JetBrains TeamCity × Picnic
Build queue wait reduced from up to 1 hour to ~2 minutes
Hour-long build queues to near-instant starts
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The case study is specific about the before-state: builds queued for up to an hour and wasted 2-5 minutes per build installing tools. The quantitative section grounds the story with real operational numbers such as 1,100 builds per day and 10,000 minutes of daily build time. The interview format lets the engineer explain the mechanism in enough detail that another team could replicate the self-hosted agent approach.
The 'quantitative and CI/CD metrics' section presents raw operational numbers as a standalone block, giving readers an instant scale check before the narrative digs into how results were achieved.
Click to enlarge ↗ This is editorial commentary and curation. The case study, screenshot, and all metrics are JetBrains TeamCity's published work; we link to the source and lead with our analysis.