Best 5 ETL Tools to use in 2025

Parabola is an online platform that automates repetitive tasks by connecting your data sources and creating workflows. You can pull information from spreadsheets, databases, emails, PDFs, and many popular business tools. Then you can clean, combine, and organize this data before sending it wherever it needs to go.

SnapLogic is an Integration Platform as a Service that connects your business apps and data sources together. Think of it as a bridge that lets different software talk to each other. Instead of hiring programmers to build custom connections, SnapLogic gives you ready-made building blocks called Snaps.

Dagster is a tool that helps organize and run your data workflows automatically. Think of it as a smart manager for all your data tasks. Instead of manually running scripts or remembering which files depend on others, Dagster handles this for you.

Prefect is a Python-based workflow management system that turns regular functions into production-ready data pipelines. You write your code in normal Python, add a few simple markers (called decorators), and Prefect handles the scheduling, monitoring, and error recovery automatically.

Apache Airflow is a tool that helps you create and manage automated workflows for processing data. Think of it as a smart coordinator that runs your tasks in the right order, at the right time, and handles problems when they occur.