Depot × Astral
Depot x Astral, 4.7x faster CI without blowing the concurrency ceiling
4.7x faster test runs for Ruff ecosystem tests (14m to 3m)
CI at a standstill to full concurrency across every project
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Why it works
The case study earns its efficiency tag with four distinct, attributable numbers rather than a single vague claim, making the story feel audit-ready. The concrete before-state is strong: a single commit on one project would have frozen CI across the entire org, which is a vivid, easy-to-grasp crisis. The piece also has a mild Resilience undercurrent because the primary win was unblocking an existential constraint, not just trimming minutes, but the headline leads with speed gains so Efficiency is the right primary tag.
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Lead with a single dramatic constraint (one repo commit freezing the whole org) before listing any metrics. It gives every subsequent number a clear reason to exist and makes the efficiency gains feel necessary rather than incremental.
Click to enlarge ↗ This is editorial commentary and curation. The case study, screenshot, and all metrics are Depot's published work; we link to the source and lead with our analysis.