Skip to content

Insights

Field notes from the platform floor.

Practical, opinionated writing on data engineering, AI, and cloud platforms — from engagements, not theory.

Databricks

Five signs your lakehouse needs a Unity Catalog refresh

Governance debt shows up quietly — through duplicated tables and access requests, not outages. Here's what to watch for.

6 min read

AI

Why most generative AI pilots never reach production

The gap between a working demo and a monitored, governed production system is usually process, not model quality.

8 min read

Data Engineering

Batch vs. streaming: choosing the right default

Streaming isn't always the upgrade it's marketed as. A framework for deciding when latency is actually worth the complexity.

5 min read

Cloud

A practical checklist for cloud migration cost overruns

Most migration budgets fail in the same five places. We walk through each one with a mitigation for each.

7 min read

Governance

Data lineage is a product, not a project

Treating lineage as a one-time implementation is why most governance programs stall within a year.

6 min read

BI

The self-serve BI trap, and how to avoid it

Self-serve dashboards without a governed semantic layer just move the trust problem downstream.

5 min read

Newsletter

Get new field notes in your inbox