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Best Data Orchestration Software in 2026

Data orchestration software coordinates data workflows and associated jobs. This selection helps people find a tool for web, API, self-hosted, Linux, macOS, or Windows environments.

  1. 1

    Apache DolphinScheduler

    Free plan Open source APILinuxSelf-hosted+1

    Apache DolphinScheduler offers visual and code-based workflow design with multiple deployment options.

    9.2 Open source Visit site
  2. 2

    Flyte

    Free plan Open source APILinuxSelf-hosted+1

    Pick Flyte if you want a Python-based runtime for durable AI workflows and need local or cluster deployment.

    8.9 Free plan Visit site
  3. 3

    Kestra

    Free plan Open source APILinuxMac+3

    Kestra combines configurable workflow execution with a broad advertised plugin library and multiple deployment options.

    8.7 Free plan Visit site
  4. 4

    Apache Airflow

    Free plan APILinuxMac+2

    Airflow is built for scheduled Python batch workflows, with operational controls and a broad set of provider packages.

    7.6 Free plan Visit site
  5. 5

    Luigi

    Free plan APILinuxSelf-hosted+1

    Luigi provides workflow plumbing for batch pipelines, with task management, a web interface, and integrations across documented systems.

    7.1 Free plan Visit site
  6. 6

    Prefect

    Free plan APISelf-hostedWeb

    Prefect combines Python-based workflow creation with monitoring, scheduling, and several execution models.

    6.8 Free plan · paid from $100/mo Visit site
  7. 7

    Azure Data Factory

    Free trial APISelf-hostedWeb+1

    Pick Azure Data Factory when hybrid deployment and mixed transformation are priorities. Its incremental loading, change data capture, and custom code transforms cover several listed workflow needs.

    6.3 Visit site
  8. 8

    Dagster

    Free trial APILinuxSelf-hosted+1

    Pick Dagster if you need asset-aware orchestration, pipeline visibility, and data-quality tools, especially when you want to run compute in your own infrastructure.

    6.3 Free plan · paid from $10/mo · 30-day trial Visit site
  9. 9

    Amazon Managed Workflows for Apache Airflow

    by Amazon Web Services
    Free plan
    6.0 Visit site
  10. 10

    Mage

    Free plan Web

    Choose Mage if your team needs scheduled, monitored data pipelines with data quality checks, version control, and integrations across varied data sources.

    5.9 Free plan · paid from $29/mo · 7-day trial Visit site
  11. 11

    Apache Oozie

    by Apache Software Foundation
    Free plan
    5.8 Visit site
  12. 12

    Databricks Workflows

    by Databricks
    Free plan
    5.7 Visit site
  13. 13

    Rivery

    by Rivery
    Free plan
    5.5 Visit site
  14. 14

    Astronomer

    by Astronomer
    Paid
    4.5 Visit site
  15. 15

    IBM DataStage

    Paid Web
    4.4 From $1.75 Visit site
  16. 16

    Google Cloud Composer

    by Google Cloud
    Paid
    3.9 Visit site

#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price

Compare pricing models, free plans, trials, and open-source licensing. Check platform support, code access and modification rights, and paid-use costs before choosing.

Questions

Which data orchestration tools include a free plan?

Free-plan listings include Apache Airflow, Apache DolphinScheduler, Apache Oozie, Databricks Workflows, Flyte, Kestra, and Amazon Managed Workflows for Apache Airflow.

Which tools offer a free trial?

Azure Data Factory includes a free trial, and Dagster advertises a 30-day trial.

Can I find open-source data orchestration software?

Yes. Apache DolphinScheduler is identified as open source. Check the licence for rights to read, modify, and distribute the code.

Which platforms do these tools support?

The selection covers web, API, self-hosted, Linux, macOS, and Windows. Check each tool's platform details before choosing.

What does Astronomer cost?

Astronomer's listed Developer plan costs $0.35 a month, and its Team plan costs $0.42 a month.

What is the lowest listed starting price for paid tools?

Dagster's paid plans start at $10 a month, while IBM DataStage pricing starts at $1.75. Check plan terms before purchase.

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