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Postgres internals, test data, and running AI agents against real databases.

Database Seeding: What It Is, Methods, and Best Practices

Database seeding compared: SQL files, ORM seeders, factories, and Seedfast, which reads your Postgres schema on every run so migrations can't break it.

Mikhail Shytsko16 min readTesting & CI

Test Data Generation: 7 Ways to Fill Your Database

Test data generation compared across seven methods: SQL files, factories, fakers, masking, and Seedfast reading your live schema on every run.

Mikhail Shytsko16 min readTesting & CI

How to Fill 5 Databases That Reference Each Other

Microservice database seeding across five databases. Phased ordering, UUID coordination, and how Seedfast fills each schema from its own live structure.

Mikhail Shytsko12 min readTesting & CI

E2E Tests Without Brittle Fixtures: Generate Data on the Fly

Stop hand-writing E2E test fixtures. Seedfast generates the database state Playwright and Cypress need from your live schema on every run.

Mikhail Shytsko13 min readTesting & CI

Load Testing With an Empty Database? Here's Your Problem

Without realistic load testing data every benchmark lies. Seedfast seeds production-scale rows from your live Postgres schema so bottlenecks surface early.

Mikhail Shytsko12 min readPostgreSQL

Review SQL Migrations in 30 Seconds: Seed, Migrate, Compare

Run a SQL migration review before the change ships. Seedfast fills a review database with production-shaped rows so you can see what the migration does.

Mikhail Shytsko12 min readPostgreSQL

ALTER TABLE, 5 Million Rows, and the Deploy That Took Down the Site

Migration testing against production-scale volume catches lock contention before deploy. Seedfast seeds the row counts an ALTER TABLE will actually meet.

Mikhail Shytsko11 min readPostgreSQL

Database Seed File Maintenance: Stop Patching seed.sql

Seed file maintenance eats hours every time a Postgres migration lands. Why static seed.sql drifts, and how Seedfast regenerates the data instead.

Mikhail Shytsko26 min readTesting & CI

Small Data, Big Lies: 6 Bugs Your Test Suite Will Never Catch

Small data, big lies: a 10-row test database hides six bugs that only appear at volume. Seedfast seeds the row counts that surface them first.

Mikhail Shytsko8 min readTesting & CI

Stop using production data

Generate realistic synthetic data from your database schema.Safe, coherent, and ready for local dev, demos, and CI.

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