Platform-Native Data Quality Tools
Data quality features built into your data platform or transformation tool, with data tests and data monitors that run where your data already lives.
AWS Glue Data Quality
Managed AWS data quality service that evaluates DQDL rulesets on Glue Data Catalog tables and Athena views, with rule recommendations and evaluation runs on Athena views.
Best for AWS teams that want rule-based checks on Athena without adding a vendor.
Unified Data Quality Tools
Tools combining data quality, data observability, data lineage, and a data catalog in one product.
Collate
Managed agentic data platform built on OpenMetadata that connects to Athena over JDBC with access keys or an assumed role, reading Glue catalog metadata and running profiler workflows.
Best for teams that want profiling, data quality tests, and lineage in one catalog on Athena with an open-source core (OpenMetadata).
OpenMetadata
Open-source context platform that connects to Athena over JDBC with access keys or an assumed role, reading Glue catalog metadata and running profiler workflows.
Best for teams that want profiling, data quality tests, and lineage in one catalog on Athena with Collate as the managed option.
Ataccama ONE
Agentic data trust platform that connects to Athena over JDBC with IAM access keys or its engine's instance profile, then browses, profiles, and documents Athena tables.
Best for teams that want profiling and data quality rules on Athena with governance and MDM in the same platform.
Bigeye
Enterprise AI trust platform that connects to Athena with an IAM user key, a read-only S3 policy, and an S3 staging directory, then profiles tables and deploys metrics.
Best for teams that want automatic metrics and thresholds on Athena with monitoring next to their other warehouses.
Sifflet
Data and AI observability control plane that assumes an AWS IAM role through a trust policy and runs metadata, preview, and monitor queries in an Athena workgroup.
Best for teams that want monitors with business context on Athena with lineage shared with business users.
Decube
Data observability, quality, and lineage platform that uses AWS Glue for metadata and lineage and, with Athena enabled, runs profiling, previews, and data quality monitors through an IAM role or access key.
Best for teams that want profiling and data quality monitors on Athena with a catalog in the same tool.
Elementary Cloud
Managed data and AI control plane by Boomi that reads the Elementary schema and Glue metadata through an AWS role or access keys, without read access to your tables.
Best for dbt teams that want monitoring from metadata and dbt results, without read access to tables.
Data Observability Tools
Tools focusing on detecting data quality issues with data monitors and anomaly detection.
Monte Carlo
Data + AI observability platform that assumes an IAM role with an external ID to read Glue metadata and Athena query logs, running data health queries in a dedicated workgroup.
Best for teams that want ML monitors and lineage on Athena with incident management at enterprise scale.
Acceldata
Autonomous data and AI platform that connects to Athena with an instance profile, access keys, or IRSA, and profiles tables and runs quality policies on Spark or pushdown engines.
Best for teams that want profiling and quality policies on Athena with pushdown or Spark engines.
DQOps
Open-source data quality operations center that connects to Athena through its Trino driver in Athena mode with IAM access keys or default credentials, and runs profiling and monitoring checks.
Best for teams that want free, self-hosted profiling and monitoring checks on Athena with an open-source core.
Validio
Agentic data quality and observability platform that connects to Athena with an IAM access key and a query result location, and validators check source tables on a polling schedule.
Best for teams that want validators with segmentation on Athena with scheduled polling.
Lightup
Enterprise data observability platform that connects to Athena with an access key, an S3 staging directory, and an optional workgroup, scanning tables and views on a schedule.
Best for teams that want scheduled data quality scans on Athena with enterprise deployment options.
Telmai
AI-based data observability platform that connects to Athena with an AWS access key, region, and S3 staging directory, and builds monitored assets from tables or custom SQL.
Best for teams that want anomaly and drift detection on Athena with processing outside the warehouse.
Elementary OSS
Open-source dbt package by Boomi that reads the Elementary schema and Glue metadata through an AWS role or access keys, without read access to your tables.
Best for dbt teams that want monitoring from metadata and dbt results, without read access to tables.
Anomalo
Autonomous data quality monitoring platform where AI agents monitor, investigate, and report issues across structured and unstructured data.
Best for enterprises that want ML-based monitoring with little rule-writing, including quality checks on unstructured data such as documents.
Qualytics
Data quality control layer that validates data where it's used, with checks auto-generated from profiling, anomaly detection, and quality context for AI agents.
Best for enterprises in regulated industries that need high test coverage without hand-writing rules, and on-premise deployment via Kubernetes.
FirstEigen DataBuck
Zero-code data quality software where AI agents auto-discover rules, validate and reconcile data, and score data trust across sources.
Best for enterprises in regulated industries that need automated data reconciliations and validations across legacy and cloud sources.
Shift-Left Data Quality Tools
Tools focusing on preventing data quality issues with data contracts, data-diff, and CI/CD.
Soda Cloud
AI-native data quality platform built on data contracts that connects to Athena with access keys, an optional role ARN or profile, and an S3 staging directory, then runs quality scans on the configured schema.
Best for teams that want data quality checks and contracts as code on Athena with YAML in Git and CI/CD.
Soda Core
Open-source data contracts engine that connects to Athena with access keys, an optional role ARN or profile, and an S3 staging directory, then runs quality scans on the configured schema.
Best for teams that want data quality checks and contracts as code on Athena with YAML in Git and CI/CD.
Datafold
AI-powered data engineering platform that connects to Athena with an AWS access key and writes temporary tables to a datafold_tmp database so data diffs run inside Athena.
Best for teams that want row-level data diffs on Athena with migration and pull request checks.
Data Contract CLI
Open-source command-line tool for ODCS data contracts that tests Athena tables over S3 data, with catalog, schema, staging directory, and workgroup from the contract or environment variables.
Best for teams that want Amazon Athena data tested against vendor-neutral ODCS data contracts in CI/CD with one command.
Data Testing Tools
Tools focusing on code-based data quality tests and data profiling for SQL tables, files, and DataFrames.
dbt tests
Data tests built into open-source dbt Core that run as SQL in Amazon Athena through the dbt-athena adapter: generic tests such as unique and not_null, custom SQL tests, and unit tests.
Best for teams that transform Amazon Athena data with dbt and want free tests next to their models, run in the same CI/CD.
Great Expectations
Open-source Python data quality framework, stewarded by Fivetran, with 50+ declarative expectations to validate files, SQL databases, warehouses, and DataFrames.
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.
Related integrations
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