Algoscale

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data-architecture

8 articles on data-architecture.

· mukesh-v

Data Lake or Data Swamp: 3 Failure Modes

Most data lakes drift into swamps within 18 months. A practitioner's breakdown of three failure modes — zones, governance, lifecycle — and the fixes.

data-architecture data-governance
· mukesh-v

Lakehouse vs Warehouse vs Data Lake

Lakehouse, warehouse, or data lake? A 2026 practitioner's decision framework that picks by workload concurrency, latency, team skill, and cost shape.

data-architecture
· neeraj

Retail Personalization Beyond the Carousel

Most retail personalization stops at the recommendation carousel. The real lift lives in the inventory join and identity layer underneath.

aws azure retail
· 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

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

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

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