Databricks DQX framework patterns for advanced data quality validation with detailed failure insights and flexible quarantine strategies. Use when implementing Silver/Gold layer validation, needing richer diagnostics than DLT expectations, or requiring pre-merge validation with detailed failure tracking. Supports YAML configuration, Delta table storage, and serverless compute compatibility.