Algoscale

Technology

fabric

7 articles on fabric.

· neeraj

Manufacturing Data Foundation: A Blueprint

Plant floor, ERP, quality, and maintenance data live in four silos that never join. Here's the manufacturing data foundation architecture that fixes it.

azure fabric iot
· mukesh-v

Watermark Bugs in Fabric Incremental Loads

A watermark incremental load in Microsoft Fabric silently duplicated 3 months of Gold-layer data. The fix: idempotent MERGE plus a row-count assertion.

fabric delta data-engineering
· mukesh-v

Medallion Architecture: 5 Failure Modes

Most bronze/silver/gold lakehouse builds repeat the same five mistakes. A practitioner's breakdown of medallion architecture failure modes — and the fixes.

databricks fabric delta
· neeraj

Fabric OneLake Shortcuts vs ADLS Mounts

When OneLake shortcuts beat ADLS Gen2 mounts in Microsoft Fabric, when they silently break, and the decision matrix we use on every migration.

fabric azure data-engineering
· neeraj

Microsoft Fabric vs Databricks, Honestly

A practitioner's comparison of Fabric and Databricks across real enterprise workloads — with cost benchmarks and where each genuinely wins.

fabric databricks data-architecture
· neeraj

Synapse to Fabric: 4 Silent Breakages

Four Synapse-to-Fabric migration gotchas that pass code review but break production: identity columns, distribution DDL, OPENROWSET, F-SKU throttling.

fabric synapse data-engineering
· neeraj

Why Your AI Pilot Stalls at 80%

Most enterprise AI pilots hit 80% accuracy in a demo and never reach production. Here's the data-stage failure pattern behind it — and a concrete path to ship.

databricks fabric azure

Pick your starting point

Two quick diagnostics for the two questions we get most

No sales calls required to get real answers. Both tools return dedicated output in under 5 minutes.