Tools for Data

    My Data Contracts Tools List

    Discover the best 6 data contracts tools. The most comprehensive, actionable, and up-to-date list you'll find. Trust me.

    By Ari Bajo - Data Engineer turned Writer.

    Updated on April 29, 2026

    Soda Core

    Open-source Python library and CLI to write and run data contracts in YAML using SodaCL with integrations for data warehouses, databases and query engines.

    OSSdata testingdata contractspython
    My Opinion

    Best for data engineering teams looking for a YAML-based OSS data testing library that embeds directly in pipelines and CI/CD workflows.

    DocsGitHub

    Soda Cloud

    Managed data quality platform with built-in metrics to write data contracts (using YAML, UI, or AI), anomaly detection and AI agents to clean data.

    data testingdata contractsdata profilingdata observability
    My Opinion

    Best for data teams looking to embed data contracts within data pipeline steps, collaborate with business users to fix bad data, and integrate with data catalogs.

    WebsiteDocsPricing

    Foundational

    Data management platform with source code analysis, data impact reports, column-level data lineage to BI, and data contracts.

    data contractsdata lineage
    My Opinion

    Best for data teams looking to prevent data quality incidents with data impact reports integrated within their development lifecycle through Git and PRs.

    WebsiteDocs

    Gable

    Shift left data platform with data contracts, static code analysis, and CI/CD integrations pivoting to data compliance.

    data contracts
    My Opinion

    Best for regulated industries that want to audit sensitive data flows and prevent bad data in tables, files and streams.

    WebsiteDocs

    Entropy Data

    Data product platform to build data marketplaces with data contracts based on the Open Data Contract Standard (ODCS).

    data contracts
    My Opinion

    Best for organizations looking to build a data product marketplace with data policy checks.

    WebsiteDocsPricing

    Collate

    Managed enterprise data platform built on OpenMetadata with data discovery, observability metrics, column-level lineage, and governance workflows.

    data testingdata contractsdata profilingdata observabilitydata lineagedata catalog
    My Opinion

    Best for data teams looking for a fully managed enterprise version of OpenMetadata with dedicated support, security features, and advanced governance worflows.

    WebsiteDocsPricing

    Frequently Asked Questions

    What is a data contracts tool?
    A data contracts tool formalizes expectations between data producers and consumers — covering schemas, validation rules, data ownership, SLAs, and data policies. Data contracts are a generalization of data tests: instead of only validating data at rest, they define the agreement around a data asset before data is produced or consumed. Most tools support YAML-based contract definitions and integrate with CI/CD pipelines to prevent invalid data from being materialized. Read more on my data quality tool market guide.
    Why create yet another tools list?
    I found no comprehensive, actionable, and up-to-date list of data quality tools. The MAD Landscape misclassifies 3 out of 19 data quality and observability tools. The Gartner Magic Quadrant for augmented data quality solutions lists 13 tools, half of which are enterprise data platforms, and I need to enter my professional email on a featured tool's website to get access to a reprint. Other lists by vendors contain a random sample of less than 10 tools, are written by AI, are highly biased, or are never updated.
    How can I edit this tools list?
    If you think a tool belongs here or you want to suggest an edit, I would love to hear from you. You can fill up the feedback form or DM on LinkedIn.