Datadog cuts Java APM startup time 30% with a prefix trie constant
Datadog's APM team reduced Java agent start‑up overhead by 30% by replacing a hand‑rolled class‑matching routine with a prefix‑trie encoded as a single JVM string constant. The trick drops the number of bytecode instructions needed to decide which classes to instrument, shaving seconds off cold starts for large services.