8 open-source ETL tools for data integration in 2024
ETL (Extract, Transform, Load) tools – the backbone of efficient data pipeline management. As we navigate through 2024, the demand for ETL solutions that are flexible, scalable, and cost-effective continues to rise.
That’s where open-source ETL tools come in!
In this article, we’ll explore eight popular open-source ETL tools, their key features, as well as their pros and cons:
- n8n (source-available, not open-source)
- Apache Airflow
- Apache Kafka
- dbt
- Airbyte
- Meltano
- Singer
- Mage
Stay ahead in the data game with our comprehensive guide!
Is Python good for ETL?
Before discussing the list of 8 open-source ETL tools, let’s examine what Python, a popular choice among data engineers and analysts, can do.