
When upserts don't update but still write: Debugging Postgres performance at scale
When a high-volume upsert doubled disk writes, Datadog engineers traced the issue to Postgres WAL behavior and rewrote the query to eliminate hidden costs.
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When a high-volume upsert doubled disk writes, Datadog engineers traced the issue to Postgres WAL behavior and rewrote the query to eliminate hidden costs.

Learn how Datadog detected and resolved issues from hackerbot-claw, an AI-powered automated attack campaign.

We share lessons learned building Datadog's MCP server, from designing agent-friendly tools and managing context windows to using queries instead of raw data retrieval.