Monte Carlo
Data + AI observability platform that monitors data pipelines and AI agents in production, with column-level lineage and AI troubleshooting agents.
Best for large data teams ready to invest in a mature, widely adopted platform that monitors both their data and their AI agents.
Elementary Cloud
Data & AI control plane by Boomi with anomaly detection monitors, column-level lineage, incident management, a data catalog, and AI agents.
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.
Best for dbt teams that want free anomaly detection tests inside their existing dbt project, without a cloud account.
Soda Cloud
AI-native data quality platform with data contracts written in YAML, UI, or AI, anomaly detection, and AI agents that explain and fix data issues.
Best for data teams that want engineers and business users to agree on data contracts in one place and resolve bad data together.
Soda Core
Open-source data contracts engine (Soda 4) to write data quality checks and contracts in YAML and run them in pipelines and CI/CD.
Best for data engineers who prefer YAML over Python for checks and want them running free inside pipelines and CI/CD.
Coalesce Quality
Data quality product by Coalesce, built on SYNQ, with UI-based monitors, column-level lineage, and incident workflows next to your transformations.
Best for Coalesce users that want data transformation, a data catalog, and data quality in one product.
Related integrations
- Data quality tools for Databricks SQL (34)
- Data quality tools for Snowflake (34)
- Data quality tools for Google BigQuery (33)
- Data quality tools for Amazon Redshift (32)
- Data quality tools for Oracle DB (22)
- Data quality tools for Azure Synapse (19)
- Data quality tools for Teradata (16)
- Data quality tools for ClickHouse (15)
Join the monthly newsletter
Evaluating data tools in 2026?
I curate the most comprehensive lists of data tools, up-to-date comparison tables, and actionable market guides for data teams. More useful than a Gartner report. More reliable than asking AI. Next up: Data Governance, Data FinOps, Data Orchestration...
No spam. Unsubscribe anytime.
By Ari Bajo - Data Engineer turned Writer.