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+Updates
+============
+
+What's new? Here you can find a list of all the updates with links to the sections
+
+- **2024-07-17**
+  - Added 20 API interview questoins and their answers [click here](08-InterviewQuestions.md#apis)
+  - Added 10 Python interview questions and their answers [click here](03-AdvancedSkills.md#python)
+
+- **2024-07-08**
+  - Added large article about Snowflake and dbt for Data Engineers [click here](03-AdvancedSkills.md#analytical-data-stores)
+  - Added new secton "Analytical Data Stores" to Advanced skills with the Snowflake & dbt infos.
+  - Put SQL and NoSQL datastores into a new section "Transactional Data Stores"
+
+- **2024-03-20**
+  - Added roadmap for Software Engineers / Computer Scientists [click here](01-Introduction.md#roadmap-for-software-engineers)
+  - Added many questions and answers from my interview on the Super Data Science Podcast (plus links to YouTube and the Podcast) [click here](01-Introduction.md#Interview-with-Andreas-on-the-Super-Data-Science-Podcast)
+
+
+- **2024-03-13**
+  - Added "How to become a Senior Data Engineer" live stream series as a blog post with images shown in the live streams and the links to the videos. [click here](01-Introduction.md#how-to-become-a-senior-data-engineer)
+
+
+- **2024-03-08**
+  - Included Data Engineering skills matrix into the introduction with link to the live stream. [click here](01-Introduction.md#data-engineers-skills-matrix)
+
+
+- **2024-03-01**
+  - Added updates section
+  - Reworked the Hands-on courses section with 5 free courses / tutorials from Andreas on YouTube [click here](04-HandsOnCourse.md)
+
+
+- **2024-02-28**
+  - Added Data Engineering Roadmap for Data Scientists: [click here](01-Introduction.md#roadmap-for-data-scientists)
+
+
+- **2024-02-25**
+  - Data Engineering Roadmap for Software Engineers: [click here](01-Introduction.md#roadmap-for-software-engineers)
+
+
+- **2024-02-20**
+  - Data Engineering Roadmap for Data Analysts: [click here](01-Introduction.md#roadmap-for-data-analysts)
+
+
+
+<!---
+| Date | Topic | Link
+|------------------|
+| 2024-02-28 | Added updates section - sdfs | [click here](sections/01-Introduction.md#roadmap-for-data-scientists)
+| 2024-02-28 | Data Engineering Roadmap for Data Scientists | [click here](sections/01-Introduction.md#roadmap-for-data-scientists)
+| 2024-02-25 | Data Engineering Roadmap for Software Engineers | [click here](sections/01-Introduction.md#roadmap-for-software-engineers)
+| 2024-02-20 | Data Engineering Roadmap for Data Analysts | [click here](sections/01-Introduction.md#roadmap-for-data-analysts)
+--->