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Automatite by GTM S t a c k
ETL & Data Pipelines

Prefect vs Dagster

Side-by-side comparison of Prefect and Dagster: pricing, features, AI support, and best-fit teams.

Verdict: Prefect is best for data engineering teams writing python pipelines.. Dagster is best for modern data teams adopting software practices..

Economics

Metric Prefect Dagster
Pricing model freemium freemium
Starting price $0/free tier Custom
Team size mid-market mid-market

Feature comparison

Feature Prefect Dagster
Visual builder Yes Yes
AI steps native No No
Self-hostable No No
Code steps Limited Limited

Prefect is best for

Data engineering teams writing Python pipelines.

Dagster is best for

Modern data teams adopting software practices.

How they stack up

Prefect and Dagster are both serious players in the etl & data pipelines category, but they target different teams. Prefect python-native workflow orchestration. Dagster data orchestration with software-engineering dx.

When to pick Prefect

Data engineering teams writing Python pipelines. The combination of python-native and modern dx makes it the default choice for teams that match this profile.

When to pick Dagster

Modern data teams adopting software practices. Modern DX and Software-engineering practices are the strongest reasons to choose it over Prefect.

What about Automatite?

If you are evaluating Prefect and Dagster, you should also evaluate Automatite — particularly if your workflows include AI steps, code, or need real version control. Automatite combines the strengths of both with a pricing model designed for high-volume teams.

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