsCodeInc) [![devops toolkit](images/devops_toolkit.jpg){: style="width:7%"}](https://www.youtube.com/c/DevOpsToolkit) [![ansible pilot](images/ansiblepilot.jpg){: style="width:7%"}](https://www.youtube.com/c/AnsiblePilot) [![codelytv](images/codelytv_logo.jpg){: style="width:7%"}](https://www.youtube.com/CodelyTV) [![pelado nerd](images/pelado_nerd.jpg){: style="width:7%"}](https://www.youtube.com/c/PeladoNerd) [![hola mundo](images/hola_mundo.jpg){: style="width:7%"}](https://www.youtube.com/c/HolaMundoDev) [![javier garzas](images/jgarzas.jpg){: style="width:7%"}](https://www.youtube.com/c/JavierGarz%C3%A1s/)<br/>
 [![london IAC](images/londonIAC.jpg){: style="width:7%"}](https://www.youtube.com/c/LondonIAC) [![techworld nana](images/techworld_nana.jpg){: style="width:7%"}](https://www.youtube.com/c/TechWorldwithNana) [![honeypot](images/honeypot.jpg){: style="width:7%"}](https://www.youtube.com/c/Honeypotio) [![Ali Spittel](images/aspittel.jpg){: style="width:7%"}](https://www.youtube.com/c/AliSpittelDev) [![thomas maurer](images/thomas_maurer.jpg){: style="width:7%"}](https://www.youtube.com/c/ThomasMaurerCloud) [![freecodecamp](images/freecodecamp.jpg){: style="width:7%"}](https://www.youtube.com/c/Freecodecamp) [![thenewstack](images/thenewstack.jpg){: style="width:7%"}](https://www.youtube.com/c/TheNewStack) [![argocd project](images/argoproj.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA) [![fluxcd](images/fluxcd.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA) [![container days](images/containerdays.jpg){: style="width:7%"}](https://www.youtube.com/c/ContainerDays) [![the cloud girl](images/thecloudgirl.jpg){: style="width:7%"}](https://www.youtube.com/c/priyankavergadia)<br/>
-[![ContinuousDeliveryFoundation](images/ContinuousDeliveryFoundation.jpg){: style="width:7%"}](https://www.youtube.com/c/ContinuousDeliveryFoundation) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com)
+[![ContinuousDeliveryFoundation](images/ContinuousDeliveryFoundation.jpg){: style="width:7%"}](https://www.youtube.com/c/ContinuousDeliveryFoundation) [![tina huang](images/tinahuang.jpg){: style="width:7%"}](https://www.youtube.com/c/TinaHuang1) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com) [![white square](images/empty_logo.jpg){: style="width:7%"}](https://www.youtube.com)
 </center>
 
 ??? note "Click to expand!"
diff --git a/docs/introduction.md b/docs/introduction.md
index b389e680..8dbe1a8a 100644
--- a/docs/introduction.md
+++ b/docs/introduction.md
@@ -187,6 +187,7 @@
 * [devops.com: Measuring Technical Debt](https://devops.com/measuring-technical-debt/)
 * [thenewstack.io: App Modernization: 5 Tips When Migrating to Kubernetes](https://thenewstack.io/app-modernization-5-tips-when-migrating-to-kubernetes/)
 * [thenewstack.io: Kubernetes and the Next Generation of PaaS](https://thenewstack.io/kubernetes-and-the-next-generation-of-paas/)
+* [medium.com/geekculture: A Beginners Guide to Understanding Microservices](https://medium.com/geekculture/a-beginners-guide-to-understanding-microservices-d2a8bae871b7) A high-level overview of the microservices architecture and what it means in plain language understandable by beginners.
 
 ## Pets vs Cattle Analogy
 * [==cloudscaling.com: The History of Pets vs Cattle and How to Use the Analogy Properly==](http://cloudscaling.com/blog/cloud-computing/the-history-of-pets-vs-cattle/)
diff --git a/docs/java_frameworks.md b/docs/java_frameworks.md
index 653741b1..fffea29b 100644
--- a/docs/java_frameworks.md
+++ b/docs/java_frameworks.md
@@ -176,6 +176,7 @@ optimizing Enterprise Java for the microservices architecture.
 * [javarevisited.blogspot.com: Spring Boot + Angular Example Tutorial for Java Developers](https://javarevisited.blogspot.com/2022/01/spring-boot-angular-example-tutorial.html#axzz7HV4HFjED)
 * [piotrminkowski.com: Distributed Transactions in Microservices with Kafka Streams and Spring Boot](https://piotrminkowski.com/2022/01/24/distributed-transactions-in-microservices-with-kafka-streams-and-spring-boot/)
 * [vladmihalcea.com: Spring Boot Application Properties](https://vladmihalcea.com/spring-boot-application-properties/)
+* [javarevisited.blogspot.com: How to log SQL statements in Spring Boot? Example Tutorial](https://javarevisited.blogspot.com/2022/02/how-to-log-sql-statements-in-spring.html)
 
 #### SpringBoot with Docker
 * [spring.io: spring boot with docker](https://spring.io/guides/gs/spring-boot-docker/)
diff --git a/docs/kubernetes-releases.md b/docs/kubernetes-releases.md
index 8dc3312a..3227d9da 100644
--- a/docs/kubernetes-releases.md
+++ b/docs/kubernetes-releases.md
@@ -39,4 +39,5 @@
 * [kubernetes.io: Kubernetes 1.23: The Next Frontier](https://kubernetes.io/blog/2021/12/07/kubernetes-1-23-release-announcement/)
 * [loft.sh: Kubernetes 1.23 Release](https://loft.sh/blog/kubernetes-1.23-release/)
 * [infoq.com: Kubernetes Proceeding with Deprecation of Dockershim in Upcoming 1.24 Release](https://www.infoq.com/news/2022/01/kubernetes-dockershim-removal/)
-* [==blog.runx.dev: Will That Kubernetes v1.22 Upgrade Break My Application?==](https://blog.runx.dev/will-that-kubernetes-v1-22-upgrade-break-my-application-cc339dc2e2c7)
\ No newline at end of file
+* [==blog.runx.dev: Will That Kubernetes v1.22 Upgrade Break My Application?==](https://blog.runx.dev/will-that-kubernetes-v1-22-upgrade-break-my-application-cc339dc2e2c7)
+* Concerned about the Dockershim removal in the upcoming Kubernetes 1.24 release? We've updated the faq with additional info, migration guide links and more: http://k8s.io/dockershim
\ No newline at end of file
diff --git a/docs/kubernetes-troubleshooting.md b/docs/kubernetes-troubleshooting.md
index 65bac451..5fdbba76 100644
--- a/docs/kubernetes-troubleshooting.md
+++ b/docs/kubernetes-troubleshooting.md
@@ -37,6 +37,9 @@
 * [containiq.com: Troubleshooting Kubernetes FailedAttachVolume and FailedMount](https://www.containiq.com/post/fixing-kubernetes-failedattachvolume-and-failedmount) When working with Persistent Volumes in Kubernetes, you might run into the FailedAttachVolume or FailedMount error. In this tutorial, we’ll show you how to troubleshoot these errors and find the root cause and fix them.
 * [==containiq.com: Kubernetes ImagePullBackOff: Troubleshooting With Examples==](https://www.containiq.com/post/kubernetes-imagepullbackoff) If you’ve worked with Kubernetes for a while, chances are good that you have experienced the **ImagePullBackOff** status. This issue can be frustrating if you are unfamiliar with it, so in this guide, you will walk the reader through how to troubleshoot this issue, what some common causes are, and where to start if they encounter this problem.
 * [medium.com/@andrewachraf: Detect crashes in your Kubernetes cluster using kwatch and Slack 🌟](https://medium.com/@andrewachraf/detect-crashes-in-your-cluster-using-kwatch-an-slack-84b979e93e03) Monitor all changes in your Kubernetes(K8s) cluster & detects crashes in your running apps in real time
+* [==research.nccgroup.com: Detection Engineering for Kubernetes clusters==](https://research.nccgroup.com/2021/11/10/detection-engineering-for-kubernetes-clusters/) In this article you will learn how to detect anomalies in your cluster using Kubernetes Audit logs and Anomalies Detection Engineering.
+* [pauldally.medium.com: Kubernetes — Debugging NetworkPolicy (Part 1)](https://pauldally.medium.com/debugging-networkpolicy-part-1-249921cdba37)
+    * [pauldally.medium.com: Kubernetes — Debugging NetworkPolicy (Part 2)](https://pauldally.medium.com/debugging-networkpolicy-part-2-2d5c42d8465c)
 
 ## Debugging Techniques and Strategies. Debugging with ephemeral containers
 - [kubectl-debug](https://github.com/aylei/kubectl-debug)
diff --git a/docs/kubernetes.md b/docs/kubernetes.md
index 324befa0..2e4a9a3c 100644
--- a/docs/kubernetes.md
+++ b/docs/kubernetes.md
@@ -511,6 +511,7 @@
 * [thenewstack.io: What Does It Take to Manage Hundreds of Kubernetes Clusters?](https://thenewstack.io/what-does-it-take-to-manage-hundreds-of-kubernetes-clusters/)
 * [medium.com/pareture: Kubernetes Scaling, Capacity and Resource Planning in Complex Clusters](https://medium.com/pareture/kubernetes-scaling-capacity-and-resource-planning-in-complex-clusters-97a6105b43a4)
 * [blog.runx.dev: 3 Things I Hate About Kubernetes](https://blog.runx.dev/3-things-i-hate-about-kubernetes-49f1656baeaa)
+* [devopslearners.com: What is a Kubernetes Ephemeral Container?](https://devopslearners.com/what-is-a-kubernetes-ephemeral-container-aa8ab658755d)
 
 ### kubeconfig
 * [medium: Mastering the KUBECONFIG file](https://medium.com/@ahmetb/mastering-kubeconfig-4e447aa32c75)
@@ -759,6 +760,7 @@
 * [blog.newrelic.com: Kubernetes Fundamentals, Part 2: How to Use Health Checks](https://blog.newrelic.com/engineering/kubernetes-health-checks)
 * [komodor.com: Kubernetes Liveness Probes: A Practical Guide](https://komodor.com/learn/kubernetes-liveness-probes-a-practical-guide/)
 * [martinheinz.dev: Improving Application Availability with Pod Readiness Gates](https://martinheinz.dev/blog/63) Making sure your app running in Kubernetes is available and ready to serve traffic can be easy with Pod liveness and readiness probes. However, not all applications are built to use probes. Is there any solution for when Pod probes aren't enough?
+* [==thenewstack.io: Kubernetes Health Checks Using Probes==](https://thenewstack.io/kubernetes-health-checks-using-probes/)
 
 ### Kubernetes Limits and Requests
 * [kubernetes.io Policy Limit Ranges](https://kubernetes.io/docs/concepts/policy/limit-range/)
diff --git a/docs/managed-kubernetes-in-public-cloud.md b/docs/managed-kubernetes-in-public-cloud.md
index 17d35c67..700c7504 100644
--- a/docs/managed-kubernetes-in-public-cloud.md
+++ b/docs/managed-kubernetes-in-public-cloud.md
@@ -4,6 +4,7 @@
 - [GKE vs EKS vs AKS](#gke-vs-eks-vs-aks)
 - [Other Managed Kubernetes](#other-managed-kubernetes)
 - [AWS EKS (Hosted/Managed Kubernetes on AWS)](#aws-eks-hostedmanaged-kubernetes-on-aws)
+    - [EKS and IaC with Crossplane](#eks-and-iac-with-crossplane)
     - [AWS EKS Vs ECS Vs Fargate](#aws-eks-vs-ecs-vs-fargate)
     - [EKS Anywhere (on premises)](#eks-anywhere-on-premises)
     - [EKS Distro (EKS-D)](#eks-distro-eks-d)
@@ -126,7 +127,11 @@
 * [==howtoforge.com: How to Create a Kubernetes Cluster with AWS CLI==](https://www.howtoforge.com/how-to-create-a-kubernetes-cluster-with-the-aws-cli/)
 * [blog.searce.com: Optimise cost for AWS EKS cluster using Spotinst 🌟](https://blog.searce.com/optimize-cost-for-aws-eks-cluster-using-spotinst-ffcebe8e3571)
 * [thenewstack.io: How We Built Preview Environments on Kubernetes and AWS](https://thenewstack.io/how-we-built-preview-environments-on-kubernetes-and-aws/)
+
+### EKS and IaC with Crossplane
 * [==aws.amazon.com: GitOps model for provisioning and bootstrapping Amazon EKS clusters using Crossplane and Argo CD==](https://aws.amazon.com/blogs/containers/gitops-model-for-provisioning-and-bootstrapping-amazon-eks-clusters-using-crossplane-and-argo-cd/)
+* [nivogt.medium.com: [IaC] Continuous Delivery with Crossplane and ArgoCD : how to automate the creation of AWS EKS clusters](https://nivogt.medium.com/iac-continuous-delivery-with-crossplane-and-argocd-how-to-automate-the-creation-of-aws-eks-1523ef0e0aa)
+
 
 ### AWS EKS Vs ECS Vs Fargate
 * [cloudify.co: AWS EKS Vs. ECS Vs. Fargate: The Breakdown](https://cloudify.co/blog/aws-eks-vs-ecs-vs-fargate/)
@@ -280,6 +285,8 @@
 <center>
 <iframe width="560" height="315" src="https://www.youtube.com/embed/xM9jpcVGTzY" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 <iframe width="560" height="315" src="https://www.youtube.com/embed/p6xDCz00TxU" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube.com/embed/k-V3_zxRasM" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe width="560" height="315" src="https://www.youtube.com/embed/JGtJj_nAA2s" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
 </center>
 </details>  
 
diff --git a/docs/message-queue.md b/docs/message-queue.md
index f082ef58..397ea881 100644
--- a/docs/message-queue.md
+++ b/docs/message-queue.md
@@ -434,7 +434,7 @@ Red Hat AMQ 7|JBoss AMQ 7 (Broker) or Red Hat AMQ 7 Suite|Apache ActiveMQ Artemi
 - [Dzone: Autoscaling Your Kubernetes Microservice with KEDA](https://dzone.com/articles/autoscaling-your-kubernetes-microservice-with-keda) Introduction to KEDA—event-driven autoscaler for Kubernetes, Apache Camel, and ActiveMQ Artemis—and how to use it to scale a Java microservice on Kubernetes.
 - [tomd.xyz: Event-driven integration on Kubernetes with Camel & KEDA 🌟](https://tomd.xyz/kubernetes-event-driven-keda/) Can we develop apps in Kubernetes that autoscale based on events? Perhaps, with this example using KEDA, ActiveMQ and Apache Camel.
 - [faun.pub: Scaling an app in Kubernetes with KEDA (no Prometheus is needed)](https://faun.pub/keda-ec9fc7c8dd81)
-- [itnext.io: Event Driven Autoscaling](https://itnext.io/event-driven-autoscaling-503b5cefaa49)
+- [itnext.io: Event Driven Autoscaling](https://itnext.io/event-driven-autoscaling-503b5cefaa49) KEDA expands the capabilities of Kubernetes by managing the integration with external sources allowing you to auto-scale your Kubernetes Deployments based on data from both internal and external metrics.
 
 ## Integration Platform as a Solution (iPaaS). Platforms for collecting, storing and routing customer event data
 - [quandarycg.com: Everything You Need To Know About System Integration (And IPaaS) 🌟](https://quandarycg.com/everything-you-need-to-know-about-integrations/)
diff --git a/docs/mlops.md b/docs/mlops.md
index 33661c40..f2c91d0e 100644
--- a/docs/mlops.md
+++ b/docs/mlops.md
@@ -35,5 +35,7 @@
 <blockquote class="twitter-tweet"><p lang="en" dir="ltr">To my JVM friends looking to explore Machine Learning techniques - you don’t necessarily have to learn Python to do that. There are libraries you can use from the comfort of your JVM environment. 🧵👇</p>&mdash; Maria Khalusova (@mariaKhalusova) <a href="https://twitter.com/mariaKhalusova/status/1331982686819389440?ref_src=twsrc%5Etfw">November 26, 2020</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
 
 <blockquote class="twitter-tweet"><p lang="en" dir="ltr">You don&#39;t need to go to a university to learn machine learning - you can do it from your living room, for completely free.<br><br>Here is an extensive list of curated free courses and tutorials, from beginner to advanced. ↓<br><br>(Trust me, you want to bookmark this tweet.)</p>&mdash; Tivadar Danka (@TivadarDanka) <a href="https://twitter.com/TivadarDanka/status/1440281314398138373?ref_src=twsrc%5Etfw">September 21, 2021</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
+
+<blockquote class="twitter-tweet"><p lang="en" dir="ltr">I started taking data science courses last year, after studying and coding for at least 10 hours 6 days a week and doing several ML projects alongside data analysis projects, I finally got my first data analyst offer from a Nigerian bank last week after countless rejections</p>&mdash; Sam (@SamsonTontoye) <a href="https://twitter.com/SamsonTontoye/status/1495292044109131785?ref_src=twsrc%5Etfw">February 20, 2022</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
 </center>
 </details>
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diff --git a/docs/nosql.md b/docs/nosql.md
index 12f2da0a..27680163 100644
--- a/docs/nosql.md
+++ b/docs/nosql.md
@@ -27,6 +27,7 @@
 - [medium: When to Use MongoDB Rather than MySQL](https://medium.com/@rsk.saikrishna/when-to-use-mongodb-rather-than-mysql-d03ceff2e922)
 - [sysadminxpert.com: Demystifying NoSQL Databases 🌟](https://sysadminxpert.com/demystifying-nosql-databases/) 
 - [datastax.medium.com: SQL versus NoSQL: The Pros and Cons](https://datastax.medium.com/sql-versus-nosql-the-pros-and-cons-488d4a7ba92f)
+- [intellipaat.com: NoSQL vs. SQL - Difference between SQL and NoSQL](https://intellipaat.com/blog/nosql-vs-sql-what-is-better/) One has been predominantly used by firms for storing structured data in various forms, while another lets the companies store unstructured and semi-structured data also. Which among them is better and more efficient? Let’s analyze in this blog!
 
 ### Couchbase
 * [wikipedia: Couchbase Server](https://en.wikipedia.org/wiki/Couchbase_Server)
@@ -66,6 +67,7 @@
 	- [datastax.com: Apache Cassandra 4.0 is Now Delivered Via K8ssandra on Amazon EKS](https://www.datastax.com/blog/apache-cassandra-40-now-delivered-k8ssandra-amazon-eks)
 	- [foojay.io: K8ssandra Performance Benchmarks on Cloud Managed Kubernetes](https://foojay.io/today/k8ssandra-performance-benchmarks-on-cloud-managed-kubernetes/)
 	- [datastax.medium.com: We Pushed Helm to the Limit—then Built a Kubernetes Operator](https://datastax.medium.com/we-pushed-helm-to-the-limit-then-built-a-kubernetes-operator-5136f7c71e91)
+	- [thenewstack.io: How to Run a Cassandra Operation in Docker](https://thenewstack.io/how-to-run-a-cassandra-operation-in-docker/)
 - [HBase.apache.org](http://hbase.apache.org/)
 - [Hive.apache.org](https://hive.apache.org/)
 - [rethinkdb.com](http://rethinkdb.com)
diff --git a/docs/other-awesome-lists.md b/docs/other-awesome-lists.md
index 1d9ca835..9b23d4e9 100644
--- a/docs/other-awesome-lists.md
+++ b/docs/other-awesome-lists.md
@@ -136,7 +136,8 @@
 - [Awesome Terraform](https://github.com/shuaibiyy/awesome-terraform)
 
 ### Security
-- [Awesome Security](https://github.com/sbilly/awesome-security)
+- [sbilly/awesome-security: Awesome Security](https://github.com/sbilly/awesome-security)
+- [myugan/awesome-docker-security: Awesome Docker Security](https://github.com/myugan/awesome-docker-security) A curated list of awesome Docker security resources
 
 ### QA
 - [Awesome Test Automation](https://github.com/atinfo/awesome-test-automation)
diff --git a/docs/project-management-methodology.md b/docs/project-management-methodology.md
index 9b856ab0..4d176229 100644
--- a/docs/project-management-methodology.md
+++ b/docs/project-management-methodology.md
@@ -57,6 +57,7 @@
 - [infoq.com: Better Metrics for Building High Performance Teams](https://www.infoq.com/articles/better-metrics-team-performance/)
 - [==noidea.dog/glue: Being Glue==](https://noidea.dog/glue)
 - [hbr.org: The Real Value of Middle Managers](https://hbr.org/2021/06/the-real-value-of-middle-managers)
+- [dev.to: What’s Wrong With Measuring Developer Performance (+ 10 Best Metrics)](https://dev.to/actitime/whats-wrong-with-measuring-developer-performance-10-best-metrics-5620)
 
 ### Spanish
 - [scrum.org: Scrum no es una metodología, es un marco de trabajo](https://www.scrum.org/resources/blog/scrum-no-es-una-metodologia-es-un-marco-de-trabajo)
diff --git a/docs/python.md b/docs/python.md
index 6b7f351e..adc249ee 100644
--- a/docs/python.md
+++ b/docs/python.md
@@ -191,6 +191,8 @@
 - [==freecodecamp.org: Python Requests – How to Interact with Web Services using Python==](https://www.freecodecamp.org/news/how-to-interact-with-web-services-using-python/)
 - [thenewstack.io: Guido van Rossum’s Ambitious Plans for Improving Python Performance](https://thenewstack.io/guido-van-rossums-ambitious-plans-for-improving-python-performance/) While Python is a simple language to start with and has excellent support for ML/AI, it is still a slow language which consumes more energy. This means the execution/infra costs are higher. The creator of Python, Guido van Rossum, quit his BDFL (Benevolent Dictator For Life) post at Python (in disgust over PIP 572) and later joined Microsoft. He is reported to be working at making Python 5-fold faster in next few releases.
 - [towardsdatascience.com: Memory Management in Python](https://towardsdatascience.com/memory-management-in-python-6bea0c8aecc9) How does it work? A list of examples that help.
+- [dev.to: python dictionary methods explanation and visualization](https://dev.to/mahmoudessam/python-dictionary-methods-explanation-and-visualization-1l64)
+- [medium.com/@florian.rieger: If you haven‘t heard of descriptors, you don‘t know Python](https://medium.com/@florian.rieger/if-you-haven-t-heard-of-descriptors-you-don-t-know-python-1ea4fd1614c2)
 
 ## PHP vs Python
 - [geekflare.com: PHP vs Python: A Comprehensive Comparison](https://geekflare.com/php-vs-python-comparison)
diff --git a/docs/recruitment.md b/docs/recruitment.md
index 54af042a..633aa671 100644
--- a/docs/recruitment.md
+++ b/docs/recruitment.md
@@ -194,6 +194,8 @@
 <blockquote class="twitter-tweet"><p lang="es" dir="ltr">¿Por qué está siendo tan difícil conseguir el primer trabajo en <a href="https://twitter.com/hashtag/tech?src=hash&amp;ref_src=twsrc%5Etfw">#tech</a>?<br><br>- ¿Mal proceso?<br>- ¿Las empresas no quieren entry-level?<br>- ¿Los candidatos aplican correctamente?<br>- ¿Hay que hacer networking?<br> <br>¿Todas las anteriores?<br><br>Hablemos.</p>&mdash; Freddy Montes (@fmontes) <a href="https://twitter.com/fmontes/status/1491820283442831361?ref_src=twsrc%5Etfw">February 10, 2022</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
 
 <blockquote class="twitter-tweet"><p lang="und" dir="ltr">🙄 <a href="https://t.co/0HTF0f116H">pic.twitter.com/0HTF0f116H</a></p>&mdash; MΛRC VIDΛL (@marcvidal) <a href="https://twitter.com/marcvidal/status/1493867852490854400?ref_src=twsrc%5Etfw">February 16, 2022</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
+
+<blockquote class="twitter-tweet"><p lang="en" dir="ltr">💁‍♂️ Career tip - Your manager plays a MASSIVE role in how successful you can be. Find a manager that supports your careers goals and values.</p>&mdash; Lachlan Evenson (@LachlanEvenson) <a href="https://twitter.com/LachlanEvenson/status/1495144293748465664?ref_src=twsrc%5Etfw">February 19, 2022</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
 </center>
 </details>
 
diff --git a/docs/sre.md b/docs/sre.md
index 532cdb80..ec9b4203 100644
--- a/docs/sre.md
+++ b/docs/sre.md
@@ -113,5 +113,7 @@
 
 <center>
 <blockquote class="twitter-tweet"><p lang="en" dir="ltr">Is it hard to find SREs? Dell: Developers do a good job as SREs because they know what exactly is happening. At the same time, we are also thinking about how we can have a developer rotation model too; essentially a rotation policy which is a learning process for us.</p>&mdash; The New Stack (@thenewstack) <a href="https://twitter.com/thenewstack/status/1390691219831934981?ref_src=twsrc%5Etfw">May 7, 2021</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
+
+<blockquote class="twitter-tweet"><p lang="en" dir="ltr">&quot;Platform Engineering&quot; is rapidly becoming the new DevOps or SRE. Almost every day we hear about another org building an internal developer platform or control plane.<br><br>Want to know what platform engineering is, where the trends are going, and why you should care? <br><br>Read on 🧵👇</p>&mdash; Daniel Bryant (@danielbryantuk) <a href="https://twitter.com/danielbryantuk/status/1494614250567966732?ref_src=twsrc%5Etfw">February 18, 2022</a></blockquote> <script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
 </center>
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diff --git a/docs/terraform.md b/docs/terraform.md
index fb3f12ee..62fa434a 100644
--- a/docs/terraform.md
+++ b/docs/terraform.md
@@ -185,6 +185,7 @@
 * [thenewstack.io: Better Together: Hyper-Converged Kubernetes with Terraform](https://thenewstack.io/better-together-hyper-converged-kubernetes-with-terraform/)
 * [==AdminTurnedDevOps/Terraform-The-Hard-Way==](https://github.com/AdminTurnedDevOps/Terraform-The-Hard-Way) The most efficient way to learn Terraform for beginners and intermediate practitioners
 * [acloudguru.com: 5 things we love about Terraform](https://acloudguru.com/blog/engineering/5-things-we-love-about-terraform)
+* [==devops.com: How to Migrate Existing Infrastructure to Terraform==](https://devops.com/how-to-migrate-existing-infrastructure-to-terraform/)
 
 ### Interview Questions
 - [interviewbit.com: Terraform Interview Questions](https://www.interviewbit.com/terraform-interview-questions/)
@@ -479,6 +480,8 @@
 	- [hashicorp.com: Rover - Terraform Visualizer](https://www.hashicorp.com/resources/terraform-plan-interactive-configuration-and-state-visualization-with-rover) 
 - [cloudify.co: Cloudify and Terraform Integration. Supercharge Your Terraform Templates](https://cloudify.co/terraform-integration/) Significantly extend Terraform usability with Cloudify's plugin and enjoy end-to-end automation and avoid costly blueprint transformation.
 - [cloudquery.io: Announcing CloudQuery Terraform Drift Detection](https://www.cloudquery.io/blog/announcing-cloudquery-terraform-drift-detection)
+- [run-x/opta: Opta - Supercharge DevOps on any cloud](https://github.com/run-x/opta) Infrastructure-as-code where you work with high-level constructs instead of getting lost in low level cloud configuration
+	- [cncf.io: Introducing Opta: Terraform on Rails](https://www.cncf.io/blog/2022/02/18/introducing-opta-terraform-on-rails/)
 
 ## Terraform Frameworks
 ### Kubestack Terraform GitOps Framework
diff --git a/mkdocs.yml b/mkdocs.yml
index 50be3853..16db2ed8 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -176,6 +176,7 @@ nav:
     - YAML and JSON: yaml.md
   - Databases: 
     - Relational Databases and Database DevOps: databases.md
+    - Crunchy Data PostgreSQL Operator: crunchydata.md
     - NoSQL Databases: nosql.md
   - Data Pipeline: message-queue.md
   - Service Mesh: 
@@ -189,6 +190,28 @@ nav:
     - Edge Computing: edge-computing.md
     - Cloud Architecture Diagram Tools: cloud-arch-diagrams.md
     - AWS: aws.md
+      - AWS Miscellaneous: aws-miscellaneous.md
+      - AWS Architecture: aws-architecture.md
+      - AWS Best Practices: aws-best-practices.md
+      - AWS Migrations: aws-migrations.md
+      - AWS Networking: aws-networking.md
+      - AWS Databases: aws-databases.md
+      - AWS Storage: aws-storage.md
+      - AWS Security: aws-security.md
+      - AWS Monitoring: aws-monitoring.md
+      - AWS IaC: aws-iac.md
+      - AWS Samples Boilerplates: aws-samples-boilerplates.md
+      - AWS Tools Scripts: aws-tools-scripts.md
+      - AWS Data: aws-data.md
+      - AWS DevOps: aws-devops.md
+      - AWS Serverless: aws-serverless.md
+      - AWS Pricing: aws-pricing.md
+      - AWS Containers: aws-containers.md
+      - AWS Backup: aws-backup.md
+      - AWS Training: aws-training.md
+      - AWS Certification: aws-certification.md
+      - AWS New Features: aws-newfeatures.md
+      - AWS Spain: aws-spain.md
     - Google Cloud Platform: GoogleCloudPlatform.md
     - Microsoft Azure: azure.md
     - IBM & IBM Cloud: ibm_cloud.md
@@ -205,7 +228,7 @@ nav:
     - Websites for web developers: devel-sites.md
     - Angular: angular.md
     - Document Object Model (DOM): dom.md
-    - Go: golang.md
+    - Golang: golang.md
     - JavaScript - node.js & npm: javascript.md
     - Python - Django & Flask: python.md
     - Low Code and No Code: lowcode-nocode.md