The Algoscale Blog
Field notes from the data journey
What actually ships. Lessons from enterprise AI and data engagements — not the demo reel, the production postmortem.
· 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
· 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
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