In simple English
This tool copies data from one place to another. You type a single command in your terminal. It moves tables from a database or a file into a data warehouse. You do not need to write any code or manage a server. It is free for internal use.
What it is
ingestr is a command-line interface (CLI, a program you run by typing text commands into your terminal) for moving data between dozens of different databases, file formats, and SaaS (software as a service, meaning software hosted on the web) platforms. It handles the mapping and schema creation automatically.
What it is good for
Solo builders who want to pull data from Postgres, Stripe, or HubSpot into a local DuckDB file or a cloud warehouse without setting up complex pipelines.
- Supports dozens of popular data sources and destinations out of the box.
- Can be run as a simple command or used directly inside Python scripts.
- Handles incremental updates so you only copy new records.
- Uses a source-available Functional Source License, which restricts selling it as a managed service.
- Debugging connection strings and network firewalls can take patience.
- Requires command-line familiarity to install and run.
Writing custom Python data-sync scripts or setting up paid enterprise pipeline tools
duckdb
- airbytehq/airbyte22k stars
A much larger platform for data integration with a graphical interface and hundreds of connectors.
- meilisearch/meilisearch59k stars
A search engine you run yourself, built for fast answers and forgiving spelling.
- beekeeper-studio/beekeeper-studio24k stars
A desktop window onto a database, so you can read and edit rows without writing commands.
- sqliteai/sqlite-vector1.1k stars
An add-on that gives the single-file SQLite database meaning-based search, with its own accuracy figures printed in the README.
curl -LsSf https://getbruin.com/install/ingestr | sh