{"id":15060686,"url":"https://github.com/data-drift/data-drift","last_synced_at":"2025-10-08T07:44:26.648Z","repository":{"id":157133663,"uuid":"630813105","full_name":"data-drift/data-drift","owner":"data-drift","description":"Metrics Observability \u0026 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align=\"center\"\u003e\n  \u003ca href=\"https://www.data-drift.io\"\u003e\n    \u003cpicture\u003e\n      \u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"./datadrift-logo-light.png\" width=\"200px\"\u003e\n      \u003csource media=\"(prefers-color-scheme: light)\" srcset=\"./datadrift-logo-dark.png\" width=\"200px\"\u003e\n      \u003cimg src=\"./datadrift-logo-dark.png\" width=\"200px\" alt=\"Datadrift logo\" /\u003e\n    \u003c/picture\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://discord.gg/GNEyCsrEve\"\u003e\u003cimg src=\"https://dcbadge.vercel.app/api/server/GNEyCsrEve?style=flat-square\u0026theme=discord\" alt=\"Discord\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/data-drift/data-drift/stargazers\"\u003e\u003cimg src=\"https://img.shields.io/github/stars/data-drift/data-drift?style=flat-square\" alt=\"Github Stars\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/data-drift/data-drift/actions/workflows/datadrift-build.yml\"\u003e\u003cimg src=\"https://img.shields.io/github/actions/workflow/status/data-drift/data-drift/datadrift-build.yml?style=flat-square\" alt=\"Data-Drift Build\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://main--64be84b7fe2172aa386216b8.chromatic.com/?path=/story/drift-dualtable--simple-case\"\u003e\u003cimg src=\"https://img.shields.io/badge/storybook-visit-FF4785.svg?style=flat-square\u0026logo=storybook\" alt=\"Storybook\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://pypi.org/project/driftdb/\"\u003e\u003cimg src=\"https://img.shields.io/pypi/v/driftdb?style=flat-square\" alt=\"DataGit version\"\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n\u003ch1 align=\"center\" \u003eMetrics Observability \u0026 Troubleshooting\u003c/h1\u003e\n\n\u003cp align=\"center\"\u003eDatadrift is an open-source metric observability framework that helps data teams deliver trusted and reliable metrics.\n\u003c/p\u003e\n\n\u003ch3 align=\"center\"\u003e\n  \u003ca href=\"https://www.data-drift.io/\"\u003eWebsite\u003c/a\u003e |\n  \u003ca href=\"https://github.com/data-drift/data-drift/issues\"\u003eIssues\u003c/a\u003e |\n  \u003ca href=\"https://www.data-drift.io/blog\"\u003eBlog\u003c/a\u003e |\n  \u003ca href=\"https://pypi.org/project/driftdb/\"\u003eDoc\u003c/a\u003e |\n  \u003ca href=\"https://github.com/orgs/data-drift/projects/3\"\u003eRoadmap\u003c/a\u003e |\n  \u003ca href=\"https://discord.gg/GNEyCsrEve\"\u003eDiscord\u003c/a\u003e\n\u003c/h3\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://www.data-drift.io\"\u003e\n    \u003cimg src=\"./datadrift-overview.png\" alt=\"DataDrift \" /\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\nData monitoring tools fail by focusing on static tests (eg. null, unique, expected values) and metadata monitoring (eg. column-level).\n\u003c/br\u003e\n\nDatadrift monitors your metrics, sends alerts when anomalies are detected and automates root cause analysis.\n\u003c/br\u003e\n**Data teams detect and solve data issues faster with Datadrift's row-level monitoring \u0026 troubleshooting.**\n\n\u003c/br\u003e\n\n# 🚀 Quickstart\n\n## dbt integration\n\n```\npip install driftdb\n```\n\n[Here is a quick demo](https://app.claap.io/sammyt/drift-db-demo-a18-c-ApwBh9kt4p-07oQMdsIzt_e).\nFor a step-by-step guide on the dbt installation, see the [docs](https://pypi.org/project/driftdb/).\n\n## Python integration\n\nInstall the monitor in your pipeline.\n\n```python\n\u003e\u003e\u003e from driftdb.connectors import LocalConnector\n\u003e\u003e\u003e LocalConnector().snapshot_table(table_dataframe=dataframe, table_name=\"revenue\")\n```\n\nFor a step-by-step guide on the python installation, see the [docs](https://pypi.org/project/driftdb/).\n\n## Datadrift cloud\n\nWe are in development and we would love to do the installation with you. [Fill the form on our website](https://www.data-drift.io/) so we can do a 15min demo. If the tool solves your problem then the installation requires 30min.\n\n\u003c/br\u003e\n\n# ⚡️ Key Features\n\n## 🔮 Metrics monitoring \u0026 custom alerting\n\nGet full visibility into metrics variation and pro-actively detect data quality issues. Become aware of unknown unknowns with metric drift custom alerting.\n\n  \u003ca href=\"https://www.data-drift.io\"\u003e\n    \u003cimg src=\"./datadrift-new-drift-alert.png\" alt=\"DataDrift new drift custom alerting\" width=\"800px\"/\u003e\n  \u003c/a\u003e\n\n\u003c/br\u003e\n\n## 🧑‍🎤 Automated root cause analysis \u0026 troubleshooting\n\nOperationalize your monitoring and solve your underlying data quality issue with lineage drill-down to understand the root cause of the problem.\n\n  \u003ca href=\"https://www.data-drift.io\"\u003e\n    \u003cimg src=\"./datadrift-metric-troubleshooting.png\" alt=\"DataDrift diff compare table\" width=\"800px\"/\u003e\n  \u003c/a\u003e\n\n\u003c/br\u003e\n\n## 💎 Shared understanding of metric variation\n\nGive visibility to data analysts and data consumers with shared explanation of metric variation.\n\n  \u003ca href=\"https://www.data-drift.io\"\u003e\n    \u003cimg src=\"./datadrift-changelog-dark.png\" alt=\"DataDrift metric drift changelog\" width=\"800px\"/\u003e\n  \u003c/a\u003e\n\n\u003c/br\u003e\n\n## 🧠 And much more\n\nWe are in the early days of Datadrift. Just open a new [issue](https://github.com/data-drift/data-drift/issues) to tell us more about it and see how we could help!\n\n\u003c/br\u003e\n\n# 💚 Community\n\nWe 💚 contributions big and small. In priority order (although everything is appreciated) with the most helpful first:\n\n- [Star this repo](https://github.com/data-drift/data-drift) to help us get visibility and build awesome open-source tools\n- [Join our Discord server](https://discord.gg/X2RUXFAm) to be part of our thriving community\n- [Open an issue](https://github.com/data-drift/data-drift/issues) to share your idea or a bug you might have spotted\n- [Become a Design Partner](https://www.data-drift.io/design-partner) to co-built a product you \u0026 users love\n\n\u003c/br\u003e\n\n# 🗓 Upcoming features\n\nTrack planning on [Github Projects](https://github.com/orgs/data-drift/projects/3) and help us prioritising by upvoting or creating [issues](https://github.com/data-drift/data-drift/issues).\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdata-drift%2Fdata-drift","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdata-drift%2Fdata-drift","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdata-drift%2Fdata-drift/lists"}