Cleanlab's open-source library is the standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

Scalable and efficient data transformation framework - backwards compatible with dbt.

Meltano: the declarative code-first data integration engine that powers your wildest data and ML-powered product ideas. Say goodbye to writing, maintaining, and scaling your own API integrations.

Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.

Titan Core - Snowflake infrastructure-as-code. Provision environments, automate deploys, CI/CD. Manage RBAC, users, roles, and data access. Declarative Python Resource API. Change Management tool for the Snowflake data warehouse.

One framework to develop, deploy and operate data workflows with Python and SQL.

The data-validation toolkit for enhanced dbt (data build tool) PR review

End-to-end AI agents for big data

😎 A curated list of awesome DataOps tools

Resources for video demonstrations and blog posts related to DataOps on AWS

Open Source Data Quality Monitoring.

Unified storage framework for the entire machine learning lifecycle

Installer for DataKitchen's Open Source Data Observability Products. Data breaks. Servers break. Your toolchain breaks. Ensure your team is the first to know and the first to solve with visibility across and down your data estate. Save time with simple, fast data quality test generation and execution. Trust your data, tools, and systems end to end.

Perform transformations on your data with natural language using LLMs

Interactive computing for complex data processing, modeling and analysis in Python 3

End-to-end DataOps platform deployed by Terraform.

DataOps framework for Machine Learning projects.

DataOps Data Quality TestGen is part of DataKitchen's Open Source Data Observability. DataOps TestGen delivers simple, fast data quality test generation and execution by data profiling,  new dataset hygiene review, AI generation of data quality validation tests, ongoing testing of data refreshes, & continuous anomaly monitoring

Build DataOps platform with Apache Airflow and dbt on AWS

Run LLM-related tools in containers.