Databricks built SAFE, an in-house feature flagging platform that handles 300M+ evaluations per second with ~10μs p95 latency. The system decouples code deployment from feature enablement, managing 25k active flags across hundreds of services. Key architectural decisions include pre-evaluation of static configuration

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