VACUUM keeps Delta tables healthy, but it can also break Change Data Feed replay windows. This walkthrough shows exactly when incremental pipelines fail and how to design a safe Fabric pattern with guardrails and fallback recovery.
Most lakehouse pipelines are still doing one expensive thing repeatedly: reprocessing entire tables, even when only a tiny fraction of rows has changed. This post explains the CDF-driven load pattern, why it works, where it can hurt, and how to implement it safely in Microsoft Fabric.
Introduction When building a modern lakehouse on Microsoft Fabric, one of the most powerful — and often underexplored — features is Mirrored Databases. Instead of...
Data quality isn't just a checkbox — it's the backbone of reliable analytics. Learn how to set up automated quality checks and profiling with Microsoft Purview and Fabric Lakehouse.
How to keep your Spark jobs portable, safe for concurrency, and easier to orchestrate by using explicit ABFSS paths instead of attaching a default Lakehouse in Microsoft Fabric.
Microsoft Dynamics suite is a widely used product for implementing ERP and CRM solutions. This article shows how to upgrade Synapse Spark pool version to 3.4 in Synapse Link for Dataverse.
Microsoft Dynamics is a widely used product for implementing ERP and CRM solutions. In this article, we will compare export to datalake with synapse link for data...