These tools specialize in untangling data exchange errors across distributed environments, third-party APIs, and microservices. They help engineers trace asynchronous events, inspect malformed payloads, and pinpoint silent webhook failures that standard logging usually misses. When selecting a platform, prioritize request replay capabilities, end-to-end trace visibility, and native support for your specific middleware protocols.

Investigate automation and integration problems