Manual data pipelines between databases and warehouses break down fast as your stack grows. Airbyte on Docker gives you a self-hosted ELT platform with 300+ connectors — this guide walks through deployment, configuring a PostgreSQL source, choosing the right sync mode, and monitoring jobs from day one.