Technical troubleshooting write-ups: what we observed, what we believe caused it, and how it was fixed.
Grouping bot traffic by IP or user-agent falls apart under proxy rotation and header spoofing — and even the right grouping key is useless if the scan that computes it can't finish. Here's how JA4 fingerprint clustering and a KV-checkpointed batch scan solved both.