Flyte suits developers and teams building AI workflows for training, serving or agents.
Free plan Free trial Open source WebLinuxAPISelf-hosted
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Best DataOps Platforms 2026
Facts read 23 Sep 2026 – 19 Oct 2026
DataOps platforms are built around managing data pipelines and the workflows that support them. Compared on data quality checks, pipeline monitoring and workflow scheduling, the entries also specify deployment options, integrations and version control. These capabilities give you several ways to assess fit with the way your team develops and operates data workflows. Free-plan availability and paid-from pricing are listed for cost comparison as well. BMC Control-M, Kestra and Apache Airflow appear among the options, with DataKitchen TestGen and Keboola also shown. Weigh the listed workflow and operational features against your team's requirements.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 Flyte | Flyte suits developers and teams building AI workflows for training, serving or agents. | 6.0 | Free plan | Free plan | Web, Linux, API, Self-hosted | 15 Oct 2026 |
| 02 Apache Hop | It suits teams building and running data integration pipelines across varied environments. | 5.6 | Free plan | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 03 Apache NiFi | NiFi suits teams automating data flows across systems, including cybersecurity, observability, event stream, and generative AI pipelines. | 5.6 | Free plan | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 04 DataKitchen TestGen | The Open Source edition is described for individual data engineers, while Enterprise is for data teams. | 5.6 | $100 a month | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 05 Kestra | Kestra may suit teams coordinating workflows across different languages and external tools. | 5.6 | Free plan | Free plan | Web, Windows, Mac, Linux | 19 Oct 2026 |
| 06 Metaflow | Metaflow is aimed at data scientists and ML or AI engineers who need to build and operate data-intensive workflows. | 5.1 | Free plan | Free plan | Web, Mac, Linux, API | 15 Oct 2026 |
| 07 Dagster | Dagster suits teams building and operating data pipelines that need asset lineage, quality checks, and execution visibility. | 5.0 | $10 a month | Free trial | Web, Linux, API, Self-hosted | 2 Oct 2026 |
| 08 Apache Airflow | Airflow may suit teams that define scheduled batch workflows in Python and want a web interface for scheduling and monitoring. | 4.8 | Free plan | Free plan | Web, Mac, Linux, API | 1 Oct 2026 |
| 09 Prefect | Prefect suits developers and teams orchestrating data, machine learning, or agent workflows in Python. | 4.8 | $100 a month | Free plan | Web, API, Self-hosted | 30 Sep 2026 |
| 10 Luigi | Luigi suits Python teams coordinating long-running batch jobs and dependency-heavy workflows. | 4.6 | Free plan | Free plan | Web, Linux, API, Self-hosted | 7 Oct 2026 |
02
Apache Hop
It suits teams building and running data integration pipelines across varied environments.
WebWindowsMac+3 Record5.6 Visit
03
Apache NiFi
NiFi suits teams automating data flows across systems, including cybersecurity, observability, event stream, and generative AI pipelines.
WebWindowsMac+3 Record5.6 Visit
04
DataKitchen TestGen
The Open Source edition is described for individual data engineers, while Enterprise is for data teams.
WebWindowsMac+3 Record5.6 Visit
05
Kestra
Kestra may suit teams coordinating workflows across different languages and external tools.
WebWindowsMac+3 Record5.6 Visit
6
Metaflow
WebMacLinux+2 Free plan Record5.1 Visit Metaflow is aimed at data scientists and ML or AI engineers who need to build and operate data-intensive workflows.
7
Dagster
WebLinuxAPI+1 $10 a month Record5.0 Visit Dagster suits teams building and operating data pipelines that need asset lineage, quality checks, and execution visibility.
8
Apache Airflow
WebMacLinux+2 Free plan Record4.8 Visit Airflow may suit teams that define scheduled batch workflows in Python and want a web interface for scheduling and monitoring.
9
Prefect
WebAPISelf-hosted $100 a month Record4.8 Visit Prefect suits developers and teams orchestrating data, machine learning, or agent workflows in Python.
10
Luigi
WebLinuxAPI+1 Free plan Record4.6 Visit Luigi suits Python teams coordinating long-running batch jobs and dependency-heavy workflows.
11
Keboola
WebAPISelf-hosted Free plan Record4.4 Visit Keboola suits teams building data pipelines and analytics workflows that need connectors, orchestration, or transformations.
12
Stonebranch Universal Automation Center
WebLinuxAPI+1 — Record3.8 Visit It suits enterprise IT and DevOps teams coordinating automation across hybrid infrastructure, applications, data pipelines, and file transfers.
13
Tidal Workload Automation
WebAPISelf-hosted — Record3.7 Visit It is aimed at enterprise organizations with complex IT automation requirements.
14
Mage
Web $29 a month Record3.3 Visit Mage suits developers and data teams building scheduled, monitored pipelines with quality checks and version control.
16
RunMyJobs by Redwood
WebWindowsLinux — Record2.6 Visit RunMyJobs suits organizations seeking paid workload automation across Linux, Windows, and web environments.
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