Measuring the real impact of in-code security requires looking beyond block counts to engineering outcomes. Key signals include reduced resource usage on sensitive routes, lower infrastructure costs from filtered scraping traffic, cleaner logs with better signal-to-noise ratio, and fewer reactive mitigation incidents. These can
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Fewer Bot Requests Reaching Your Application LogicReduced Scraping Costs and Infrastructure LoadCleaner Logs and Higher SignalMore Predictable Deploys Under Real TrafficMeasuring Security with the Tooling You Already UseDefine Success on Your Own TermsSort: