From 0107ba869f53e76477bfcd2f471496cec8c4cb0b Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Sun, 10 May 2026 13:37:30 +0000
Subject: [PATCH] fix(autonomous): engine update in docs/databases.md

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 docs/databases.md | 15 +--------------
 1 file changed, 1 insertion(+), 14 deletions(-)

diff --git a/docs/databases.md b/docs/databases.md
index bbe20c0e..89b589dd 100644
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@@ -62,16 +62,14 @@
 - [magalix.com: Kubernetes And Databases 🌟](https://www.magalix.com/blog/kubernetes-and-database)
 - [towardsdatascience.com: SQL vs. NoSQL: How to Select from 12 Database Types 🌟🌟](https://towardsdatascience.com/datastore-choices-sql-vs-nosql-database-ebec24d56106) When to use SQL vs. NoSQL database? Deep dive, differences, decision tree, and cloud cheatsheet to choose the best database for your data type and use case.
 - [andrewlock.net: Running database migrations when deploying to Kubernetes 🌟](https://andrewlock.net/deploying-asp-net-core-applications-to-kubernetes-part-7-running-database-migrations/) Deploying ASP.NET Core applications to Kubernetes - Part 7. Learn how to run database migrations with init containers and Jobs in Kubernetes.
-- [redislabs.com: What is a “Databaseless” (DBLess) Architecture, and Why It’s the Future 🌟](https://redislabs.com/blog/dbless-architecture-and-why-its-the-future/) DBLess architecture provides a new approach to data pipeline and backend architecture. Just like the terms serverless, stateless, and NoSQL, it attempts to provide more options for architects to think about.
+- [redislabs.com: What is a “Databaseless” (DBLess) Architecture, and Why It’s the Future 🌟 [ARCHIVED]]( http://web.archive.org/web/20210806055040/https://redislabs.com/blog/dbless-architecture-and-why-its-the-future//) DBLess architecture provides a new approach to data pipeline and backend architecture. Just like the terms serverless, stateless, and NoSQL, it attempts to provide more options for architects to think about.
 - [red-gate.com: Designing Highly Scalable Database Architectures](https://www.red-gate.com/simple-talk/databases/sql-server/performance-sql-server/designing-highly-scalable-database-architectures/)
-- [dev.to: Introduction Migrations](https://dev.to/mahmoudessa/introduction-migrations-8me)
 - [medium: Not using trendy technologies is the best thing for your Startup!](https://medium.com/dataseries/not-using-nosql-is-good-i-stuck-to-sql-4504a67972f0) I refused to use MongoDB and I convinced my company to use a SQL relational database system.
 - [thenewstack.io: Database-as-a-Service: A Key Technology for Agile Growth](https://thenewstack.io/database-as-a-service-a-key-technology-for-agile-growth/)
 - [cloud.redhat.com: OpenShift Commons Briefing: Database Disaster Recovery Made Easy with Annette Clewett (Red Hat) and Andrew L'Ecuyer (Crunchy Data)](https://cloud.redhat.com/blog/openshift-commons-briefing-database-disaster-recovery-made-easy-with-annette-clewett-red-hat-and-andrew-lecuyer-crunchy-data)
 - [thenewstack.io: A Case for Databases on Kubernetes from a Former Skeptic](https://thenewstack.io/a-case-for-databases-on-kubernetes-from-a-former-skeptic)
 - [hackernoon.com: Practical Transaction Handling in Microservice Architecture](https://hackernoon.com/practical-transaction-handling-in-microservice-architecture-5x1631ke)
 - [thenewstack.io: Data on Kubernetes: Operators, Tools Need Standardization](https://thenewstack.io/data-on-kubernetes-operators-tools-need-standardization/)
-- [medium: How to Put a Database in Kubernetes](https://medium.com/building-the-open-data-stack/how-to-put-a-database-in-kubernetes-ab7c21540ec2) For example, a deployment of Apache Cassandra will typically use a StatefulSet to launch pods across available Kubernetes worker nodes, with each Cassandra pod having its own PersistentVolumeClaim that can be preserved and reused if the pod needs to be replaced.
 - [thenewstack.io: Kubernetes Will Revolutionize Enterprise Database Management](https://thenewstack.io/kubernetes-will-revolutionize-enterprise-database-management/)
 - [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report/) Standardization, consistency and the ability for developers to self-manage - are among the top 3 important factors in the organization's decision to run stateful workloads on Kubernetes.
 - [cloud.redhat.com: Simplifying Database Cloud Service Access](https://cloud.redhat.com/blog/simplifying-database-cloud-service-access)
@@ -144,11 +142,8 @@
 - [xenonstack.com: Stateful and Stateless Applications Best Practices and Advantages](https://www.xenonstack.com/insights/stateful-and-stateless-applications/)
 - [threadreaderapp.com:  Kelsey Hightower: "Kubernetes has made huge improvements in the ability to run stateful workloads including databases and message queues, but I still prefer not to run them on Kubernetes" 🌟](https://threadreaderapp.com/thread/963413508300812295.html)
 - [thenewstack.io: Data on Kubernetes: The Next Frontier](https://thenewstack.io/data-on-kubernetes-the-next-frontier/) “The interesting opportunity I see in the Kubernetes ecosystem,” Evenson continued, “is that, with the advent of custom resources and Kubernetes, you can build bespoke APIs for your application really easily. We’re in the world of operator explosion. In essence, it makes Kubernetes applications aware.”
-- [dzone: Kubernetes and Running Stateful Workloads 🌟](https://dzone.com/articles/kubernetes-and-running-stateful-workloads)
-- [towardsdatascience.com: Understanding the Relational Model of Database Management Systems 🌟](https://towardsdatascience.com/understanding-the-relational-model-of-database-management-systems-56f17db99f56)
 - [openshift.com: OpenShift, Databases and You: When to Put Containerized Database Workloads on OpenShift 🌟](https://www.openshift.com/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift)
 - [sixfold.medium.com: Reducing database queries to a minimum with DataLoaders](https://sixfold.medium.com/reducing-database-queries-to-a-minimum-with-dataloaders-cc98c25e54ce)
-- [stackexchange.com/performance 🌟](https://stackexchange.com/performance)
 
 <center>
 [![Statefull and Stateless Aplications](images/stateful-and-stateless-applications.png)](https://www.xenonstack.com/insights/stateful-and-stateless-applications/)
@@ -160,7 +155,6 @@
 
 ## DataOps
 
-- [dzone: 2021: The Year of DataOps](https://dzone.com/articles/2021-the-year-of-dataops) Centralizing an organization's data in a cloud data warehouse gives all stakeholders big-picture access to everything going on at the company.
 - [thenewstack.io: The Benefits and Drawbacks of DataOps in Practice](https://thenewstack.io/the-benefits-and-drawbacks-of-dataops-in-practice/)
 
 ## Database Continuous Integration
@@ -171,7 +165,6 @@
 
 - [cloud.google.com: To run or not to run a database on Kubernetes - What to consider](https://cloud.google.com/blog/products/databases/to-run-or-not-to-run-a-database-on-kubernetes-what-to-consider)
 - [reddit.com: What's the best, proper way of running a database cluster on top of Kubernetes?](https://www.reddit.com/r/kubernetes/comments/9d8on5/whats_the_best_proper_way_of_running_a_database/)
-- [caylent.com: The Pros and Cons of Running Production Databases as Containers](https://caylent.com/the-pros-and-cons-of-running-production-databases-as-containers)
 - [learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](https://learnk8s.io/cloud-resources-kubernetes)
 - [cloudsavvyit.com: Should You Run a Database in Docker?](https://www.cloudsavvyit.com/5414/should-you-run-a-database-in-docker/)
 
@@ -208,7 +201,6 @@
 ## Zalando PostgreSQL Operator
 
 - [Zalando Postgres Operator](https://github.com/zalando/postgres-operator) Postgres operator creates and manages PostgreSQL clusters running in Kubernetes
-- [vitobotta.com: Postgres on Kubernetes with the Zalando operator](https://vitobotta.com/2020/02/05/postgres-kubernetes-zalando-operator/)
 
 ## Crunchy Data PostgreSQL Operator
 
@@ -217,12 +209,10 @@
 ## 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).
-- [dockerhub: Oracle Database 12c Enterprise Edition](https://hub.docker.com/_/oracle-database-enterprise-edition)
 
 ## Oracle Database Operator for Kubernetes
 
 - https://github.com/oracle/oracle-database-operator
-- [pasimoes.dev: Let the Oracle Database Operator for Kubernetes Do the Job](https://pasimoes.dev/p/oracle-db-k8s-oper-intro/)
 
 ## SQL Server
 
@@ -241,7 +231,6 @@
 - [percona.com: MySQL on Kubernetes with GitOps 🌟](https://www.percona.com/blog/2021/06/23/mysql-on-kubernetes-with-gitops/)
 - [Moco](https://cybozu-go.github.io/moco/) MOCO is a Kubernetes operator for MySQL created and maintained by Cybozu.
 - [cloudsavvyit.com: How to Run PHPMyAdmin in a Docker Container](https://www.cloudsavvyit.com/13842/how-to-run-phpmyadmin-in-a-docker-container/)
-- [percona.com: Storing JSON in Your Databases: Tips and Tricks For MySQL Part One](https://www.percona.com/blog/storing-json-in-your-databases-tips-mysql/)
 - [tusacentral.com: MySQL on Kubernetes demystified](http://www.tusacentral.com/joomla/index.php/mysql-blogs/243-mysql-on-kubernetes-demystified)
 - [dzone: PostgreSQL vs MySQL Performance](https://dzone.com/articles/postgresql-versus-mysql-performance)
 - [thenewstack.io: Deploy MySQL and phpMyAdmin with Docker](https://thenewstack.io/deploy-mysql-and-phpmyadmin-with-docker/)
@@ -254,7 +243,6 @@
 
 - [momjian.us: Mastering PostgreSQL Administration [pdf]](https://momjian.us/main/writings/pgsql/administration.pdf)
 - [9 High-Performance Tips when using PostgreSQL with JPA and Hibernate](https://vladmihalcea.com/9-postgresql-high-performance-performance-tips/)
-- [dzone: A Guide to SQL Triggers: Setting up Database Tracking in PostgreSQL](https://dzone.com/articles/a-guide-to-sql-triggers-setting-up-database-tracking-in-postgresql) SQL triggers are less common but can be a great solution for certain situations. I'll show how to use triggers in Postgres to enforce data integrity and track changes to a database.
 - [migops.com: pgBackRest – The Best Postgres Backup Tool with a very active community](https://www.migops.com/blog/2021/04/09/pgbackrest-the-best-postgres-backup-tool-with-a-very-active-community/)
 - [towardsdatascience.com: Practical Introduction to PostgreSQL](https://towardsdatascience.com/practical-introduction-to-postgresql-5f73d3d394e)
 - [percona.com: An Overview of Sharding in PostgreSQL and How it Relates to MongoDB’s](https://www.percona.com/blog/2019/05/24/an-overview-of-sharding-in-postgresql-and-how-it-relates-to-mongodbs/)
@@ -300,7 +288,6 @@
 
 - [RedisLabs/redis-enterprise-k8s-docs: Deploying Redis Enterprise on Kubernetes](https://github.com/RedisLabs/redis-enterprise-k8s-docs) This page describes how to deploy Redis Enterprise on Kubernetes using the Redis Enterprise Operator.
 - [tech.trell.co: Redis Cluster Creation Automation](https://tech.trell.co/redis-cluster-creation-automation-5e71eedf0e56)
-- [containiq.com: Deploying Redis Cluster on Kubernetes | Tutorial and Examples](https://www.containiq.com/post/deploy-redis-cluster-on-kubernetes)
 - [blog.devgenius.io: How to use Redis Pub/Sub in your Python Application 🌟](https://blog.devgenius.io/how-to-use-redis-pub-sub-in-your-python-application-b6d5e11fc8de)
 
 ## Rockset