cost optimization
Databricks Observability for Cost Drift and Spikes
What Databricks system tables tell you, what they don't, and how to build a cost monitoring layer that catches anomalies before someone opens a ticket.
Blog
Practical guides on Databricks cost optimization, FinOps, and platform engineering.
cost optimization
Databricks Pricing Explained — DBUs, Tiers, and Clouds
How Databricks pricing works: what a DBU is, list rates by compute type, plan tiers, cloud and region differences, and the costs the calculator misses.
compute fundamentals
Databricks All-Purpose vs Jobs Compute: When to Use Which
All-purpose compute costs roughly 2–3x more per DBU than jobs compute for the same workload. Here's when each fits, and how to see which one your jobs are running on.
cost optimization
FinOps 101 for Databricks: Transparency First
FinOps for Databricks stalls when teams optimize before they can explain spend. Build transparency first: attribution, explainability, shared definitions.
cost optimization
Databricks Cost Optimization: A Practical Guide
Databricks cost optimization is matching compute and warehouses to actual workload demand. Five steps: see cost, right-size, tune, automate, monitor.
compute fundamentals
DBUs Explained: What They Are, How They Cost, How to Optimize
A DBU is the metering unit Databricks uses to bill compute, with rates that differ by compute type. How to tune DBU spend without risking workloads.
cost optimization
7 Reasons Databricks Spend Changes (and How to Diagnose Each One)
When Databricks spend moves, start here. Seven common drivers from DBU multipliers to retry storms, with diagnostic steps and safe first moves for each.
cost optimization
What Native Databricks Cost Tools Show — and What They Don't
Native Databricks cost tools show totals from billing exports, system tables, and dashboards. They don't say what changed, who owns it, or what to do.
product
Why We Built LakeSentry
We built LakeSentry to give Databricks teams transparency into cost, usage, and adoption — so they understand what's happening and can act safely.