Jul 23, 2026
7 min read
Microsoft FabricA Data Pipeline references a connection, not a string — and that connection has a different ID in every workspace. Here's how the Connection Reference variable type swaps it per environment.
Jul 14, 2026
7 min read
DatabricksDeterministic hash surrogate keys or IDENTITY columns for your dimensions? A practitioner's pros and cons across load order, idempotency, join cost, and reprocessing.
Jul 06, 2026
9 min read
Microsoft FabricVariable Libraries plus fabric-cicd's environment parameter give you a versioned, typed way to swap Key Vault names, storage accounts, and other per-environment constants automatically.
Jun 29, 2026
3 min read
Microsoft FabricCopy pipeline via Virtual Network Data Gateway failing with LakehouseOperationFailed / InternalServerError at the _delta_log commit step? The fix is a single Azure subnet configuration change.
Jun 26, 2026
3 min read
Microsoft FabricLearn how to enable and leverage Change Data Feed (CDF) with Fabric Mirroring to build true incremental data pipelines and unlock near real-time data processing capabilities.
Apr 08, 2026
10 min read
Microsoft FabricVACUUM 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.
Mar 27, 2026
4 min read
Microsoft FabricMost 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.
Mar 17, 2026
4 min read
Microsoft FabricIntroduction When building a modern lakehouse on Microsoft Fabric, one of the most powerful — and often underexplored — features is Mirrored Databases. Instead of...
Nov 13, 2025
3 min read
Microsoft FabricData 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.
Aug 28, 2025
3 min read
Microsoft FabricHow 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.
Jan 19, 2025
2 min read
Microsoft FabricMicrosoft 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.
Aug 30, 2024
2 min read
Microsoft FabricMicrosoft 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...