In an ever-expanding world of data, choosing the right tool for Extract, Transform, and Load (ETL) tasks can be a crucial challenge.
In this document, we take a closer look at several popular ETL tools and their unique capabilities, to help you make informed and effective decisions.
👨💻 Prefect –
Prefect is an orchestration tool that runs workflows written in Python. If you are looking for a flexible and customizable solution, Prefect can be an excellent choice.
👨💻 Airbyte –
Airbyte is a tool for Extraction and Loading. Although its cloud version requires payment, it offers interesting features such as triggers. You can combine it with tools like Airflow for orchestration.
👨💻 DBT –
DBT focuses on transformations and uses SQL to perform them. You should combine it with an orchestration and Extract/Load tool. It has both cloud and local options.
👨💻 Talend –
Talend is a complete Data Integration tool that covers the entire ETL process. It uses a drag and drop approach and offers orchestration tools. Supports both batch ingestion and streaming.
👨💻 Pentaho –
https://www.hitachivantara.com/
Pentaho is another Data Integration tool that also uses the drag and drop approach. Like Talend, it supports both batch ingestion and streaming, but does not offer dedicated orchestration tools.
📌 Comparison chart
Conclusion
Depending on specific needs, you can consider the following combinations:
For flexibility and custom logic:
Prefect / Airflow with Airbyte for extract and load, and DBT for transformations.
For a comprehensive and friendly solution for non-technical users:
Talend for the entire ETL process, including orchestration.
For advanced transformations in SQL:
DBT paired with Airflow for orchestration and a batch data extraction/loading tool.
For an open source option:
Airbyte for extract and load, DBT for transformations and Airflow for orchestration.
The choice of tool will depend on specific requirements, the team’s technical skill level, and budget considerations.
Do you want to refine your processes in Data extraction, transformation and load?
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If you want a team that can take on ETL tasks, get in touch with Tekne.