Development

Test data and fixtures

• Seeding a Staging Database with Fixtures and Anonymized Data
• Seeding a Vector Store for RAG Tests Without Drift
• A Smoke Probe That Writes Then Deletes: Keys and Teardown
• Anonymizing Production Data for Model Evaluation
• Deciding What a Smoke Suite May Touch: A Data Ownership Map
• Ephemeral Test Data: Generating and Tearing Down Fixtures per Run
• Eval Fixtures That Call Real Sandbox APIs: Cost and Cleanup
• Generating Realistic Test Data That Keeps Foreign Keys
• Repeatable Staging Snapshots: Deterministic Anonymization
• Teardown Failures: What a Probe Leaves Behind
• Versioning Seed Data Alongside Schema Migrations
• Writing a Property-Based Test for a Money-Counting Endpoint