Data development compliant changes - Final

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diff --git a/data-platform/data-development/apex/README.md b/data-platform/data-development/apex/README.md
@@ -17,17 +17,13 @@ Reviewed: 20.11.2024
 - [APEX with AI - a chat about the new landscape for Application Development](https://youtu.be/f1cBdLEGY00)
 - [Cloud Coaching - Unlock the Power of APEX](https://www.youtube.com/watch?v=6rG_tX8ScBc)
 - [APEX on Autonomous Rockin' Experience](https://medium.com/@paulbrad71/apex-on-autonomous-database-rockin-experience-e57c4c4dc4f3)
-
-## Tutorials/ How-To's
-
-- [APEX Integration with Azure AD](https://medium.com/@rana.saeed/can-your-external-users-authenticate-into-your-apex-apps-606e48f9417b)
-- [APEX Integration with Real Application Security(RAS)](https://medium.com/@rana.saeed/integrating-real-application-security-ras-with-oracle-apex-33892967beff)
-- [Uploading files to OCI Object Storage via APEX](https://medium.com/@devpiotrekk/uploading-files-to-oci-object-storage-via-apex-42ad396ec55d)
-- [APEX Devops with Liquibase](https://medium.com/@devpiotrekk/start-your-apex-devops-adventure-with-liquibase-f8e45c3d1e6a)
-- [APEX Service DevOps with DBMS_CLOUD](https://medium.com/oracledevs/apex-service-can-devops-too-dbms-cloud-on-autonomous-72be9842d2f88)
-- [Integrating Data Science with APEX](https://blogs.oracle.com/ai-and-datascience/post/yolov5-models-in-apex-using-oracle-data-science)
-- [Other APEX Blogs](https://blogs.oracle.com/apex/)
-- [APEX YouTube channel](https://www.youtube.com/channel/UCEpIXFjcQIztReQNLymvYrQ/playlists?view=1&sort=da)
+- [Embedding Oracle Analytics Cloud in Oracle APEX](https://medium.com/@cristina.varas98/embedding-oracle-analytics-cloud-in-oracle-application-express-apex-e973402cb9ff)
+- [Enhancing Data Analysis with Select AI in Oracle APEX](https://medium.com/@cristina.varas98/enhancing-data-analysis-with-select-ai-in-oracle-apex-9d00b070a073)
+- [How to Modify Your Interactive Grid Using JavaScript in Oracle APEX](https://medium.com/@cristina.varas98/how-to-modify-your-interactive-grid-using-javascript-in-oracle-apex-d3c9f31a06ab)
+- [Unlock the Power of AI in Oracle APEX 24.1: Set Up OpenAI Credentials for APEX Assistant](https://medium.com/@cristina.varas98/leveraging-machine-learning-for-image-clustering-a-case-study-with-a-museums-digital-archive-a6b6e1242https://medium.com/@cristina.varas98/unlock-the-power-of-ai-in-oracle-apex-24-1-set-up-openai-credentials-for-apex-assistant-2e840d8506f5)
+- [Configuring Email in Oracle APEX on an Autonomous Database (ADB)](https://medium.com/@cristina.varas98/configuring-email-in-oracle-apex-on-an-autonomous-database-adb-d46fa015be95)
+- [Creating my own specialized ChatGPT for Oracle APEX Development using Fine-Tuned OpenAI model](https://medium.com/@cristina.varas98/creating-my-own-specialized-chatgpt-for-oracle-apex-development-using-fine-tuned-openai-models-78263062aaf4)
+- [Build a ChatGPT-like Oracle APEX Application Using OpenAI’s Fine-tuned Model](https://medium.com/@cristina.varas98/build-a-chatgpt-like-oracle-apex-application-using-openais-fine-tuned-model-acb8bac4b7c8)
 
 # Useful Links
 
@@ -51,6 +47,17 @@ Reviewed: 20.11.2024
 - [APEX Managing Application Backups](https://docs.oracle.com/en/database/oracle/apex/24.1/htmdb/managing-application-backups.html)
 - [APEX Application Development Lifecycle Technical Paper](https://www.oracle.com/a/tech/docs/apex-lifecycle-management-v3.pdf)
 
+## Tutorials/ How-To's
+
+- [APEX Integration with Azure AD](https://medium.com/@rana.saeed/can-your-external-users-authenticate-into-your-apex-apps-606e48f9417b)
+- [APEX Integration with Real Application Security(RAS)](https://medium.com/@rana.saeed/integrating-real-application-security-ras-with-oracle-apex-33892967beff)
+- [Uploading files to OCI Object Storage via APEX](https://medium.com/@devpiotrekk/uploading-files-to-oci-object-storage-via-apex-42ad396ec55d)
+- [APEX Devops with Liquibase](https://medium.com/@devpiotrekk/start-your-apex-devops-adventure-with-liquibase-f8e45c3d1e6a)
+- [APEX Service DevOps with DBMS_CLOUD](https://medium.com/oracledevs/apex-service-can-devops-too-dbms-cloud-on-autonomous-72be9842d2f88)
+- [Integrating Data Science with APEX](https://blogs.oracle.com/ai-and-datascience/post/yolov5-models-in-apex-using-oracle-data-science)
+- [Other APEX Blogs](https://blogs.oracle.com/apex/)
+- [APEX YouTube channel](https://www.youtube.com/channel/UCEpIXFjcQIztReQNLymvYrQ/playlists?view=1&sort=da)
+
 # License
 
 Copyright (c) 2024 Oracle and/or its affiliates.

diff --git a/data-platform/data-development/devops-database/README.md b/data-platform/data-development/devops-database/README.md
@@ -16,7 +16,6 @@ Reviewed: 18.11.2024
 
 1. [Team Publications](#team-publications)
 2. [Useful Links](#useful-links)
-3. [Reusable Assets Overview](#reusable-assets-overview)
 
 # Team Publications
 

diff --git a/...data-development/devops-database/continuous-deployment/ora-containers/README.md b/...data-development/devops-database/continuous-deployment/ora-containers/README.md
@@ -15,7 +15,7 @@ Autonomous Database Free Container Image is now available on [Oracle Container R
 
 If you are looking about information about Oracle Database running on Kubernetes check this content [here](../../../ora-database-microservices/ora-kubernetes/README.md)
 
-Reviewed: 18.11.2024
+Reviewed: 19.11.2024
 
 # Table of Contents
 

diff --git a/...form/data-development/devops-database/continuous-deployment/pipelines/README.md b/...form/data-development/devops-database/continuous-deployment/pipelines/README.md
@@ -15,10 +15,11 @@ Ansible is an open source IT automation engine that automates provisioning, conf
 - [Chef](https://www.chef.io/)
 Chef has a suite of automation solutions for both infrastructure as code, and deploy applications.
 
--[Puppet](https://www.puppet.com/)
+- [Puppet](https://www.puppet.com/)
 Puppet enables you to deploy and manage infrastructure.
 
-Reviewed: 18.11.2024
+Reviewed: 19.11.2024
+
 # Table of Contents
 
 1. [Useful Links](#useful-links)

diff --git a/...m/data-development/devops-database/continuous-deployment/unit-testing/README.md b/...m/data-development/devops-database/continuous-deployment/unit-testing/README.md
@@ -7,7 +7,7 @@
 
 It allows for automated testing of Packages, Functions, Procedures, Triggers, Views, and anything else that can be executed and observed from PL/SQL.
 
-Reviewed: 18.11.2024
+Reviewed: 19.11.2024
 
 # Table of Contents
 

diff --git a/...atform/data-development/ora-database-microservices/backend-springboot/README.md b/...atform/data-development/ora-database-microservices/backend-springboot/README.md
@@ -23,7 +23,7 @@ Oracle Backend for Spring Boot is a powerful platform designed to streamline the
 
 Oracle Backend for Spring Boot empowers developers to build, deploy, and manage modern applications with enhanced performance, reliability, and scalability, utilizing the comprehensive capabilities of Oracle's ecosystem.
 
-Reviewed: 18.11.2024
+Reviewed: 19.11.2024
 
 # Table of Contents
 

diff --git a/data-platform/data-development/ora-database-microservices/microtx/README.md b/data-platform/data-development/ora-database-microservices/microtx/README.md
@@ -29,7 +29,7 @@ MicroTx Enterprise can handle a large number of transactions and scale horizonta
 MicroTx Enterprise includes dedicated support from Oracle, offering expert assistance and quicker resolution of issues to ensure smooth operation of mission-critical applications.
 Oracle Transaction Manager for Microservices provides a robust, high-performance solution for managing distributed transactions in a microservices architecture. By ensuring transactional integrity and offering flexible transaction models, MicroTx simplifies the development and operation of complex business processes, making it a powerful tool for modern applications.
 
-Reviewed: 18.11.2024
+Reviewed: 19.11.2024
 
 # Table of Contents
 

diff --git a/data-platform/data-development/ora-database-microservices/ora-kubernetes/README.md b/data-platform/data-development/ora-database-microservices/ora-kubernetes/README.md
@@ -8,7 +8,7 @@ Oracle Supports Oracle Database running in Kubernetes, Furthermore, Oracle offer
 
 In this way, developers can operate our database in the same manner as any other component of their applications, and utilize our best solutions (Exadata, Autonomous, etc.) to run these databases, and DBAs maintain control of such important topics as security, high availability, disaster recovery...
 
-Reviewed: 18.11.2024
+Reviewed: 19.11.2024
 
 # Table of Contents
 

diff --git a/data-platform/data-development/ords/README.md b/data-platform/data-development/ords/README.md
@@ -9,7 +9,6 @@ Reviewed: 20.11.2024
 
 1. [Team Publications](#team-publications)
 2. [Useful Links](#useful-links)
-3. [Reusable Assets Overview](#reusable-assets-overview)
 
 # Team Publications
 

diff --git a/data-platform/data-development/sql/README.md b/data-platform/data-development/sql/README.md
@@ -1,37 +1,51 @@
 # SQL Repository
 
-Welcome to the SQL repository of the Data Development team at Oracle. This repository is designed to provide comprehensive resources, tips, and tools to help you master SQL and leverage the latest features of Oracle23ai. Below you'll find an index to all the sections available in this repository, along with a brief introduction to what you can expect in each section.
+Welcome to the SQL repository of the Data Development team at Oracle. This repository is designed to provide comprehensive resources, tips, and tools to help you master SQL and leverage the latest features of Oracle23ai. 
 
 Structured Query Language (SQL) is the standard programming language used for managing and manipulating relational databases. SQL allows you to perform a variety of operations such as querying data, updating records, creating and modifying schema, and controlling access to the database. It is a crucial skill for data developers and analysts, enabling efficient data retrieval and manipulation to support data-driven decision-making.
 
-PL/SQL, the Oracle procedural extension of SQL, is a portable, high-performance transaction-processing language. PL/SQL offers several advantages over other programming languages: from being tightly integrated with SQL to leveraging High Performance and High Productivity. PL/SQL is a portable and scalable Procedural Language which also increase Manageability and support for Object Oriented Programming. 
+Below you'll find an index to all the sections available in this repository, along with a brief introduction to what you can expect in each section.
 
-Reviewed: 18.11.2024
+Reviewed: 20.11.2024
 
-# Table of Contents
-- [Team Publications](#team-publications);
-- [Useful Links](#useful-links);
-
-
-# Team Publications 
-- [23ai New Features Series - Part 1](https://www.linkedin.com/posts/sonnemeyer_23aispecialists-23ainewsabrpart1-developer-activity-7196221427056889856-3HF2?utm_source=share&utm_medium=member_desktop) - 23ai Database New Features on Linkedin Post - I 
-- [23ai New Features Series - Part 2](https://www.linkedin.com/posts/cristina-varas-menadas-591825119_oracle-oracle23ai-sql-activity-7198945654272864256-wduQ/?utm_source=share&utm_medium=member_ios) - 23ai Database New Features on Linkedin Post - II 
-- [23ai New Features Series - Part 3](https://www.linkedin.com/posts/sonnemeyer_23aispecialists-23ainewsabrpart3-developer-activity-7201958687005982721-Oo3B?utm_source=share&utm_medium=member_desktop) - 23ai Database New Features on Linkedin Post - III 
-- [23ai New Features Series - Part 4](https://www.linkedin.com/posts/sonnemeyer_23aispecialists-23ainewsabrpart4-teammates-activity-7204946957843267584-x664?utm_source=share&utm_medium=member_desktop) - 23ai Database New Features on Linkedin Post - IV 
-- [23ai New Features Series - Part 5](https://www.linkedin.com/posts/ppaolucci_cristinavarasmenadas-sonjameyer-activity-7207374755878887425-a--C?utm_source=share&utm_medium=member_desktop) - 23ai Database New Features on Linkedin Post - V 
+# Table of contents
 
+1. [SQL Tools](#sql-tools)
+2. [SQL Tips](#sql-tips)
+3. [SQL Oracle23ai](#sql-oracle23ai)
+4. [SQL Do It Yourself](#sql-do-it-yourself)
 
 ## SQL Tools
 
-[SQL Tools](sql-tools/README.md): In this section, you'll find a collection of essential tools and utilities that can help streamline your SQL development process. This includes:
+In the [SQL Tools](SQL_Tools/README.md) section, you'll find a collection of essential tools and utilities that can help streamline your SQL development process. This includes:
 - SQL client software recommendations
 - Database management tools
 - Productivity-enhancing plugins and extensions
 
-<!-- ## SQL Oracle 23ai -->
 
-## SQL Do it yourself 
-[SQL Do it yourself](sql-do-ityourself/images/SQL_Cheat_Sheet_Version1.1.png) : here you can reach the SQL Cheat Sheet containing all the SQL principles a Developer should know.
+## SQL Tips
+
+The [SQL Tips](SQL_Tips/README.md) section is dedicated to providing practical advice and best practices for writing efficient and effective SQL queries. Topics covered include:
+- Query optimization techniques
+- Common pitfalls and how to avoid them
+- Advanced SQL functions and their use cases
+
+
+## SQL Oracle23ai
+
+Explore the latest advancements with Oracle's cutting-edge AI capabilities in the [SQL Oracle23ai](SQL_Oracle23ai/README.md) section. Here, you will find:
+- New features and enhancements in Oracle23ai
+- Tutorials on integrating AI with your SQL queries
+- Case studies and real-world applications of Oracle23ai
+
+
+## SQL Do It Yourself
+
+The [SQL Do It Yourself](SQL_Do_It_Yourself/README.md) section encourages hands-on learning by providing a variety of exercises and projects. This includes:
+- Practice problems with solutions
+- Step-by-step project guides
+- Interactive SQL challenges to test your skills
+
 
 # Useful Links
 
@@ -46,12 +60,12 @@ To support your development journey, here are some valuable resources related to
 - [The Magic of SQL by Chris Saxon - YouTube Channel](https://www.youtube.com/c/TheMagicofSQL)
 - [SQL and Database explained! By Connor McDonald - YouTube Channel](https://www.youtube.com/@DatabaseDude)
 
-
+We hope you find these resources helpful in your SQL journey. If you have any questions or suggestions, please feel free to contribute or reach out to the team. Happy querying!
 
 # License
 
 Copyright (c) 2024 Oracle and/or its affiliates.
 
 Licensed under the Universal Permissive License (UPL), Version 1.0.
 
-See [LICENSE](https://github.com/oracle-devrel/technology-engineering/blob/main/LICENSE) for more details.
+See [LICENSE](https://github.com/oracle-devrel/technology-engineering/blob/main/LICENSE) for more details.
diff --git a/data-platform/data-development/sql/sql-do-ityourself/README.md b/data-platform/data-development/sql/sql-do-ityourself/README.md
@@ -5,13 +5,12 @@ This section covers Public Oracle SQL Tools: Use of SQL in extensive way: from S
 Providing links to public useful documentation about SQL use and tips. SQL Tips on Fortnight basis and and articles/blogs written by Oracle SQL and Database Advocates and Product Managers and SQL examples are shown here.
 A SQL Clue Card is also provided.
 
-Reviewed: 18.11.2024
+Reviewed: 20.11.2024
 
 # Table of Contents
 
 1. [Team Publications](#team-publications)
 2. [Useful Links](#useful-links)
-3. [Reusable Assets Overview](#reusable-assets-overview)
 
 
 # 1. Team Publications