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DatabasePostgres

Session Replication Role

Setting session_replication_role to replica drops foreign keys and most triggers, leaving CHECK, NOT NULL, UNIQUE and RLS enforcing. The verified matrix.

Sep 4, 2026Read article →
DatabasePostgres

Pg_dump Data-Only Restore

A pg_dump data-only restore can break on a schema holding zero rows, and psql exits 0 while it happens. The verified failure map, with what each fix costs.

Aug 28, 2026Read article →
DatabasePostgres

Postgres Sequence Out of Sync

A Postgres sequence out of sync with its table breaks the first insert after a data load. Why it happens on serial and identity columns, and how to realign it.

Aug 21, 2026Read article →
TestingData QualityMachine Learning

Synthetic vs Real Data

Synthetic data vs real data has no single winner; the answer flips with the job. For application databases, Seedfast generates rows that fit the schema.

Jul 24, 2026Read article →
AIAgentsTesting

Training Data for AI Agents

Training data for AI agents that run software is an environment, not a labeled dataset. Seedfast seeds its database with connected, realistic rows.

Jul 24, 2026Read article →
AITestingPostgres

Agents & Empty Databases

An AI agent empty database makes tests pass while the tables sit bare. Seedfast reads your Postgres schema and fills them with connected, realistic rows.

Jul 18, 2026Read article →
GuidesData Quality

Demo Data Generator

A demo data generator that fills flat rows breaks once your tables relate. Seedfast reads your live Postgres schema and writes a connected demo dataset.

Jul 18, 2026Read article →
AITesting

MCP Test Data

MCP test data, surveyed. Which MCP servers generate relational rows and which only query existing ones. Seedfast seeds your own Postgres in place.

Jul 18, 2026Read article →
TestingPythonPostgreSQL

Pytest Database Fixtures

Pytest database fixtures done right, with real scope semantics, the SQLAlchemy SAVEPOINT rollback pattern, and a baseline Seedfast seeds once.

Jul 18, 2026Read article →