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Guides

Seed Database

How to seed a PostgreSQL database step-by-step: SQL files, Prisma, Drizzle, Docker, and CI/CD. Plus generators that survive every migration.

Apr 7, 2026Read article →
AITesting

Generate Test Data with AI

Generate test data with AI that respects your schema and foreign keys. A practical playbook for Claude Code, Cursor, and MCP on Postgres.

Apr 6, 2026Read article →
CI/CD

Database Seeding

Database seeding compared: SQL files, ORM seeders, factories, and schema-aware generators. Code examples, failure modes, and what to use when.

Apr 4, 2026Read article →
Testing

Test Data Generation

Test data generation methods compared: SQL files, ORM factories, fakers, masking, and schema-aware AI generators. FK handling and migration safety.

Apr 3, 2026Read article →
MicroservicesTesting

Microservice Seeding

Seeding microservices is a dependency nightmare. Phased ordering, UUID coordination, and event-sourcing pitfalls — solved.

Mar 28, 2026Read article →
TestingCI/CDPostgreSQL

E2E Test Fixtures

Stop hand-writing E2E test fixtures. Generate the exact database state Playwright and Cypress need — on the fly, every test run.

Mar 22, 2026Read article →
PerformanceTesting

Load Testing Data

Load testing an empty database? You're lying to yourself. Seed realistic volumes and find bottlenecks before your users do.

Mar 22, 2026Read article →
MigrationsCI/CD

Migration Review

Catch migration bugs in seconds, not production. Seed realistic data → run migration → compare results: validate SQL changes before they touch real data.

Mar 22, 2026Read article →
MigrationsPerformancePostgreSQL

Migration Testing

ALTER TABLE on millions of rows in production? Test migrations against realistic volumes first. Catch lock contention in staging, not at 3 AM.

Mar 22, 2026Read article →