Generate realistic synthetic data for testing data pipelines — deterministic seeded fixtures, referential integrity across tables, edge cases (nulls, duplicates, late/out-of-order events), volume for load tests, and privacy-safe stand-ins for production. Use when creating test data for pipeline/dbt tests, seeding dev environments, load testing, or replacing PII with safe synthetic data.