DataKitchen TestGen profiles databases, generates data quality tests, and presents results and quality scores in dashboards.
Best DataOps Platforms in 2026
DataOps platforms help teams build and operate data workflows, including pipeline monitoring, scheduling, and quality checks. Compare those capabilities with version control, deployment options, and supported integrations to consider how each platform may fit your processes. The listed free-plan and paid-from details add cost considerations. Kestra, DataKitchen TestGen, and Apache Airflow are among the entries, as…
Flyte is a durable AI runtime for workloads involving training, serving, and agents.
Kestra is a declarative platform for creating, running, and governing workflows across an organization.
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Apache NiFi
Apache NiFi is free, open-source software for automating data flows between systems, including cybersecurity, observability, event stream, and generative AI pipelines.
Free planOpen sourceWebAPILinuxmacOS7.8Free plan - 5

Apache Hop
Apache Hop is a free, open-source platform for building data integration pipelines and orchestration workflows.
Free planOpen sourceWebAPILinuxmacOS7.7Free plan - 6
Metaflow
Metaflow is a free, open-source Python library for developing and operating data-intensive data science, machine learning, and AI applications.
Free planOpen sourceWebAPILinuxmacOS7.5Free plan - 7
Prefect
Prefect is a workflow orchestration platform for data, machine learning, and agent workflows written in Python.
Free planWebAPISelf-hosted6.9From $100 a month - 8

Keboola
Keboola is a unified AI and data platform for creating and orchestrating pipelines, then using the resulting data for analytics and integrations.
Free planWebAPISelf-hosted6.7Free plan - 9

Apache Airflow
Apache Airflow is a platform for authoring, scheduling, and monitoring workflows defined in Python.
Free planWebAPILinuxmacOS6.6Free plan - 10

Dagster
Dagster is a data-aware orchestrator for building, running, and monitoring data pipelines and assets.
WebAPILinuxSelf-hosted6.6 - 11

BMC Control-M
BMC Control-M is application and data orchestration software with SaaS, self-hosted, or hybrid deployment options listed for Enterprise.
AndroidiOSWeb6.3From $2,400 a month - 12
Luigi
Luigi is a free Python package for building batch-job pipelines and managing task dependencies, workflow execution, and failures.
Free planWebAPILinuxSelf-hosted6.2Free plan - 13

Stonebranch Universal Automation Center
Stonebranch Universal Automation Center (UAC) is an enterprise platform for centrally managing and orchestrating IT tasks across hybrid environments,…
WebAPILinuxSelf-hosted5.9 - 14

Tidal Workload Automation
Tidal Workload Automation centralizes job scheduling and workload automation across business, operations, and IT processes.
WebAPISelf-hosted5.7 - 15
Mage
Web5.3From $29 a month - 16
RunMyJobs by Redwood
WebLinuxWindows4.9


