A systematic approach to debugging Databricks pipeline failures. Covers OOM errors, missing transaction logs, schema mismatches, MERGE duplicates, JDBC NaN issues, and streaming checkpoint corruption — with error decision trees, log reading guides, cluster config checklists, and performance fixes.