Quick comparison # App Pricing Verified price Open source Platforms Verified facts Score 1 Apache AirflowOpen source — Yes Linux, Self-hosted, Web 5 of 5 68.8 2 DagsterOpen source $10/month plus credits Yes Web, Linux, macOS +2 5 of 5 64.8 3 Argo WorkflowsOpen source — Yes Self-hosted 4 of 4 59.4 4 FlyteOpen source — Yes Self-hosted 4 of 4 57.5 5 WindmillOpen source — Yes Web, Self-hosted 4 of 4 52.6
1 Best for: Data engineering teams that want a proven, free orchestrator with a huge integration ecosystem
Open source Self-hostable Linux, Self-hosted, Web
Why switch from Prefect
The industry standard with the largest integration catalogue and many managed hosting options.
Pros Free and open source with a very large community Pipelines are plain Python, so they can be generated dynamically Hundreds of ready-made operators for clouds and data tools Managed versions available from several cloud providersCons Running scheduler, workers and metadata database yourself takes real ops effort Local development and testing are clunkier than in newer tools like Prefect or Dagster No official hosted service from the Apache project itselfHow this score is calculated Editorial fit ×0.3 100
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
2 Best for: Data platform teams who want lineage, data quality and orchestration in one tool
Open source Self-hostable Web, Linux, macOS, Windows, Self-hosted
Why switch from Prefect
Models pipelines around data assets, with lineage and data quality checks built in.
Pros Asset-based model makes lineage and freshness visible Strong local development and testing workflow Close dbt integration Hybrid deployment keeps data in your own cloudCons Asset-centric model takes time to learn if you think in tasks Managed plans add usage-based credits on top of the monthly fee No free hosted tier beyond the trialHow this score is calculated Editorial fit ×0.3 87
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
3 Best for: Platform teams already on Kubernetes who want container-native batch and ML pipelines.
Open source Self-hostable Self-hosted
Why switch from Prefect
Free Kubernetes-native engine where each step is a container, suited to platform teams already on k8s.
Pros Free, Apache 2.0 licensed CNCF project Any language works, since each step is a container Handles large parallel jobs on Kubernetes Python users can define workflows with HeraCons Requires a Kubernetes cluster YAML definitions get verbose for data engineers used to Python No hosted version from the project itselfHow this score is calculated Editorial fit ×0.3 69
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
4 Best for: ML and data teams on Kubernetes who want typed, reproducible Python pipelines.
Open source Self-hostable Self-hosted
Why switch from Prefect
Also Python-first, but with typed tasks, caching and Kubernetes scaling aimed at ML and AI pipelines.
Pros Free and Apache 2.0 licensed Typed task inputs and outputs catch errors early Caching and retries resume from the failed step Managed option through Union.aiCons Needs a Kubernetes cluster for production use Flyte 2 changes the SDK, so Flyte 1 code needs migrating Smaller community than AirflowHow this score is calculated Editorial fit ×0.3 63
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
5 Best for: Engineering teams that want scripts, workflows and internal UIs in one self-hosted platform
Open source Self-hostable Web, Self-hosted
Why switch from Prefect
Open-source and self-hostable; runs Python and TypeScript scripts as scheduled flows with a built-in UI.
Pros Scripts, workflows and apps in one place Supports many languages including Python and TypeScript Free self-hosted edition with unlimited executionsCons Built for developers, not business users App builder is less polished than Retool's Enterprise features need a paid licenceHow this score is calculated Editorial fit ×0.3 46
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula