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Application Observability & EvaluationAutomation & Integration

ClearML

1Auto-magical 2MLOps 3platform 4for 5experiment 6tracking

the six Ws · specification

W1 Who

ML teams needing experiment tracking, data management, pipelines and orchestration in one platform.

W2 What

An open source MLOps platform combining experiment tracking, data versioning, pipeline orchestration and model serving.

W3 Where

Self-hostable server plus Python SDK, or usable via ClearML's hosted SaaS offering.

W4 When

Founded as Allegro AI in 2019 and continuously developed with an active 2026 release cadence.

W5 Why

Unifies experiment tracking, orchestration and deployment that otherwise require stitching together multiple separate tools.

W6 With

Requires the Python clearml SDK plus a ClearML server, self-hosted via Docker or the hosted SaaS.

W7 Watch

Open source core under Apache-2.0, self-hosted or commercial hosted tiers, account needed for hosted SaaS, over 6.8k GitHub stars.

alternatives

experiment-trackingmlops-platformpipeline-orchestrationmodel-servingdata-management

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