Detect in the Application, Block at the Edge: A Feedback Loop with AWS WAF and CloudFront KVS
Bot mitigation has an asymmetric structure. The application is where malicious behavior is easiest to detect. “This account has seen 30 failed login…
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Building a False-Positive-Resilient Challenge Architecture with AWS WAF Dynamic Label Interpolation
In May 2026, AWS WAF introduced a feature called dynamic label interpolation . Did you catch the announcement? It may look like a small addition at…
Using Cloudflare Turnstile Invisible Challenges for Mobile APIs Without Breaking the User Experience
The problem we are solving We have mobile apps calling APIs through Cloudflare. The APIs are seeing automated traffic from headless browsers, script…