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Unstructured x Snowflake

Unstructured x Snowflake

Snowflake excels at structured data, but 80% of enterprise knowledge remains trapped in unstructured files—out of reach for your data teams and AI efforts.

Unstructured closes this gap by transforming these raw assets into analytics- and GenAI-ready formats, ready for use with Snowflake-native tools such as Cortex Agents, Cortex Analyst, Cortex Search, Cortex LLM functions, and Streamlit in Snowflake apps.

Snowflake excels at structured data, but 80% of enterprise knowledge remains trapped in unstructured files—out of reach for your data teams and AI efforts.

Unstructured closes this gap by transforming these raw assets into analytics- and GenAI-ready formats, ready for use with Snowflake-native tools such as Cortex Agents, Cortex Analyst, Cortex Search, Cortex LLM functions, and Streamlit in Snowflake apps.

Unlock 80% of Your Enterprise Data

Most enterprise knowledge is trapped in unstructured formats, like PDFs, docs, images, and more. Unstructured replaces brittle, manual pipelines with a scalable, Snowflake-native solution, turning unstructured files into fuel for GenAI, search, and analytics.

Challenge

Unstructured
Platform

Unstructured Solution

Unstructured
Solution

Outcome

Business
Impact

Limited access to document data

Process 45+ file types incl. PDFs, images, and Office

Expand usable data by 70–80%

Manual document workflows

Automated scalable ingestion & transformation

Cut workflow effort and latency

Poor LLM inputs

Semantic chunking, enrichment, auto-embedding

Increase RAG retrieval accuracy

GenAI pipeline complexity

Full E2E pipeline → Snowflake tables for Cortex & Streamlit support

Reduce GenAI implementation time

Unlock 80% of Your Enterprise Data

Most enterprise knowledge is trapped in unstructured formats, like PDFs, docs, images, and more. Unstructured replaces brittle, manual pipelines with a scalable, Snowflake-native solution, turning unstructured files into fuel for GenAI, search, and analytics.

Challenge

Unstructured Solution

Outcome

Limited access to document data

Process 45+ file types incl. PDFs, images, and Office

Expand usable data by 70–80%

Manual document workflows

Automated scalable ingestion & transformation

Cut workflow effort and latency

Poor LLM inputs

Semantic chunking, enrichment, auto-embedding

Increase RAG retrieval accuracy

GenAI pipeline complexity

Full E2E pipeline → Snowflake tables for Cortex & Streamlit support

Reduce GenAI implementation time

Bring Unstructured Data into Snowflake

Product-by-Product Integration:

Snowflake Product

Unstructured
Platform

What Unstructured Adds

What Unstructured Adds

Tables

Makes unstructured content more easily queryable with Snowflake SQL.

Cortex Analyst

Rich metadata generation for more robust semantic modeling.

Cortex Search

Support for a wide variety of vector embedding models provided by Snowflake and Unstructured for more accurate and relevant search results.

Cortex LLM functions

Rich metadata generation, vector embedding, chunking, and text enrichments for more robust sentiment analysis, text classification, text summarization and translation, and LLM fine-tuning.

Cortex PARSE_DOCUMENT function

60+ file types; richer JSON schema output along with metadata, vector embedding, chunking, and text enrichments in a single call; enhanced OCR for more accurate image and PDF extraction; and vision language models (VLMs) for higher-quality text and image extraction along with support for handwriting recognition, complex table layouts, and degraded image captures.

Streamlit in Snowflake

Rich metadata generation and text enrichments for more useful and insightful UI-based apps that interact visually with your data.   

Bring Unstructured Data into Snowflake

Product-by-Product Integration:

Snowflake Product

What Unstructured Adds

Tables

Makes unstructured content more easily queryable with Snowflake SQL.

Cortex Analyst

Rich metadata generation for more robust semantic modeling.

Cortex Search

Support for a wide variety of vector embedding models provided by Snowflake and Unstructured for more accurate and relevant search results.

Cortex LLM functions

Rich metadata generation, vector embedding, chunking, and text enrichments for more robust sentiment analysis, text classification, text summarization and translation, and LLM fine-tuning.

Cortex PARSE_DOCUMENT function

60+ file types; richer JSON schema output along with metadata, vector embedding, chunking, and text enrichments in a single call; enhanced OCR for more accurate image and PDF extraction; and vision language models (VLMs) for higher-quality text and image extraction along with support for handwriting recognition, complex table layouts, and degraded image captures.

Streamlit in Snowflake

Rich metadata generation and text enrichments for more useful and insightful UI-based apps that interact visually with your data.   

Key Features

Key Features

Unified output using a standard JSON schema

Built-in orchestration with update logic to reprocess only changed docs

Named Entity Recognition, image captioning, table enrichment

Live sync support from third-party sources to Snowflake tables

Support for OCR, VLMs, rule-based parsing

Secure by design: SOC2 Type 2, HIPAA, RBAC, zero data persistence

Use Cases

Use Cases

RAG Pipelines

RAG Pipelines

RAG Pipelines

Feed high-quality, semantically chunked documents into your GenAI models—prepared by Unstructured, stored and retrieved entirely inside Cortex Search.

Feed high-quality, semantically chunked documents into your GenAI models—prepared by Unstructured, stored and retrieved entirely inside Cortex Search.

Feed high-quality, semantically chunked documents into your GenAI models—prepared by Unstructured, stored and retrieved entirely inside Cortex Search.

Enterprise Search

Enterprise Search

Enterprise Search

Convert legacy files into structured, indexed formats. Enable semantic and keyword search across all your documents.

Convert legacy files into structured, indexed formats. Enable semantic and keyword search across all your documents.

Convert legacy files into structured, indexed formats. Enable semantic and keyword search across all your documents.

LLM Fine-Tuning & Evaluation

LLM Fine-Tuning & Evaluation

LLM Fine-Tuning & Evaluation

Create training and eval datasets from raw enterprise documents. Extract content, and metadata, write to Snowflake.

Create training and eval datasets from raw enterprise documents. Extract content, and metadata, write to Snowflake.

Create training and eval datasets from raw enterprise documents. Extract content, and metadata, write to Snowflake.

AI Agent Workflows

AI Agent Workflows

AI Agent Workflows

Give agents access to structured knowledge pulled from slide decks, contracts, policies, etc.—all versioned and stored in Snowflake.

Give agents access to structured knowledge pulled from slide decks, contracts, policies, etc.—all versioned and stored in Snowflake.

Give agents access to structured knowledge pulled from slide decks, contracts, policies, etc.—all versioned and stored in Snowflake.

Relevant Blogs

Relevant Blogs

Apr 22, 2025

Getting Started with Unstructured and Snowflake

Ajay Krishnan

LLM

Apr 22, 2025

Getting Started with Unstructured and Snowflake

Ajay Krishnan

LLM

Apr 22, 2025

Getting Started with Unstructured and Snowflake

Ajay Krishnan

LLM

Feb 25, 2025

Powering Enterprise RAG: Unstructured’s New Snowflake Integration

Unstructured

Unstructured

Feb 25, 2025

Powering Enterprise RAG: Unstructured’s New Snowflake Integration

Unstructured

Unstructured

Feb 25, 2025

Powering Enterprise RAG: Unstructured’s New Snowflake Integration

Unstructured

Unstructured

Getting Started

Ready to get started?

Ready to get started?

Transform your Databricks data lake into an AI powerhouse with Unstructured's enterprise-grade document processing platform.


Our seamless integration ensures your unstructured data is processed, chunked, and embedded properly for maximum performance in your RAG applications.

A no-code, fully automated ETL solution to support your business and LLM needs.


Sign up to join the Platform beta.

A no-code, fully automated ETL solution to support your business and LLM needs.


Sign up to join the Platform beta.

Unstructured

ETL for LLMs

GDPR

Visit Unstructured’s Trust Portal to learn more.

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Copyright © 2025 Unstructured

Unstructured

ETL for LLMs

GDPR

Visit Unstructured’s Trust Portal to learn more.

Join our newsletter

Copyright © 2025 Unstructured

Unstructured

ETL for LLMs

GDPR

Visit Unstructured’s Trust Portal to learn more.

Join our newsletter

Copyright © 2025 Unstructured