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data-engineering

8 articles on 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
· mukesh-v

Iceberg vs Delta vs Hudi in 2026

After years of open table format wars, the 2026 picture is clear: Iceberg has won, but the catalog choice is now where vendor lock-in lives.

iceberg delta hudi
· neeraj

Supply Chain Visibility Beyond Dashboards

Most supply chain visibility tools paint a dashboard over broken data. Real visibility lives in the WMS-TMS-carrier integration layer underneath.

aws azure logistics
· neeraj

Hybrid Row-Level Security: AWS + Power BI

How we wired Azure AD identities to AWS Lake Formation to Power BI - with row-level security that keeps field, regional, and exec reports distinct.

aws azure power-bi
· neeraj

Why Predictive Maintenance Pilots Stall

Most enterprise predictive maintenance pilots stall before payback. The fix isn't more sensors — it's the data foundation underneath. Here's the pattern.

azure iot manufacturing
· 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

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.