Best 15 Data Quality Tools for ClickHouse (2026)

    Discover the 15 best open-source and managed data quality tools for ClickHouse: 13 that connect to ClickHouse and run checks on its data, and 2 that work from its metadata without reading table data. 6 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 that connects to ClickHouse with a user that can read system tables and target schemas, over HTTPS if needed, for metadata, profiling, data quality, and lineage.

    My Opinion

    Best for teams that want profiling, data quality tests, and lineage in one catalog on ClickHouse with an open-source core (OpenMetadata).

    OpenMetadata

    Open-source context platform that connects to ClickHouse with a user that can read system tables and target schemas, over HTTPS if needed, for metadata, profiling, data quality, and lineage.

    My Opinion

    Best for teams that want profiling, data quality tests, and lineage in one catalog on ClickHouse with Collate as the managed option.

    Monte Carlo

    Data + AI observability platform that connects to ClickHouse with a read-only user, reading system.tables, system.parts, and system.query_log, and runs freshness, volume, schema, and SQL monitors.

    My Opinion

    Best for teams that want ML monitors and lineage on ClickHouse with incident management at enterprise scale.

    Acceldata

    Autonomous data and AI platform that connects to ClickHouse over JDBC with a user or secret manager, crawls selected databases on a schedule, and applies observability policies.

    My Opinion

    Best for teams that want profiling and quality policies on ClickHouse with pushdown or Spark engines.

    DQOps

    Open-source data quality operations center that connects to ClickHouse with a user and optional JDBC properties, imports tables, and runs profiling and monitoring checks; the drivers are not in the open-source version.

    My Opinion

    Best for teams that want free, self-hosted profiling and monitoring checks on ClickHouse with an open-source core.

    Soda Cloud

    AI-native data quality platform built on data contracts that connects to ClickHouse through the soda-mysql package over the MySQL wire protocol and runs quality scans.

    My Opinion

    Best for teams that want data quality checks and contracts as code on ClickHouse with YAML in Git and CI/CD.

    Soda Core

    Open-source data contracts engine that connects to ClickHouse through the soda-mysql package over the MySQL wire protocol and runs quality scans.

    OSStestingcontractspython-native
    My Opinion

    Best for teams that want data quality checks and contracts as code on ClickHouse with YAML in Git and CI/CD.

    Metaplane by Datadog

    Data observability platform by Datadog that connects to ClickHouse with a user granted SELECT on system tables and the chosen databases, over HTTP or HTTPS, to monitor them.

    My Opinion

    Best for teams that want monitors set up in minutes on ClickHouse with Datadog alongside.

    Validio

    Agentic data quality and observability platform that connects to ClickHouse over the native, HTTP, or HTTPS protocol, runs validators on tables or custom SQL, and reads query_log for lineage.

    My Opinion

    Best for teams that want validators with segmentation on ClickHouse with scheduled polling.

    Coalesce Quality

    Data quality product by Coalesce, built on SYNQ, that connects to ClickHouse over TLS as a dedicated user, reading system tables across replicas, with query_log collection opt-in.

    My Opinion

    Best for teams that want low-cost metadata monitors on ClickHouse with ownership and incidents.

    Data Contract CLI

    Open-source command-line tool for ODCS data contracts that tests ClickHouse tables with a username and password, taking host and database from the contract's servers block.

    OSStestingcontractspython-native
    My Opinion

    Best for teams that want ClickHouse data tested against vendor-neutral ODCS data contracts in CI/CD with one command.

    Elementary Cloud

    Managed data and AI control plane by Boomi that connects to ClickHouse with a user that reads the Elementary schema created by dbt plus table metadata and query history, without read access to your tables.

    My Opinion

    Best for dbt teams that want monitoring from metadata and dbt results, without read access to tables.

    Elementary OSS

    Open-source dbt package by Boomi that connects to ClickHouse with a user that reads the Elementary schema created by dbt plus table metadata and query history, without read access to your tables.

    My Opinion

    Best for dbt teams that want monitoring from metadata and dbt results, without read access to tables.

    Great Expectations

    Open-source Python data quality framework, stewarded by Fivetran, with 50+ declarative expectations to validate files, SQL databases, warehouses, and DataFrames.

    OSStestingpython-native
    My Opinion

    Best for Python data engineers who want a free, code-first testing library and don't need a managed UI, since GX Cloud is no longer available.

    SelectZero

    Self-hosted data observability platform with value-level data validation, column-level lineage, a data catalog, and a business glossary.

    My Opinion

    Best for enterprises that cannot let data leave their environment and want one self-hosted tool, deployed with Docker.

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    By Ari Bajo - Data Engineer turned Writer.

    Frequently Asked Questions

    Which data quality tools run checks directly on ClickHouse?
    13 of the 15 tools on this page connect to ClickHouse and run checks, monitors, or profiling on the data itself: Collate, OpenMetadata, Monte Carlo, Acceldata, DQOps, Soda Cloud, Soda Core, Metaplane by Datadog, Validio, Coalesce Quality, Data Contract CLI, Great Expectations, and SelectZero. The others work from ClickHouse metadata, runs, or lineage. Each card links to the tool's ClickHouse integration docs. Read more on my data quality tool market guide.
    Which open-source data quality tools work with ClickHouse?
    OpenMetadata, DQOps, Soda Core, Data Contract CLI, Elementary OSS, and Great Expectations are open source and work with ClickHouse. More open-source options, including data testing libraries, are on the open-source data quality tools list.
    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.