I’ve been pretty quiet the past couple of months because I’ve been deep in Python, AI engineering skills, while staying steady with Fabric. I’m grateful to share that I’ve accepted the Senior AI Engineering role at my institution — something I’ve been working toward relentlessly since January. Thanks to everyone who shares their work here; it’s been a huge part of how I’ve kept moving.

Hey everyone! This week, it's the IGNITE Conference in San Francisco! As such, Microsoft published their monthly list of Fabric Product Updates a little early this month! 👉🔗Here's the blog post: https://blog.fabric.microsoft.com/en-gb/blog/fabric-november-2025-feature-summary?ft=All 👉📽️ More visual? Here's the YouTube video by Adam: https://www.youtube.com/watch?v=Ym2ADQv1P7Y Some very big announcements hidden in there!! Take a look through and let me know your favorites! Here are some that caught my eye: - Azure DevOps Service Principal & Cross Tenant Support (Generally Available) - SQL database in Fabric (Generally Available) - Optimal Refresh for Materialized Lake Views (Preview) - Connect Data Agents to your Azure Search Index in Microsoft Foundry - Data Warehouse: IDENTITY columns (Preview) - Data Warehouse: Data Clustering (Preview) - Natural Language to Generate and Explain Pipeline Expressions with Copilot (Preview) - Lots more Mirroring source become GA - Connection Parameterization with Variable library for CI/CD (Generally Available) - Copy Job

Dear all, I'd like to share with you this annoying issue with the Fabric Lakehouse SQL endpoint. I tested it multiple times, and I still see discrepancy: you update, insert, or delete rows in Lakehouse tables, it succeeds, but when you query the table, the changes are not reflected, so if you have a process that table, it will read the old version! https://www.reddit.com/r/MicrosoftFabric/comments/1fput1m/to_microsoft_with_love/ The workaround I tested: - To set a wait activity if you are using a pipeline - a refresh SQL endpoint Python code https://gist.github.com/MarkPryceMaherMSFT/853cdc0d9d421482814b8195aba55434 I'd like to hear more from you. What workaround do you currently use ?

I am so excited to have signed a contract with a consulting firm for a Ms Fabric data engineering position. I had to do a trial project involving data extraction from an API, showcase the medallion structure and visualize the data. The position is part time so I still get to keep my analyst role in my current company. Thanks @Will Needham for the dedication you have put in creating all that wonderful content!!

I’m excited to share that I passed my DP-600 exam yesterday! 🎉 A huge shout-out to @Will Needham and the Fabric community. 🙌Will, your 6-hour DP-600 YouTube full course and study guide was an absolute game changer. The way you break things down, keep it practical, and make even the tough parts feel manageable… honestly, it made all the difference. Really appreciate the time and effort you put into helping the community level up. 🙏 I also cleared PL-300 last month, and since I already grabbed the free exam voucher from Fabric Data Days, I’m planning to take DP-700 before the 31st Dec deadline. Let’s see how that goes 😅 For anyone preparing right now, the free vouchers for DP-600 and DP-700 are still available — here’s the link: https://community.fabric.microsoft.com/t5/Power-BI-Community-Blog/Fabric-Data-Days-Get-Certified/ba-p/4858740 Big thanks again to Will and the Fabric community. You all make this journey way more fun. 🚀