Best 6 Data Quality Tools for Airbyte (2026)

    Discover the 6 best open-source and managed data quality tools for Airbyte: 6 that read Airbyte runs, tests, or lineage. 2 of them are open source.

    By Ari Bajo - Data Engineer turned Writer.

    Updated on November 5, 2026

    Tools list

    Collate

    Managed agentic data platform built on OpenMetadata, with AI agents, data quality tests, observability metrics, column-level lineage, and governance workflows.

    My Opinion

    Best for data teams that want OpenMetadata fully managed, with enterprise support, security features, and advanced governance workflows.

    OpenMetadata

    Open-source context platform that unifies metadata for humans and AI agents, with data discovery, data quality tests, column-level lineage, and governance.

    My Opinion

    Best for data teams that want one self-hosted, open-source platform for discovery, data quality, and governance with a wide range of integrations.

    Elementary Cloud

    Data & AI control plane by Boomi with anomaly detection monitors, column-level lineage, incident management, a data catalog, and AI agents.

    My Opinion

    Best for dbt-centric analytics teams that want managed monitoring, lineage, and AI agents for triage on top of their dbt tests.

    Elementary OSS

    Open-source dbt package by Boomi that adds anomaly detection tests and a CLI-generated data observability report to dbt projects.

    My Opinion

    Best for dbt teams that want free anomaly detection tests inside their existing dbt project, without a cloud account.

    Bigeye

    Enterprise AI trust platform built on data observability, with anomaly detection, end-to-end lineage, and governance of the data AI agents use.

    My Opinion

    Best for large enterprises with modern and legacy data sources that also need to govern which data their AI agents access.

    Metaplane by Datadog

    End-to-end data observability platform by Datadog that catches silent data quality issues with ML monitors and column-level lineage to BI dashboards.

    My Opinion

    Best for modern data stack teams that want monitors running in minutes from the UI, especially if they already use Datadog.

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    By Ari Bajo - Data Engineer turned Writer.

    Frequently Asked Questions

    Which data quality tools work with Airbyte?
    Collate, OpenMetadata, Elementary Cloud, Elementary OSS, Bigeye, and Metaplane by Datadog work with Airbyte. Read more on my data quality tool market guide.
    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 out the feedback form or DM on LinkedIn.