The 11 cheapest ai & machine learning · infrastructure

The cheapest provider in the Top 11 Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026 is ClearML, followed by ZenML.

Why this answer

Sorted by published starting price, lowest first. We use each provider's lowest documented price band; where pricing is undisclosed, the entry falls to the bottom of the list.

Showing the top 11 of 11+ screened. Methodology at /methodology.

  1. #1ClearML(rank #9 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

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    Best open-source stack you can fully self-host.

    Full ClearML review · Compare: ClearML vs ZenML · Alternatives

  2. #2ZenML(rank #11 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

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    Best neutral layer to unify tools you already run.

    Full ZenML review · Alternatives

  3. #3Databricks (Mosaic AI)(rank #1 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

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    Best unified data-and-ML platform on the lakehouse.

    Full Databricks (Mosaic AI) review · Alternatives

  4. #4Amazon SageMaker(rank #2 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

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    Best managed lifecycle for teams already on AWS.

    Full Amazon SageMaker review · Alternatives

  5. #5Google Vertex AI(rank #3 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

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    Best MLOps-plus-foundation-model stack on Google Cloud.

    Full Google Vertex AI review · Alternatives

  6. #6Azure Machine Learning(rank #4 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

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    Best MLOps for Microsoft-governed enterprises.

    Full Azure Machine Learning review · Alternatives

  7. #7Weights & Biases(rank #5 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

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    Deepest experiment tracking and evaluation of the field.

    Full Weights & Biases review · Alternatives

  8. #8Dataiku(rank #6 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

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    Best code-plus-no-code platform for mixed teams.

    Full Dataiku review · Alternatives

  9. #9DataRobot(rank #7 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

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    Best AutoML-first platform with production governance.

    Full DataRobot review · Alternatives

  10. #10Domino Data Lab(rank #8 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

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    Best governed platform for large regulated R&D teams.

    Full Domino Data Lab review · Alternatives

  11. #11Comet(rank #10 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

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    Best tracking plus native LLM and prompt evaluation.

    Full Comet review · Alternatives

Methodology: /methodology · No paid placement ever · Verified .