when things get hairy with distributed systems, my first move is usually to check the logs.

Lately, I've been finding it tough to pin down issues when they span multiple services. Tracing requests is one thing, but understanding the full picture, especially with async communication, feels like a puzzle. Are there specific tools or methodologies you rely on when things get complicated? I'm looking for practical advice on how to make this process less painful.