Cost teardowns and field notes from database consulting
We work hands-on with data platforms across healthcare, retail, and fintech. The blog is where we publish the patterns we keep seeing — and the fixes that keep working.
Query Cost Attribution and Chargeback — A Practitioner's Guide
Finance asks for a breakdown by team. The bill shows a warehouse total. Here is how query-level attribution and chargeback actually work, and where most programs stall.
Unmasking Databricks AI Workload Costs: 3 Traps and How to Track Them
A data engineering team recently ran ai_query() across 40 million customer records for a sentiment classification task. Because it was wrapped in a simple SQL statement, it felt like a standard…
BigQuery Cost Problems That Aren’t About Bad Queries
If you spend enough time tuning BigQuery costs in a mature FinTech organization, you start to notice a pattern. When the monthly invoice spikes — or when critical pipelines start missing SLAs — the…
How I Triaged a BigQuery Cost Spike at a Regional Grocery Chain — And the Two Problems Hiding in…
If you run BigQuery for a retail operation at scale, your costs have probably crept up without an obvious explanation. I recently triaged a regional grocery chain where BigQuery spend had jumped 55%…
Snowflake Cost Optimization Starts With Workload Design, Not Auto-Suspend
Most Snowflake cost advice starts with the same recommendation: lower your auto-suspend timeout.
Healthcare Analytics Has a Cloud Cost Problem. And It’s Not the One You Think.
Healthcare analytics organizations are quietly building some of the most complex cloud data architectures in existence. Petabytes of EHR data. Claims streams arriving in near-real time. Clinical…
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