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I Improve Data Platform Architectures and turn Data into Knowledge Data Platform MVP (2020-2023) Malta Data Platform UG leader Microsoft Trainer
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Joined December 2007
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⚡ A Business Event starts a Fabric pipeline. Approval pauses it where human judgment is needed, then resumes on the approved or rejected path.
Automatic detection. Human decision. Traceable outcome.
Fabric Monday #121 ↓
youtube.com/watch?v=YHVuRw6Y…
#MicrosoftFabric #FabricMonday
Fabric Monday #120: SCD with Master Data in Plan Objects
Configure SCD in Plan Objects.
The user keeps working in the Plan Object with Master Data.
History is handled by the process.
Video: youtube.com/watch?v=cIq8mlMC…
#MicrosoftFabric #FabricMonday
📡 Business Events in Fabric RTI — define custom signals with a shared schema, publish from Activator/Notebooks/UDFs, capture every event in an Eventhouse.
One contract. Every component aligned.
Fabric Monday #119 👇
youtube.com/watch?v=g1sGWoRk…
#MicrosoftFabric #FabricMonday
🏠 You can now run Spark SQL directly in the Fabric Lakehouse UI — no notebook needed.
IntelliSense, dynamic tabs, cross-lakehouse queries, chart visualization, view creation. All in the explorer.
Fabric Monday #118 👇
youtube.com/watch?v=sksEw4Vk…
#MicrosoftFabric #FabricMonday
🔄 SCD Type 2 in Copy Job: detect the change via CDC, close the old row (Valid_To + Is_Current=false), insert the new one.
One toggle. No MERGE logic. No custom code.
Fabric Monday #117 👇
youtube.com/watch?v=tAktgDFT…
#MicrosoftFabric #FabricMonday
📋 Master data changes need to be reviewed before they land in the database.
The Plan object in Fabric IQ has a built-in approval workflow for exactly that — submit, review, approve, write-back.
Fabric Monday #116 👇
youtube.com/watch?v=Fa8rVZvT…
#MicrosoftFabric #FabricMonday
📊 A budget in a spreadsheet stops being true the moment actuals change.
🗂️ The Plan object in Microsoft Fabric brings forecasting and scenarios onto the same governed model as your data. 📈
🎥👇
youtube.com/watch?v=5M40KClj…
#MicrosoftFabric #FabricMonday #FabricIQ #PowerBI #Plan
📓 Hardcoding credentials in a Fabric notebook is a risk hiding in plain sight.
Connection Objects fix this — auth lives in the object, not in your code.
The notebook uses the connection. It never sees the credentials. 🔐
Fabric Monday #113 👇
youtube.com/watch?v=qjUa_gyB…
🔐 OneLake security roles can have members nobody explicitly added.
That's Virtual Members — workspace roles mapped into OneLake security roles.
Fabric Monday #112 👇
youtube.com/watch?v=GPI50TzJ…
#MicrosoftFabric #FabricMonday
🔐 Hardcoding credentials in Fabric notebooks?
There's a better way. Workspace Identity + Connection Objects — but there are tricks.
Watch: youtube.com/watch?v=aDZoobJv…
OneLake Security isn't a default — it's a choice. And it changes how identity flows through Fabric.
New Fabric Monday video 👇
youtube.com/watch?v=ggBnCkBn…
#MicrosoftFabric #OneLake #DataSecurity #FabricMonday
⚠️ Fabric Warehouse pipelines can cause data loss on schema changes. Azure Data Studio Database Projects handle schema promotion safely. 🎬
youtube.com/watch?v=NvISPUkT…
#MicrosoftFabric #FabricWarehouse #AzureDataStudio
🕸️ Graph Objects & QuerySets in Microsoft Fabric — and how they power the new Ontology
👇
▶️ Watch the video
youtube.com/watch?v=hM3u9w9h…
#MicrosoftFabric #FabricGraph #Ontology
Fabric Audit Logs in Warehouse & SQL Database — what they are, how to configure, and how to query. Full walkthrough in my latest video.
youtube.com/watch?v=gCoy8SB9…
#MicrosoftFabric #DataGovernance
Dennes retweeted
Replying to @Dennes
Warehouse Snapshots in Fabric are great — until you realize each period needs its own snapshot AND its own report copy.
Know when to use them and when SCD Type 2 is the smarter call.
🎥 youtube.com/watch?v=FCV6Lx_Y…
#MicrosoftFabric #PowerBI #DataEngineering
Data, Deployment & Variable Libraries 🚀
Promoting a Lakehouse in Microsoft Fabric?
Learn which shortcuts Fabric updates automatically — and which need Variable Libraries to retarget
Dev→Test→Prod.
Video: youtube.com/watch?v=sLKUa4Eo…
#MicrosoftFabric #DataEngineering
Dennes retweeted
Replying to @skyshark88 @XFreeze
Here are the **Top 10 posts** from engineers (or closely aligned builders/devs) actively shipping, launching, or updating **real products/features** — focused on recent momentum (past ~24–36 hours as of Jan 19, 2026), with tangible announcements, tools, updates, or reflections on deployment/production work. Prioritized technical/execution-focused content from verified-context engineers over hype.
1. **Tejas (@taashuu_)** — Built and shipped **ClearContext**, a small tool that turns feature descriptions into clear release notes, user emails, and (soon) video scripts. Live now after a quick Sunday build to solve poor feature communication.
**Post shortcut:** nitter.cf/taashuu_/status/201300…
2. **Thorsten Ball (@thorstenball)** — Shipped 3 improvements to Amp (code editor/tooling) thanks to a new doc: better keybindings in manual, smarter y/n prompt in login, and a toggleable shortcut widget.
**Post shortcut:** nitter.cf/thorstenball/status/20…
3. **Alva (@AlvaApp)** — Weekly product update for their Quantamental Investing AI Agent: chat image upload, trending/user-created playbooks, and version control for dashboard playbooks.
**Post shortcut:** nitter.cf/AlvaApp/status/2012729…
4. **Cali (@cbCalicio)** — TrojanTrading team shipped a bunch of features since launch: new Dev Scanner, mobile limit orders by Mcap/%, bundles % filter, wallet tracker pause/hover, KOL badges/colors, alerts in SOL/USD, active filter badges, and more.
**Post shortcut:** nitter.cf/cbCalicio/status/20130…
5. **Dara Oladapo (@DaraOladapo)** — Emphasized shipping features confidently with reliable DevOps pipelines: peer reviews, security checks, API contracts, automated builds/tests/deployments (video included).
**Post shortcut:** nitter.cf/DaraOladapo/status/201…
6. **Kyle (@koki7o)** — Documenting real journey from Fortune 500 IT to shipping products in public as solo founder with AI co-founders — no fake hustle, just execution/mistakes (visual post).
**Post shortcut:** nitter.cf/koki7o/status/20129321…
7. **Oionz (@Oionz)** — Reflection on shipping solo: smooth until real users hit it with weird paths/shortcuts turning into problems; emphasizes AI for questioning code, balancing speed & safety.
**Post shortcut:** nitter.cf/Oionz/status/201301431…
8. **Kyle Crone (@kylecronebuilds)** — Completed unsexy foundational work to turn hobby into real product: EO infrastructure, legal pages live, favicon, streamlined codebase.
**Post shortcut:** nitter.cf/kylecronebuilds/status…
9. **Vishesh Baghel (@VisheshBaghell)** — Highlighted the real engineering: gaps between CRUD — debugging race conditions in prod at 2am, slow queries, negative inventory edges (not in meetings).
**Post shortcut:** nitter.cf/VisheshBaghell/status/…
10. **Dennes (@Dennes)** — Update on Microsoft Fabric: deployment pipelines now promote warehouse SCHEMAS (not just objects), making environment promotion realistic for warehouses (video linked).
**Post shortcut:** nitter.cf/Dennes/status/20129951…
These capture genuine engineering/shipping signals — from quick solo tools to team feature drops and infra wins. Momentum is builder-focused and technical. Want a deeper thread dive, more context on any, or a refresh for newer posts? Let me know! 🚀
🔄 Fabric Monday 101: Warehouse and Pipelines
Deployment pipelines can now promote warehouse SCHEMAS—not just individual objects.
This finally makes environment promotion realistic for warehouses.
Not perfect, but a major step forward. 🎥Video: youtube.com/watch?v=0q5ZXIvR…
🔄 Fabric Monday 101: Warehouse and Pipelines
Deployment pipelines can now promote warehouse SCHEMAS—not just individual objects.
This finally makes environment promotion realistic for warehouses.
Not perfect, but a major step forward. 🎥Video: youtube.com/watch?v=0q5ZXIvR…
Dennes retweeted
We are excited to announce a session Low Code Medallion: Using Lakehouse Materialized views by @Dennes
Event Date: 31st January 2026
Register Now: bit.ly/DT2026-Register
Agenda: bit.ly/DT2026-Agenda
#MicrosoftFabric #AI #DataCommunity