Data Validation & Quarantine

Validate incoming data with quality scoring and quarantine suspicious records without blocking the pipeline.

When to Use This Skill

• Processing external data sources that are unreliable
• Need quality scoring beyond simple schema validation
• Want to quarantine suspicious data for manual review
• Can't afford to block the pipeline for bad data

Core Concepts

External data sources are unreliable. Schema violations crash pipelines, low-quality data pollutes databases, and you can't manually review every record.