Ai
207 posts filed under Ai.
DE Churn From Fragile Stacks
Senior data engineers quit stacks that page them at 3am, and the exit interview says "growth".
Read →Cross-Functional Data Ownership
A backend deploy broke the data pipeline for the third time this quarter. Both teams had done their jobs correctly.
Read →Compliance Investment ROI
A client built the same data inventory twice in 18 months. The first one was for the auditor.
Read →Databases Are Being Redesigned for AI Workloads
Postgres handled it fine. Until the agent started issuing thousands of embedding lookups a second.
Read →Blame Post-Mortem Alt
We changed the questions in the postmortem, and the recurring outage stopped recurring.
Read →Platform Evolution Funding Map
Data platform changes have a good window and a bad one. Funding milestones tell you which is which.
Read →ROI Measures For Pipelines
We scored a client's pipelines on cost against consumption. About 1 in 5 had a monthly bill and zero consumers.
Read →Real-Time Failure Modes
Duplicate invoices came from the recovery, not the outage. The retry replayed 40 minutes into a double-counting sink.
Read →Fractional Multi-Client Economics
A company at 40 people needs senior data judgment about 2 days a week. Full-time is the wrong container.
Read →Ownership Vacuum Patterns
Nobody owned the orders table. Everyone had opinions about it in the incident channel.
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