How can I identify the cause of inconsistent downstream behavior during workflow debugging?

Downstream behavior is often difficult to reproduce because upstream outputs change between runs. To make debugging consistent, create or select a run profile, run the workflow until the upstream data is correct, pin the stable upstream node output, and mock or edit the output if you need to test a specific edge case. Then step through the downstream nodes to observe and troubleshoot the behavior consistently.