diff --git a/docs/ansible.md b/docs/ansible.md
index 3fd6d73f..f340ac2b 100644
--- a/docs/ansible.md
+++ b/docs/ansible.md
@@ -253,7 +253,7 @@
 ### Ansible Tower and Ansible AWX. Running Ansible Playbooks From Ansible Tower
 
 - [Ansible Tower](https://www.redhat.com/en/technologies/management/ansible)
-- [Ansible Tower Docs](http://legacy-controller-docs.ansible.com/ansible-tower)
+- [Ansible Tower Docs](https://legacy-controller-docs.ansible.com/ansible-tower)
 - [Ansible AWX](https://github.com/ansible/awx)
 - [AWX Operator](https://github.com/ansible/awx-operator) An Ansible AWX operator for Kubernetes built with Operator SDK and Ansible.
 - [ansible.com/blog/topic/ansible-tower](https://www.redhat.com/en/blog/channel/red-hat-ansible-automation)
diff --git a/docs/aws-devops.md b/docs/aws-devops.md
index 45f711b5..af70747f 100644
--- a/docs/aws-devops.md
+++ b/docs/aws-devops.md
@@ -13,7 +13,7 @@
 - [AWS Partner Network - CodePipeline Integrations](https://aws.amazon.com/es/codepipeline/product-integrations)
 - [**Multi-Region Infrastructure Deployment**](https://aws.amazon.com/solutions) 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/aws-cloud/aws-devops-vs-azure-devops)
-- [Amazon DevOps Guru](https://aws.amazon.com/devops-guru/) ML-powered cloud operations service to improve application availability
+- [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?gi=89ce6b861525) I would like to explain to you how to create an AWS CodePipeline for ECS with a Blue/green deployment type.
 - [aws.amazon.com: Multi-branch pipeline management and infrastructure deployment using AWS CDK Pipelines](https://aws.amazon.com/blogs/devops/multi-branch-pipeline-management-and-infrastructure-deployment-using-aws-cdk-pipelines)
diff --git a/docs/aws-security.md b/docs/aws-security.md
index ce0ac9dd..f72712a7 100644
--- a/docs/aws-security.md
+++ b/docs/aws-security.md
@@ -23,7 +23,7 @@
 - [AWS Security Blog](https://aws.amazon.com/blogs/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](https://docs.aws.amazon.com/linux/al2/ug/SSL-on-amazon-linux-2.html?utm_medium=blog&utm_campaign=OUT_eficienciaenergetica_29102024)
+- [Tutorial: Configure Apache Web Server on Amazon Linux to use SSL/TLS](https://docs.aws.amazon.com/linux/al2/ug/SSL-on-amazon-linux-2.html)
 - [The Most Popular AWS Security Blog Posts in 2015](https://aws.amazon.com/blogs/security/the-most-popular-aws-security-blog-posts-in-2015)
 - [Amazon’s customer service backdoor](https://medium.com/@espringe/amazon-s-customer-service-backdoor-be375b3428c4)
 - [Announcing Industry Best Practices for Securing AWS Resources](https://aws.amazon.com/blogs/security/announcing-industry-best-practices-for-securing-aws-resources)
diff --git a/docs/chaos-engineering.md b/docs/chaos-engineering.md
index d2f8a0a1..363d8ac1 100644
--- a/docs/chaos-engineering.md
+++ b/docs/chaos-engineering.md
@@ -29,7 +29,7 @@
 - [infoq.com: Chaos Engineering on Kubernetes : Chaos Mesh Generally Available with v1.0](https://www.infoq.com/news/2020/10/kubernetes-chaos-mesh-ga)
 - [chaos-mesh.org: Chaos Mesh 1.0: Chaos Engineering on Kubernetes Made Easier](https://chaos-mesh.org/blog/chaos-mesh-1.0-chaos-engineering-on-kubernetes-made-easier)
 - [thenewstack.io: Develop a Daily Reporting System for Chaos Mesh to Improve System Resilience](https://thenewstack.io/develop-a-daily-reporting-system-for-chaos-mesh-to-improve-system-resilience)
-- [pingcap.com: chaos-mesh-action: Integrate Chaos Engineering into Your CI](https://chaos-mesh.org/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci/)
+- [pingcap.com: chaos-mesh-action: Integrate Chaos Engineering into Your CI](https://chaos-mesh.org/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci)
 - [openshift.com: Introduction to Kraken, a Chaos Tool for OpenShift/Kubernetes](https://www.redhat.com/en/blog/introduction-to-kraken-a-chaos-tool-for-openshift/kubernetes)
 - [thenewstack.io: Chaos Engineering Progressively Moves to Production](https://thenewstack.io/chaos-engineering-progressively-moves-to-production)
 - [blog.flant.com: Open Source solutions for chaos engineering in Kubernetes](https://palark.com/blog/chaos-engineering-in-kubernetes-open-source-tools)
diff --git a/docs/cheatsheets.md b/docs/cheatsheets.md
index c975e052..618cbfd3 100644
--- a/docs/cheatsheets.md
+++ b/docs/cheatsheets.md
@@ -109,7 +109,7 @@
 - [tutorialsdojo.com: AWS Cheat Sheets 🌟](https://tutorialsdojo.com/aws-cheat-sheets)
 - [igoroseledko.com: AWS CLI Cheat Sheet](https://www.igoroseledko.com/aws-cli-cheat-sheet)
 - [==docs.aws.amazon.com: Actions, resources, and condition keys for AWS services== 🌟🌟🌟](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html) There's a Reference for all 𝗜𝗔𝗠 𝗔𝗰𝘁𝗶𝗼𝗻𝘀, 𝗿𝗲𝘀𝗼𝘂𝗿𝗰𝗲𝘀, 𝗮𝗻𝗱 𝗰𝗼𝗻𝗱𝗶𝘁𝗶𝗼𝗻 𝗸𝗲𝘆𝘀 𝗳𝗼𝗿 𝗮𝗹𝗹 𝗔𝗪𝗦 𝘀𝗲𝗿𝘃𝗶𝗰𝗲𝘀 🔐 Bookmark it! 🔖
-- [==awsgeek.com/Amazon-S3==](http://www.awsgeek.com/Amazon-S3)
+- [==awsgeek.com/Amazon-S3==](https://www.awsgeek.com/Amazon-S3)
 
 ## Google Cloud Cheat Sheets
 
diff --git a/docs/cicd.md b/docs/cicd.md
index 54231b55..1321989b 100644
--- a/docs/cicd.md
+++ b/docs/cicd.md
@@ -231,7 +231,7 @@
   - [GitHub Copilot Now Explains Failed Actions Jobs (GA)](https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga) - GitHub's Copilot can now assist users by explaining why an Actions job failed. This feature, now Generally Available, allows users to select 'Explain Error' from a failing check in the pull request merge box or on the Actions job page. Copilot analyzes the job and provides tailored guidance for resolution, consuming one chat message per use. This integration aims to streamline debugging and improve CI/CD workflows.
 
 - [plutora.com: Artifacts management tools](https://www.plutora.com/ci-cd-tools/artifacts-management-tools)
-- [cloudbees.com: Continuous Delivery Tools: The 5 You Absolutely Need to Know in 2021](https://www.cloudbees.com/blog/enterprise-need-modern-software-delivery?utm_campaign=dev-2025&utm_content=hypercore-hybrid-row-storage-engine)
+- [cloudbees.com: Continuous Delivery Tools: The 5 You Absolutely Need to Know in 2021](https://www.cloudbees.com/blog/enterprise-need-modern-software-delivery)
 - [dzone: DevOps: CI/CD Tools to Watch Out for in 2022](https://dzone.com/articles/devops-cicd-tools-to-watch-out-for-in-2022) CI/CD is an integral part of any successful DevOps team. This list includes the finest CI/CD tools currently available in the market.
 - [betterprogramming.pub: When Should You Self-Host CI Tools? | William Anderson](https://betterprogramming.pub/when-should-you-self-host-ci-tools-330fc38d2a6) How to decide whether you should self-host, go with a SaaS option, or bundle your choice of CI tool through a vendor
 
diff --git a/docs/databases.md b/docs/databases.md
index e2f941ab..8771ef88 100644
--- a/docs/databases.md
+++ b/docs/databases.md
@@ -161,7 +161,7 @@
 
 ## Database Continuous Integration
 
-- [cloudbees.com: Introductory Handbook for Database Continuous Integration](https://www.cloudbees.com/blog/ci-cd-pipeline?ref=the-mergify-blog)
+- [cloudbees.com: Introductory Handbook for Database Continuous Integration](https://www.cloudbees.com/blog/ci-cd-pipeline)
 
 ## Databases on Kubernetes
 
diff --git a/docs/demos.md b/docs/demos.md
index cfc1778a..9c124d94 100644
--- a/docs/demos.md
+++ b/docs/demos.md
@@ -299,7 +299,7 @@
 - [github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass)
 - [channel9.msdn.com: Troubleshoot AKS cluster issues with AKS Diagnostics and AKS Periscope](https://learn.microsoft.com/en-us/shows/azure-friday/troubleshoot-aks-cluster-issues-with-aks-diagnostics-and-aks-periscope)
 - [trstringer.com: Deploy to AKS from GitHub Actions 🌟](https://trstringer.com/deploy-to-aks-from-github-actions)
-- [trstringer.com: Deploy to AKS Using a Managed Identity from a GitHub Actions Self-Hosted Runner 🌟](https://trstringer.com/deploy-to-aks-from-github-actions-self-hosted/)
+- [trstringer.com: Deploy to AKS Using a Managed Identity from a GitHub Actions Self-Hosted Runner 🌟](https://trstringer.com/deploy-to-aks-from-github-actions-self-hosted)
 - [medium.com/bb-tutorials-and-thoughts: How to Build and Deploy MERN Stack on Azure AKS](https://medium.com/bb-tutorials-and-thoughts/how-to-build-and-deploy-mern-stack-on-azure-aks-c25eaf27b9d0) MERN stands for MongoDB, Express, React, Node, after the four key technologies that make up the stack. Express and Node make up the middle (application) tier.
     - You will dockerize the app and push that image to the Azure container registry
     - You will pull the image and deploy it to AKS
diff --git a/docs/devops.md b/docs/devops.md
index eca6d396..3b62b8a7 100644
--- a/docs/devops.md
+++ b/docs/devops.md
@@ -434,7 +434,7 @@ Resolve your software incidents 10x faster
 - [softwareengineeringdaily.com: The Rise of Platform Engineering 🌟](https://softwareengineeringdaily.com/2020/02/13/setting-the-stage-for-platform-engineering)
 - [thenewstack.io: How Is Platform Engineering Different from DevOps and SRE?](https://thenewstack.io/how-is-platform-engineering-different-from-devops-and-sre) Platform engineering is the next stage of evolution. Like DevOps, it enables developer self-service. Like SRE, it reduces errors and increases reliability.
 - [salaboy.com: The Challenges of Platform Building on Top of Kubernetes 4/4](https://www.salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kubernetes-4-4) TLTR: We have reached a point where the adoption and understanding of Kubernetes and Kubernetes tools are mature enough to start hiding them away from the teams consuming them. This blog post explores some of the approaches different development tools take to provide a better and simplified experience for developers while allowing platform teams to curate the resources these tools use and how they behave.
-- [thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and APIs](https://thenewstack.io/platform-engineering-in-2023-dev-first-collaboration-and-apis/) Developer platforms won't eliminate DevOps but will prioritize developer experience.
+- [thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and APIs](https://thenewstack.io/platform-engineering-in-2023-dev-first-collaboration-and-apis) Developer platforms won't eliminate DevOps but will prioritize developer experience.
 - [frobes.com: How To Empower Modern Kubernetes Management With A Platform Team Model](https://www.forbes.com/councils/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model/?streamIndex=0)
 - [thenewstack.io: Architecture and Design Considerations for Platform Engineering Teams](https://thenewstack.io/platform-engineering/architecture-and-design-considerations-for-platform-engineering-teams) What exactly is a platform? Is it an internal developer platform, a developer self-service portal or simply a developer onboarding tool?
 - [dev.to/thenjdevopsguy: Platform Engineering On Kubernetes Part 4: Internal Developer Platforms](https://dev.to/thenjdevopsguy/platform-engineering-on-kubernetes-part-4-internal-developer-platforms-1kmh)
diff --git a/docs/java-and-java-performance-optimization.md b/docs/java-and-java-performance-optimization.md
index 973c51ed..e10114f7 100644
--- a/docs/java-and-java-performance-optimization.md
+++ b/docs/java-and-java-performance-optimization.md
@@ -125,7 +125,7 @@ etc|N/A
 - [Cambios importantes en la gestión de memoria de Java 8 de Oracle](https://karunsubramanian.com/websphere/one-important-change-in-memory-management-in-java-8)
 - [PermGen eliminado](https://www.infoq.com/articles/Java-PERMGEN-Removed)
 - [On heap vs off heap memory usage](https://www.javacodegeeks.com/2014/12/on-heap-vs-off-heap-memory-usage.html)
-- [How Garbage Collection differs in the three big JVMs](https://www.dynatrace.com/news/blog/how-garbage-collection-differs-in-the-three-big-jvms/)
+- [How Garbage Collection differs in the three big JVMs](https://www.dynatrace.com/news/blog/how-garbage-collection-differs-in-the-three-big-jvms)
 - [DZone: Understanding the Java Memory Model and Garbage Collection 🌟](https://dzone.com/articles/understanding-the-java-memory-model-and-the-garbag)we will try to understand the Java memory model and how garbage collection works.I have used JDK8 Oracle Hot Spot 64 bit JVM. First let me depict the different memory areas available for Java processes.
 - [DZone: Memory Leaks and Java Code](https://dzone.com/articles/memory-leak-andjava-code) When you aren't using objects, but they aren't touched by GC, a memory leak happens. Here are six ways memory leaks happen to look for and avoid.
 - [javarevisited.blogspot.com: How Garbage Collection works in Java? Explained (2011)](https://javarevisited.blogspot.com/2011/04/garbage-collection-in-java.html)
diff --git a/docs/jenkins.md b/docs/jenkins.md
index e8713a03..e6501efc 100644
--- a/docs/jenkins.md
+++ b/docs/jenkins.md
@@ -218,7 +218,7 @@ jenkinsci CloudBees' advice is to use build tool features when possible (Maven/G
 
 - [github.com/jenkinsci/kubernetes-operator: 🌟](https://github.com/jenkinsci/kubernetes-operator) Kubernetes platform was released ten years after the first version of Hudson project. It means Jenkins couldn’t be designed to run on top of it. Jenkins Operator tries to bridge that gap.
 - [jenkins.io: Jenkins Operator becomes an official sub-project!](https://www.jenkins.io/blog/2021/04/15/jenkins-operator-sub-project)
-- [jenkinsci.github.io/kubernetes-operator: Setup, configuration, backup and restore guides for Jenkins Operator](https://jenkinsci.github.io/kubernetes-operator/)
+- [jenkinsci.github.io/kubernetes-operator: Setup, configuration, backup and restore guides for Jenkins Operator](https://jenkinsci.github.io/kubernetes-operator)
 
 - [jenkins.io: Security Validator for Jenkins Operator for Kubernetes](https://www.jenkins.io/blog/2021/08/23/jenkins-operator-security-work-report)
 - [cd.foundation: Going Cloud Native with Jenkins Kubernetes Operator](https://cd.foundation/blog/2021/09/02/going-cloud-native-with-jenkins-kubernetes-operator)
@@ -427,12 +427,12 @@ jenkinsci CloudBees' advice is to use build tool features when possible (Maven/G
 - [cloudbees.com: The Two Most Common Issues with Jenkins and How to Fix Them 🌟](https://www.cloudbees.com/blog/parallelism-and-distributed-builds-jenkins) Jenkins is a fantastic CI/CD solution but it has a significant weak point: Managing & scaling Jenkins for the enterprise is an uphill battle. Tanya Jacob shares the 2 most common issues we hear from enterprises using Jenkins & how to fix them.
 - [cloudbees.com: Enterprise JVM Administration and Jenkins Performance 🌟](https://www.cloudbees.com/blog/enterprise-jvm-administration-and-jenkins-performance)
 - [support.cloudbees.com: Troubleshooting Jenkins Performance](https://support.cloudbees.com/hc/en-us/articles/204856094-Troubleshooting-Jenkins-Performance) Exhaustive reference for debugging heap usage, thread dumps, garbage collection pauses, and pipeline serialization bottlenecks.
-- [plugins.jenkins.io/jenkins-health-advisor-by-cloudbees: Jenkins Health Advisor by CloudBees](https://plugins.jenkins.io/jenkins-health-advisor-by-cloudbees/) Automatically scans Jenkins controllers for known issues, security vulnerabilities, and performance anomalies.
+- [plugins.jenkins.io/jenkins-health-advisor-by-cloudbees: Jenkins Health Advisor by CloudBees](https://plugins.jenkins.io/jenkins-health-advisor-by-cloudbees) Automatically scans Jenkins controllers for known issues, security vulnerabilities, and performance anomalies.
 
 ## Jenkins Security
 
-- [jenkins.io/doc/book/security: Jenkins Security Guide](https://www.jenkins.io/doc/book/security/) Hardening guide for configuring access control, credentials, protocols, and plugins safely.
-- [owasp.org: OWASP Jenkins Security Assessment](https://owasp.org/www-project-integration-standards/writeups/jenkins/) Threat modeling and vulnerability checks to secure CI/CD pipelines.
+- [jenkins.io/doc/book/security: Jenkins Security Guide](https://www.jenkins.io/doc/book/security) Hardening guide for configuring access control, credentials, protocols, and plugins safely.
+- [owasp.org: OWASP Jenkins Security Assessment](https://owasp.org/www-project-integration-standards/writeups/jenkins) Threat modeling and vulnerability checks to secure CI/CD pipelines.
 
 ## Ansible and Jenkins. Running Ansible Playbooks From Jenkins
 
diff --git a/docs/kubernetes-based-devel.md b/docs/kubernetes-based-devel.md
index 34c6ec38..13755e33 100644
--- a/docs/kubernetes-based-devel.md
+++ b/docs/kubernetes-based-devel.md
@@ -69,11 +69,11 @@
 - [yitaek.medium.com: Useful Tools for Better Kubernetes Development 🌟](https://yitaek.medium.com/useful-tools-for-better-kubernetes-development-87820c2b9435) Lens, Polaris, kube-hunter, kube-bench, Trivy, Goldilocks, Kyverno, kube-ps1, kubectx + kubens , krew, kubectl-neat, kube-no-trouble, helm-mapkubeapis, kube-diff + helm-diff , kube forwarder, kubecost, kubespy.
 - [cncf.io: Tools to develop apps on Kubernetes 🌟](https://www.cncf.io/blog/2021/05/10/tools-to-develop-apps-on-kubernetes)
 - [blog.usejournal.com: Useful Tools for Better Kubernetes Development](https://blog.usejournal.com/useful-tools-for-better-kubernetes-development-87820c2b9435)
-- [rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)](http://web.archive.org/web/20251207094708/https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021/)
-    - [rookout.com: Developer Tools for Kubernetes in 2021 – Skaffold, Tilt, and Garden (Part 2)](http://web.archive.org/web/20251114091620/https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-2/) In that previous blog post, I also mentioned another tool – Skaffold. While Skaffold has limited ability to define Kubernetes applications and build and deploy them in CI/CD pipelines, it’s core functionality is creating a development environment for Kubernetes. In this blog post, I’ll discuss the alternative tools of doing just that – spinning up a development environment on Kubernetes. So let’s go into an in-depth comparison of Skaffold, Tilt, and Garden. **I will not be covering Microsoft Draft, as the Github repository appears to be archived and has had no new versions in 2020.**
-    - [rookout.com: Developer Tools for Kubernetes in 2021: Lens, VSCode, IntelliJ, & Gitpod (Part 3)](http://web.archive.org/web/20251014014009/https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-3/)
-    - [rookout.com: Developer Tools for Kubernetes in 2021: Docker, Kaniko, Buildpack & Jib (Part 4)](http://web.archive.org/web/20251114081646/https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-4/)
-    - [rookout.com: Developer Tools for Kubernetes in 2021: Development Machines (Part 5)](http://web.archive.org/web/20251114094132/https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-development-machines-part-5/)
+- [rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)](https://web.archive.org/web/20251207094708/https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021)
+    - [rookout.com: Developer Tools for Kubernetes in 2021 – Skaffold, Tilt, and Garden (Part 2)](https://web.archive.org/web/20251114091620/https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-2) In that previous blog post, I also mentioned another tool – Skaffold. While Skaffold has limited ability to define Kubernetes applications and build and deploy them in CI/CD pipelines, it’s core functionality is creating a development environment for Kubernetes. In this blog post, I’ll discuss the alternative tools of doing just that – spinning up a development environment on Kubernetes. So let’s go into an in-depth comparison of Skaffold, Tilt, and Garden. **I will not be covering Microsoft Draft, as the Github repository appears to be archived and has had no new versions in 2020.**
+    - [rookout.com: Developer Tools for Kubernetes in 2021: Lens, VSCode, IntelliJ, & Gitpod (Part 3)](https://web.archive.org/web/20251014014009/https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-3)
+    - [rookout.com: Developer Tools for Kubernetes in 2021: Docker, Kaniko, Buildpack & Jib (Part 4)](https://web.archive.org/web/20251114081646/https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-4)
+    - [rookout.com: Developer Tools for Kubernetes in 2021: Development Machines (Part 5)](https://web.archive.org/web/20251114094132/https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-development-machines-part-5)
 - [yitaek.medium.com: Useful Tools for Better Kubernetes Development](https://yitaek.medium.com/useful-tools-for-better-kubernetes-development-87820c2b9435)
 - [okteto.com: Kubernetes for Developers Blog Series by Okteto](https://www.okteto.com/blog/kubernetes-basics)
 - [docker.com: Kubernetes in Production Environments](https://www.docker.com/blog/dear-moby-2-kubernetes-in-production) What is the best way to develop if my prod environment runs Kubernetes? Using Docker Compose does come with conditions:
diff --git a/docs/kubernetes.md b/docs/kubernetes.md
index 5f07d4ef..cb78ecd4 100644
--- a/docs/kubernetes.md
+++ b/docs/kubernetes.md
@@ -550,7 +550,7 @@
 - [infracloud.io: Avoiding Kubernetes Cluster Outages with Synthetic Monitoring](https://www.infracloud.io/blogs/avoiding-kubernetes-cluster-outages-synthetic-monitoring) Synthetic monitoring consists of pre-defined checks to proactively monitor the critical elements in your infrastructure. These checks simulate the functionality of the elements. We can also simulate the communication between the elements to ensure end-to-end connectivity. Continuous monitoring of these checks also helps to measure overall performance in terms of availability and response times.
 - [talos-systems.com: Is Vanilla Kubernetes Really Too Heavy For The Raspberry Pi?](https://www.siderolabs.com/blog/is-vanilla-kubernetes-really-too-heavy-for-the-raspberry-pi)
 - [blog.kintone.io: Tolerating failures in container image registries 🌟](https://blog.kintone.io/entry/neco-registry)
-- [thenucleargeeks.com: Taints and Tolerations in Kubernetes](https://thenucleargeeks.com/2023/01/28/taints-and-tolerations-in-kubernetes/)
+- [thenucleargeeks.com: Taints and Tolerations in Kubernetes](https://thenucleargeeks.com/2023/01/28/taints-and-tolerations-in-kubernetes)
 - [devopshubproject/cka-lab](https://github.com/devopshubproject/cka-lab) This repo contains set of practice questions which will help you to get ready for the cka exam.
 - [medium: Run Kubernetes Production Environment on EC2 Spot Instances With Zero Downtime: A Complete Guide](https://medium.com/riskified-technology/run-kubernetes-on-aws-ec2-spot-instances-with-zero-downtime-f7327a95dea)
 - [shayn-71079.medium.com: Scaling Kubernetes Clusters](https://talks.cloudify.co/scaling-kubernetes-clusters-8a061321de93?gi=66d550140f85) The below figure presents a schematic diagram of how cluster auto-scaling is done in AWS EKS clusters.
@@ -1610,7 +1610,7 @@ will dive into the details of how they work
 ## Kubernetes Scheduling and Scheduling Profiles
 
 - [Kubernetes Scheduling](https://kubernetes.io/docs/reference/scheduling)
-- [Scheduling Profiles](https://kubernetes.io/docs/reference/scheduling/config/#profiles)
+- [Scheduling Profiles](https://kubernetes.io/docs/reference/scheduling/config)
 - [granulate.io: A Deep Dive into Kubernetes Scheduling](https://granulate.io/a-deep-dive-into-kubernetes-scheduling)
 - [medium: K8S - Creating a kube-scheduler plugin](https://medium.com/@juliorenner123/k8s-creating-a-kube-scheduler-plugin-8a826c486a1)
 
diff --git a/docs/monitoring.md b/docs/monitoring.md
index bad4ab8f..7f4003a5 100644
--- a/docs/monitoring.md
+++ b/docs/monitoring.md
@@ -476,7 +476,7 @@ done
 - [dzone.com: Java Performance Monitoring: 5 Open Source Tools You Should Know](https://dzone.com/articles/java-performance-monitoring-5-open-source-tools-you-should-know)
 - [dzone.com: 14 best performance testing tools and APM solutions](https://dzone.com/articles/14-best-performance-testing-tools-and-apm-solution)
 - Exception Tracking:
-    - [sentry.io](https://sentry.io/welcome/)
+    - [sentry.io](https://sentry.io/welcome)
     - APMs like Dynatrace, etc.
 - APM Tools:
     - [datadoghq.com](https://www.datadoghq.com)
diff --git a/docs/nosql.md b/docs/nosql.md
index 0e57d235..eb3fc2f1 100644
--- a/docs/nosql.md
+++ b/docs/nosql.md
@@ -15,7 +15,7 @@
 - [NoSQL - Wikipedia](https://en.wikipedia.org/wiki/NoSQL)
 - [Youtube: Introduction to NoSQL by Martin Fowler](https://www.youtube.com/watch?v=qI_g07C_Q5I)
 - [NoSQL vs. SQL: Choosing a Data Management Solution](https://www.javacodegeeks.com/2015/10/nosql-vs-sql.html)
-- [NoSQL Guide, by Martin Fowler](https://martinfowler.com/data/index.html#nosql)
+- [NoSQL Guide, by Martin Fowler](https://martinfowler.com/data/index.html)
 - [thoughtworks.com: NoSQL Databases, an overview](https://www.thoughtworks.com/insights/blog/nosql-databases-overview)
 - [Diferencias entre SQL y NoSQL ¿Sabes cuál usar?](https://www.facilcloud.com/noticias/?p=1294&lang=es_ES)
 - [zdnet.com: SQL, NoSQL? What's the difference these days?](https://www.zdnet.com/article/sql-nosql-whats-the-difference-these-days)
diff --git a/docs/oraclecloud.md b/docs/oraclecloud.md
index e7fbab1d..1b94b561 100644
--- a/docs/oraclecloud.md
+++ b/docs/oraclecloud.md
@@ -10,7 +10,7 @@
 - [github.com/oracle](https://github.com/oracle)
 - [blogs.oracle.com: Access hands-on exercises for Oracle Cloud Infrastructure with ease](https://blogs.oracle.com/oracleuniversity/post/hands-on-labs-oci-training)
 - [docs.oracle.com: Overview of Resource Manager](https://docs.oracle.com/en-us/iaas/Content/ResourceManager/Concepts/resourcemanager.htm)
-- [thatjeffsmith.com: Best Practices: REST APIs for your Database {Draft!}](http://www.thatjeffsmith.com/archive/2022/02/best-practices-rest-apis-for-your-database-draft)
+- [thatjeffsmith.com: Best Practices: REST APIs for your Database {Draft!}](https://www.thatjeffsmith.com/archive/2022/02/best-practices-rest-apis-for-your-database-draft)
 
 ## Oracle RAC
 
diff --git a/docs/python.md b/docs/python.md
index 092fc6a1..f66b5638 100644
--- a/docs/python.md
+++ b/docs/python.md
@@ -47,7 +47,7 @@
 - [Awesome Django. A curated list of awesome Django apps, projects and resources](https://gitlab.com/rosarior/awesome-django)
 - [pyvideo.org](https://pyvideo.org)
 - [Talk Python To Me Podcast](https://talkpython.fm)
-    - [Transcript for Episode #39: Getting your first dev job as a Python developer (part 1)](https://talkpython.fm/episodes/show/39/getting-your-first-dev-job-as-a-python-developer-part-1#transcript-section)
+    - [Transcript for Episode #39: Getting your first dev job as a Python developer (part 1)](https://talkpython.fm/episodes/show/39/getting-your-first-dev-job-as-a-python-developer-part-1)
 - [Microsoft: Python Engineering](https://devblogs.microsoft.com/python)
 - [blog.pythonlibrary.org 🌟](https://blog.pythonlibrary.org)
 - [nixCraft: Python Execute Unix/Linux Command Examples 🌟](https://www.cyberciti.biz/faq/python-execute-unix-linux-command-examples)
@@ -262,7 +262,7 @@
 
 ## Python Django Framework
 
-- [gettopical.com: Get Django Latest News](https://www.djangoproject.com/)
+- [gettopical.com: Get Django Latest News](https://www.djangoproject.com)
 - [realpython.com: Django Development With Docker Compose and Machine](https://realpython.com/learning-paths/django-web-development)
 - [realpython.com: Fun With Django's New Postgres Features](https://realpython.com/learning-paths/django-web-development)
 - [realpython.com: Deploying a Django App to AWS Elastic Beanstalk](https://realpython.com/learning-paths/django-web-development)