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Unified Data Stack on Snowflake\n:toc:\n:toc-placement!:\n\n*Author*: Chinmayee Lakkad\n*Email*: link:mailto:chinmayee.lakkad@snowflake.com[chinmayee.lakkad@snowflake.com]\n*Release Date*: March 2026\n*Version*: 2.1.0\n\ntoc::[]\n\n== Overview\n\nThis project is a comprehensive example of building an end-to-end pipeline on Snowflake to ingest data through OpenFlow, transform it using dbt Projects for Standard models, Semantic Views, Cortex Search, and Cortex Agents for AI-powered automation, batch analytics, and conversational AI through Snowflake Intelligence.\n\n[IMPORTANT]\n*To demonstrate this stack, the project uses incident management as an illustrative subset of the real-world business process only to show the art of possible with this modern design pattern on Snowflake that can be applied for any industry or business process.*\n\n=== Key Features\n\n. *Open new data frontiers* to ingest from using OpenFlow connectors\n\n. *Standardize data models* using SQL and well-established engineering tools like dbt core\n\n. *Interleave AISQL* within dbt models for dynamic reasoning and decision-making\n+\n* This includes using AISQL to process unstructured text and images for classification and enrichment\n* Or, unstructured documents (PDFs, PPTs, TXTs, etc.) for search and retrieval, and question extraction\n\n. *Deploy Cortex services*, such as Cortex Search and Cortex Agents, from within the same dbt Project\n\n. *Unlock conversational AI* through Snowflake Intelligence for decision-making through all data within a business process\n\nimage::ascii-docs/architecture.png[width=75%]\n\n== Getting Started\n\n[cols=\"1,2\"]\n|===\n|Document |Description\n\n|link:ascii-docs/ARCHITECTURE.adoc[*Architecture*]\n|Technical architecture, data models, and project structure\n\n|link:ascii-docs/SETUP.adoc[*Setup Guide*]\n|Complete installation and configuration instructions\n\n|link:ascii-docs/DEMOS.adoc[*Demo Vignettes*]\n|Hands-on examples and usage scenarios\n\n|===\n\n\n== Resources\n\nimage:https://img.shields.io/badge/Snowflake-Intelligence-29B5E8?logo=snowflake[link=\"https://docs.snowflake.com/en/user-guide/snowflake-cortex/snowflake-intelligence\"]\nimage:https://img.shields.io/badge/Cortex-Agents-29B5E8?logo=snowflake[link=\"https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents\"]\nimage:https://img.shields.io/badge/dbt-Projects-29B5E8?logo=snowflake[link=\"https://docs.snowflake.com/en/user-guide/data-engineering/dbt-projects-on-snowflake-understanding-dbt-project-objects\"]\nimage:https://img.shields.io/badge/Snowflake-OpenFlow-29B5E8?logo=snowflake[link=\"https://docs.snowflake.com/en/user-guide/data-integration/openflow/about\"]\nimage:https://img.shields.io/badge/Streamlit-Dashboard-29B5E8?logo=streamlit[link=\"https://streamlit.io/\"]\nimage:https://img.shields.io/badge/OpenFlow-Slack-29B5E8?logo=snowflake[link=\"https://docs.snowflake.com/en/user-guide/data-integration/openflow/connectors/slack/about\"]\n\n\n== Contributing\n\nWe welcome contributions! Here's how you can help:\n\n* *Report bugs* via link:https://github.com/Snowflake-Labs/unified-data-stack-for-incident-management/issues[GitHub Issues]\n* *Suggest features* or improvements\n* *Submit Pull Requests* with enhancements\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsnowflake-labs%2Funified-data-stack-for-incident-management","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsnowflake-labs%2Funified-data-stack-for-incident-management","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsnowflake-labs%2Funified-data-stack-for-incident-management/lists"}