Measuring developer productivity at Airbnb | Christopher Sanson (Airbnb)

Measuring developer productivity at Airbnb requires a holistic approach that balances quantitative DORA metrics with qualitative insights like developer surveys and team feedback. Christopher Sanson, a product manager at Airbnb, details the transition from fragmented, legacy metrics to a standardized, data-driven framework. The team successfully navigated the complexities of a multi-monorepo structure by decomposing lead time into distinct PR and release components, allowing for more precise tracking. Rather than treating DORA metrics as a standalone solution, the organization uses them as lagging indicators to identify high-level bottlenecks. This strategy enables teams to set granular, actionable OKRs—such as reducing CI flakiness or build times—that directly influence long-term productivity outcomes. By treating metrics as a product and focusing on consistent, actionable data, the organization effectively aligns engineering efforts with broader business goals.