Browse Tutorials

25 Minutes

Common setup for Snowflake Python APIs tutorials

This tutorial provides instructions for the common setup required for all Snowflake Python APIs tutorials.

25 Minutes

Common setup for Snowflake REST APIs tutorials

This tutorial provides instructions for the common setup required for all Snowflake REST APIs tutorials.

20 Minutes

Common Setup for Snowpark Container Services Tutorials

This tutorial provides instructions for the common setup required for all Snowpark Container Services tutorials.

30 Minutes

Create users and grant roles

In this tutorial you will learn how to create users and grant roles with SQL commands.

30 Minutes

Getting started with differential privacy

In this tutorial you will learn how to apply differential privacy to a table

45 Minutes

Getting started with hybrid tables

In this tutorial you will learn how to create and use hybrid tables.

30 Minutes

Load and query sample data using SQL

In this tutorial you will learn how to load and query Tasty Bytes sample data using SQL.

30 Minutes

Load data from cloud storage: Amazon S3

In this tutorial you will learn how to use SQL commands to load data from cloud storage.

30 Minutes

Load data from cloud storage: Google Cloud Storage

In this tutorial you will learn how to use SQL commands to load data from cloud storage.

30 Minutes

Load data from cloud storage: Microsoft Azure

In this tutorial you will learn how to use SQL commands to load data from cloud storage.

20 Minutes

Snowflake in 20 minutes

In this tutorial you will learn how to interact with Snowflake using SnowSQL.

15 Minutes

Build a simple search application with Cortex Search

This tutorial walks through a basic end-to-end setup for using Cortex Search on a dataset consisting of AirBnb listings.

30 Minutes

Create a basic Snowflake Native App

This tutorial describes how to use the Snowflake Native App Framework to create a Snowflake Native App to share data and related business logic with other Snowflake accounts.

20 Minutes

Create a database, schema, table, and warehouse

Create and manage a Snowflake database, schema, table, and warehouse using the Snowflake Python APIs.

60 Minutes

Create a Snowpark Container Services Service

Create an introductory Snowpark Container Service that echoes prompts.

25 Minutes

Create and manage databases, schemas, and tables

This tutorial provides instructions for managing databases, schemas, and tables.

15 Minutes

Build a simple chat application with Cortex Search

This tutorial walks through building a basic chatbot with Cortex Search and LLM functions on a dataset consisting of book descriptions and authors.

60 Minutes

Create a Snowpark Container Services Job Service

Create a Snowpark Container Service Job.

60 Minutes

Create an app with containers

This tutorial describes how to create a Snowflake Native App with Snowpark Container Services using the Snowflake Native App Framework and Snowpark Container Services.

25 Minutes

Create and manage tasks

This tutorial provides instructions for creating and managing tasks.

20 Minutes

Create and manage tasks and task graphs (DAGs)

Create and manage Snowflake tasks and task graphs (DAGs) using the Snowflake Python APIs.

30 Minutes

Build a PDF chatbot with Cortex Search

This tutorial walks through an end-to-end setup for creating a Chatbot using Cortex Search on a PDF dataset consisting of Federal Open Market Committee meeting minutes.

60 Minutes

Create a service and a job using the Snowflake Python APIs

Create an introductory Snowpark Container Service that echoes prompts.

30 Minutes

Create and manage Snowpark Container Services

Create and manage components in Snowpark Container Services using the Snowflake Python APIs.

60 Minutes

Upgrade an app with containers

This tutorial describes how to upgrade a Snowflake Native App with Snowpark Container Services.

60 Minutes

Service-to-Service Communications with Snowpark Container Services

Create a Snowpark Container Service that performs service-to-service communication.

60 Minutes

Create a service with a block storage volume mounted

Create a Snowpark Container Service that uses a block storage volume.

60 Minutes

Configure and test service endpoint privileges

Create a Snowpark Container Service that uses a block storage volume.

60 Minutes

Tutorial 7:Create a Snowpark Container Services service that uses caller's rights

Create a Snowpark Container Services that uses caller's rights to connect to Snowflake from inside a container.

30 Minutes

Access the public endpoint programmatically

In Tutorial 1, you learned how to access a public endpoint by using a browser. In this tutorial, you access the same endpoint programmatically. The tutorial focuses on how to obtain a JSON Web Token (JWT), a programmatic access token (PAT), and a session token for authentication, and then connect to Snowflake.

60 Minutes

|SNSDKforConn| example Java connector

In this tutorial you will learn how to build and deploy a connector using the Native Apps framework and |SNSDKforConn|.

60 Minutes

|SNSDKforConn| Java connector template

In this tutorial you will learn how to use the |SNSDKforConn| connector template to accelerate initial development of a Connector Native Application.

15 Minutes

Answer questions about time-series revenue data with Cortex Analyst

This tutorial walks through a basic end-to-end setup for using Cortex Analyst on a time-series revenue data set.

30 Minutes

Automatically classify and tag sensitive data

In this tutorial you will learn how to implement and see the results of automatic sensitive data classification.

30 Minutes

Bulk loading from a local file system using COPY

This tutorial describes how to load data from files in your local file system into a table.

30 Minutes

Bulk loading from Amazon S3 using COPY

This tutorial describes how to load data from files in an existing Amazon Simple Storage Service (Amazon S3) bucket into a table.

30 Minutes

Create and run a clean room using the clean rooms UI and a single account

This tutorial describes how to use a Snowflake Data Clean Room to collaborate within a privacy-preserving environment.

30 Minutes

Create and run a clean room using the clean rooms UI and two accounts

This tutorial describes how to use a Snowflake Data Clean Room to collaborate within a privacy-preserving environment.

20 Minutes

Create your first Apache Iceberg™ table

In this tutorial you will learn how to create, update, and query a Snowflake-managed Iceberg table.

40 Minutes

Get started with budgets

In this tutorial you will learn how to activate and set up the account budget and create a custom budget.

30 Minutes

Get started with dbt Projects on Snowflake

Create a workspace for dbt on Snowflake connected to a GitHub repository with Tasty Bytes data, create a dbt project object and set up a task to schedule regular dbt project object executions.

30 Minutes

Get started with logging and tracing

This tutorial introduces the basics of emitting, collecting, and querying log and trace data from function and procedure handler code.

40 Minutes

Get started with the MySQL and PostgreSQL connectors for Snowflake

In this tutorial you will connect to and import both MySQL and PostgreSQL data.

45 Minutes

Getting started with |declarative-app-short-plural|

This tutorial introduces Snowflake data providers to the basics of creating Snowflake |declarative-app-short-plural| using SnowCLI.

30 Minutes

Getting started with data metric functions

In this tutorial you will learn how to use a custom data metric function to measure data quality.

30 Minutes

Improve Workload Performance with the Query Acceleration Service

In this tutorial you will learn how to leverage the Query Acceleration Service (QAS) to improve your overall workload performance.

20 Minutes

JSON basics for Snowflake

In this tutorial you will learn the basics of using JSON with Snowflake.

20 Minutes

Loading and unloading Parquet data

Loading and unloading Parquet data

20 Minutes

Loading JSON data into a relational table

Loading JSON data into a relational table.

20 Minutes

Optimize dynamic table performance for SCD Type 1 workloads

In this tutorial, you'll learn how to identify and resolve performance bottlenecks in a dynamic table pipeline for Type 1 slowly changing dimension (SCD) workloads.

60 Minutes

Run a Snowflake Container Services job as a Snowflake task

Run a Snowpark Container Services job as a task.

30 Minutes

Set up bidirectional access to |iceberg-tm| tables in Databricks Unity Catalog

In this tutorial you will learn how to connect Snowflake to Databricks Unity Catalog using a catalog-linked database with vended credentials and then work with the same Unity Catalog-managed Iceberg tables from Snowflake and Databricks.

30 Minutes

Set up CI/CD integrations on |sf-dbt|

Walkthrough of setting up CI/CD integrations for dbt Projects on Snowflake.

30 Minutes

Snowflake ServiceNow® data ingestion connector installation

Step-by-step to set up a ServiceNow® connector

30 Minutes

Testing Python Snowpark

This tutorial introduces the basics of testing your Snowpark Python code.

20 Minutes

Use primary keys to optimize dynamic table pipelines

In this tutorial, you'll learn how primary keys enable efficient incremental refresh in a dynamic table pipeline when the dimension table is rewritten with INSERT OVERWRITE, and compare the results to a pipeline without primary keys.

A Comprehensive Guide: Creating GraphQL API on Top of Snowflake Using Propel

Create high-performance GraphQL APIs on Snowflake using Propel for real-time analytics, data applications, and developer access.

A Comprehensive Guide: Ingesting Data into Snowflake

Master data ingestion in Snowflake with Kafka, Snowpipe automation, and streaming for any loading scenario.

A Data Integration Guide: Load Banking Data into Snowflake with IBM DataStage

Transform and integrate enterprise data with IBM DataStage pipelines connected to Snowflake for high-volume batch processing and CDC.

A Data-Driven Methodology for Choosing a Snowflake Clustering Key

This is a hands-on guide to choosing a Snowflake clustering key

A Dataiku and Snowflake Introduction to Data Science

Build collaborative data science workflows with Dataiku and Snowflake for visual ML pipelines and team analytics.

A ETL-LLM Integration Guide: Automate and Ensure Consistent Schema Change Propagation using AI

A ETL-LLM Integration Guide: Automate and Ensure Consistent Schema Change Propagation using AI

A Faster Path to Operational AI with Continual and Snowflake

Operationalize AI faster with Continual's AutoML platform and Snowflake for automated prediction pipelines and ML deployment.

A Getting Started Guide With Snowflake Notebooks

This guide provides the instructions on how to get started with your first Snowflake Notebook.

A Guide to Kipi Marketing Mix Modelling and Analytics App

Install and explore Kipi's Marketing Mix Modeling Native App to optimize budget allocation, analyze campaigns, and improve marketing ROI in Snowflake.

A Guide to Triggering Real-Time Notifications Using Dynamic Tables and Census Live Syncs

In this guide, you will learn how to set up a live sync between Census and Snowflake to move data to your activation platforms in real time.

A Guide to Visual Data Storytelling in Snowflake Notebooks

This guide provides the instructions on how to build visualizations in Snowflake Notebook.

A Image Recognition App in Snowflake using Snowpark Python, PyTorch, Streamlit and OpenAI

This guide provides the instructions for writing image recognition applications in Snowflake using Snowpark for Python, PyTorch, Streamlit and OpenAI.

A No Code Approach to Machine Learning with Snowflake and Dataiku

Build ML models without code using Dataiku's visual interface connected to Snowflake for rapid experimentation.

A Postman Tutorial for the Snowflake SQL API

Test and explore Snowflake SQL API endpoints using Postman for REST-based query execution, automation, and integration.

Accelerate Data Product Delivery with Snowflake Cortex Code

Learn how to accelerate data product delivery from requirements to production in one sprint using Snowflake Cortex Code. Automate design, code generation, governance, and monitoring using an AI agent and a machine-readable data contract. Uses an FSI example but applicable to any industry.

Accelerate Data Transformation with the Telecom Data Cloud and Informatica

Transform telecom data with the Informatica Intelligent Cloud Services Accelerator for Snowflake: network analytics, customer insights, and 5G optimization.

Accelerate Topic Modeling with GPUs in Snowflake ML

Accelerate topic modeling with GPU acceleration. NVIDIA's cuML and cuDF libraries are now in Snowflake ML for fast text analysis, document clustering, and content classification.

Accelerate Transformations with Coalesce and Snowflake

Accelerate Transformations with Coalesce and Snowflake

Accelerate Your GraphQL Development on Snowflake with Hasura

Build GraphQL APIs on Snowflake using Hasura for instant, real-time data access with subscriptions and mutations.

Accelerating Data Teams with Snowflake and dbt platform Hands On Lab

Accelerate analytics engineering with dbt Cloud and Snowflake for modular, tested, documented, and collaborative data transformations.

Accelerating Machine Learning with Snowflake and DataRobot

Build ML models with DataRobot AutoML on Snowflake for automated feature engineering, model selection, and production deployment.

Advance Snowflake Native Code Deployment

The Solution Installation Wizard helps package code (e.g. Native Apps, Streamlit UIs, and more) securely and safely into consumers’ Snowflake environments.

Advanced Guide to Snowflake Feature Store

Implement advanced Feature Store patterns in Snowflake for online serving, feature pipelines, and ML experimentation.

Agentic AI for Asset Management using Snowflake Public Data

Cortex-powered asset management agents in Snowflake Intelligence

Agentic Audience Analytics for Media & Entertainment

Build an end-to-end Media & Entertainment subscriber analytics solution with audience segmentation, ML scoring, and Snowflake Intelligence for natural language queries

AI Powered Embedded Analytics using ThoughtSpot

Embed AI-powered analytics with ThoughtSpot and Snowflake for natural language search and self-service business intelligence.

AI Video Search with Snowflake and Twelve Labs

Build video search applications with Twelve Labs and Snowflake for multimodal content understanding and semantic retrieval.

AI-Powered Campaign Analytics with Braze and Snowflake Cortex

Analyze Braze email engagement data and product reviews with Snowflake Cortex AI for campaign optimization, personalization, and marketing insights.

AI-Powered Energy Utilities Predictive Grid Maintenance

AI-powered energy utilities predictive maintenance solution for power grid transformers built on Snowflake

AI-Powered Predictive Maintenance on Snowflake

End-to-end Predictive Maintenance Solution with Snowflake

An Introduction to Tasty Bytes

This is the Tasty Bytes Introduction and Data Foundation Quickstart guide

An Introduction to the Mendix Data Loader

Guide on how to use the Mendix Data Loader to ingest data from Mendix applications via a published OData service.

An Introduction to the Mendix REST SQL Connector

Quickstart on how to use the Mendix REST SQL Connector to integrate Snowflake data into a Mendix application using REST-based SQL execution.

Analyze Data with Python using Posit Workbench and Snowflake

Analyze Snowflake data using Python in Posit Workbench for collaborative data science, ML development, and visualization.

Analyze Data with Python using the Posit Team Native App and Snowflake

Analyze Snowflake data using Python with the Posit Team Native App for collaborative data science, ML development, and visualization.

Analyze Data with R using Posit Workbench and Snowflake

Analyze Snowflake data using R in Posit Workbench for statistical computing, predictive modeling, and data visualization.

Analyze Query Performance in Snowflake Notebooks

Generate automated query performance insights in Snowflake for proactive optimization, troubleshooting, and efficiency improvements.

Analyzing Customer Reviews With Hex and Snowflake Cortex

Analyze customer reviews with Hex notebooks and Snowflake Cortex for feedback insights using sentiment analysis and topic extraction.

Analyzing Logistics Data using Snowpark Connect for Apache Spark

Analyze logistics and supply chain data with Snowpark Connect for Apache Spark™ on Snowflake for shipping and inventory insights.

Analyzing real estate properties using Streamlit

Analyze real estate property data with Streamlit dashboards on Snowflake for market insights, valuation, and investment analysis.

Apache Airflow, Snowflake 및 dbt를 사용한 데이터 엔지니어링

Orchestrate Snowflake data pipelines with Apache Airflow for scheduled workflows, dependencies, and dashboard monitoring.

Apache Airflow、Snowflake、dbtによるデータエンジニアリング

Build a one-DAG Data Pipeline with Apache Airflow and dbt transformations for data analysis with Snowpark.

Apache Iceberg and Snowflake Open Catalog: Unlock Data Lake Interoperability with Apache Polaris

Stream real-time data to Apache Iceberg™ tables with Snowpipe Streaming and Snowflake Open Catalog for governed lakehouse ingestion.

Attaining Consumer Insights with Snowflake and Microsoft Power BI

Analyze consumer data with Power BI connected to Snowflake for interactive retail and CPG analytics dashboards.

Automated Model Retraining & Deployment In Snowflake

Learn how to implement an automated model retraining and deployment pipeline in Snowflake using the Champion-Challenger strategy with Snowflake notebooks, ML Registry, DAGs, and Tasks.

Automating Data Pipelines to Drive Marketing Analytics with Snowflake & Fivetran

Automating Data Pipelines to Drive Marketing Analytics with Snowflake & Fivetran

Automating Document Processing Workflows With Document AI

Automate document processing with Snowflake Document AI for invoice extraction, form digitization, OCR, and data validation workflows.

AutoML with Snowflake and H2O Driverless AI

Build ML models with H2O AutoML on Snowflake for automated feature engineering, model selection, tuning, and production deployment.

AWS Cloudtrail Ingestion

Ingest and query AWS CloudTrail logs in Snowflake for security auditing, compliance monitoring, and operational visibility.

AWS S3 Access Logs Ingestion

This quickstart is a guide to ingesting and processing S3 Access Logs into snowflake. It provides detailed instructions for configuring an automated ingestion and processing pipeline as well as example queries for data loss prevention and incident response.

AWS S3 Data Intelligence with Cortex AI Functions and Cortex Agents

Integrate S3 files (PDF, TXT, Audio) into Snowflake via Snowpipe auto-ingest, extract structured intelligence using 11 Cortex AI functions, and build a conversational interface with Cortex Search, Cortex Analyst, Cortex Agent, and Snowflake Intelligence.

AWS VPC Flow Logs Ingestion

This tutorial is a guide for ingestion AWS VPC Flowlogs into Snowflake. It demonstrates configuration of VPC flowlogs on AWS, ingestion using an external stage with Snowpipe and sample queries for CSPM and threat detection.

Better Together: Unleash AI-Powered BI with Snowflake and Amazon Quick

This is a Quickstart for building Snowflake and Amazon Quicksight highlight Snowflake Semantic View as part of better together enablement

Bidirectional Data Pipelines with pg_lake and Snowflake - External Stage

Build bidirectional data pipelines between Snowflake Postgres (pg_lake) and Snowflake - External Stage

Bidirectional Data Pipelines with pg_lake and Snowflake - Internal Stage

Build bidirectional data pipelines between Snowflake Postgres (pg_lake) and Snowflake - Internal Stage

Boltz2 Protein Structure Prediction on Snowflake GPU Notebooks

Run Boltz2 protein structure predictions for KRAS and JAK2 cancer-related mutations on Snowflake GPU Notebooks with Streamlit visualization.

Braze Cloud Data Ingestion

Sync Snowflake customer data with Braze Cloud Data Ingestion for personalized marketing campaigns.

Build a Bioinformatics Solubility Dashboard in Snowflake

Build bioinformatics dashboards in Snowflake for genomics data analysis, variant tracking, and research visualization.

Build a Chatbot App with Streamlit and Snowflake Cortex

Build a production-ready AI chatbot with Streamlit and Snowflake Cortex, featuring chat history, streaming responses, system prompts, avatars, and error handling.

Build a CineBot with Snowflake Native Apps and Snowflake Cortex

Build a movie recommendation chatbot using Snowflake Native Apps and Snowflake Cortex AI for intelligent search and content generation.

Build a Cortex Agent from Scratch with Snowflake

Build a Cortex Agent that orchestrates across structured and unstructured data using Cortex Analyst, Cortex Search, and Snowflake Intelligence.

Build a Custom API in Java on AWS

Create custom Java REST APIs on AWS that connect to Snowflake for application integration and secure data access.

Build a Custom API in Python and Flask

Build Python REST APIs with Flask that query Snowflake for custom data application backends and integrations.

Build a Custom API in Python on AWS

Deploy Python REST APIs on AWS Lambda and Snowflake for serverless data application backends and microservices.

Build a Custom Model to Detect Anomalies on the Production Floor

Build custom anomaly detection models in Snowflake for fraud detection, quality control, and operational monitoring.

Build a Customer Review Analytics Dashboard

Process and analyze customer review data using an LLM-powered data processing workflow with Snowflake Cortex.

Build a Customer Review Analytics Dashboard with Snowflake Cortex and Streamlit

Analyze customer review data with Snowflake for sentiment analysis, feedback insights, and product improvements.

Build a Data App and run it on Snowpark Container Services

Build and deploy data applications on Snowpark Container Services for secure, scalable app hosting within your Snowflake account.

Build a Data App with Snowflake

Create data applications with Snowflake and Node.js for interactive analytics dashboards, customer portals, and embedded data products.

Build a Data Application with Hybrid Tables

Build transactional data applications using Snowflake Hybrid Tables for low-latency CRUD operations, caching, and real-time data access.

Build a Data Application with Snowflake Marketplace, Snowflake Notebooks, and Streamlit in Snowflake

Build a weather prediction app using Snowflake Marketplace data, Snowflake Notebooks for ML training, and Streamlit.

Build a Due Diligence and Investment Research Agent in Snowflake Using Tavily

Build a real-time due diligence and investment research agent in Snowflake with Tavily Web Search.

Build a Financial Services Asset Management P&L Dashboard

Build asset management real-time analytics on Snowflake for portfolio tracking, risk analysis, regulatory reporting, and investment insights.

Build a Generative BI Dashboard with Amazon QuickSight and Amazon Q

Build a Generative BI Dashboard using Amazon QuickSight and Amazon Q.

Build a Kafka-to-Snowflake Streaming Pipeline with the Java SDK

Build a production-grade Kafka-to-Snowflake streaming pipeline using the Snowpipe Streaming Java SDK, then layer on ML forecasting and natural language analytics with Cortex Analyst.

Build a Lakehouse with Apache Iceberg and Snowflake Open Catalog

Learn how to create managed Apache Iceberg tables in Snowflake and sync them with Snowflake Open Catalog to enable cross-engine analytics with this hands-on tutorial.

Build a Lakehouse with Snowflake Postgres and pg_lake

Build a zero-ETL lakehouse where Snowflake Postgres writes Iceberg to S3 via pg_lake and Snowflake reads it directly — no COPY INTO, no data duplication.

Build a Multi-Tenant AI Chat App with Snowflake Cortex REST API

Build a multi-tenant AI chat application with FastAPI, Streamlit, Key Pair JWT auth, and Snowflake Cortex REST API with real-time SSE streaming.

Build a Multi-Tool AI Agent App with Streamlit and Snowflake Cortex

Build a multi-tool Cortex Agent that orchestrates between Cortex Search and Cortex Analyst, featuring data preparation, agent creation, and a chat interface.

Build a private Custom API in Python and Flask using Ockam

Use Ockam and Python/Flask to create private Python APIs for Snowflake with VPC connectivity for secure internal application access and integrations.

Build a Pull-based Native Connector in Python

Sync GitHub issues API to Snowflake with a native Python connector for developer productivity analytics and project tracking.

Build a Query Cost Monitoring Tool with Snowflake and Streamlit

Learn how to build a Query Cost Monitoring tool using Snowflake, Streamlit, Pandas and Altair to analyze and visualize compute costs by individual queries.

Build a RAG App with Streamlit and Snowflake Cortex

Build a complete RAG pipeline with Snowflake Cortex Search, from data preparation and chunking to creating a conversational chatbot with TruLens evaluation.

Build a RAG-based Chatbot using Fivetran and Snowflake

This solution architecture helps you understand how to build a retrieval augmented generation (RAG) application in Snowflake using structured PostgreSQL data.

Build a RAG-based, GenAI chatbot using Structured Data with Snowflake and Fivetran

Build a vineyard assistant chatbot with Fivetran, Streamlit and Snowflake Cortex AI for wine industry analytics.

Build a ReactJS app with ThoughtSpot and Snowflake

Build interactive React analytics apps with ThoughtSpot and Snowflake for natural language search and embedded BI.

Build a Real-Time Fraud Detection Model with Natural Language in Snowflake ML

Learn how to build a production-ready fraud detection system with real-time inference using Cortex Code and natural language prompts in Snowflake ML

Build a Real-Time Personalization API with Snowflake

A guide to building and running a custom point-lookup API Powered by Snowflake and Python/Flask

Build a Real-Time Recommendation Engine

A guide to building and running a recommendation engine in Snowflake

Build a Retail Analytics Data Engineering Pipeline with Snowflake

Build retail analytics data engineering pipelines with Snowflake managed Iceberg tables for sales tracking, inventory management, and customer insights.

Build a Retrieval Augmented Generation (RAG) based LLM assistant using Streamlit and Snowflake Cortex Search

Build document Q&A systems with Snowflake Cortex Search for hybrid semantic and keyword retrieval from enterprise knowledge bases.

Build a Snowflake Native App to Analyze Chairlift Sensor Data

This Snowflake Native App demonstrates how a chairlift manufacturer can build a native app to provide chairlift customers with analytics on purchased chairlifts by using sensor data collected from the chairlifts owned by the customer.

Build a Snowflake Native App with Snowpark Container Services

Deploy a Snowflake Native App with Snowpark Container Services featuring Vue.js frontend, Flask backend, and nginx routing.

Build a Streaming Data Pipeline in Python

Build streaming data pipelines in Python with Rowset API, Snowflake Dynamic Tables, and Streamlit for real-time data ingestion.

Build a Unified Customer 360 Database using Amperity and Snowflake

Build unified Customer 360 profiles with Amperity and Snowflake for identity resolution and personalization at scale.

Build a Visual Concept/Idea Generator using a Text-to-Image AI Model

Generate visual ideas with Text2Image LLM models and Streamlit in Snowflake for creative content, marketing assets, and design automation.

Build a Voice Assistant App with Streamlit and Snowflake Cortex

Build a voice-enabled AI assistant using Snowflake Cortex AI_TRANSCRIBE to convert speech to text and generate intelligent responses.

Build Agent-Powered Workflows Using Cortex AI and Managed MCP Servers

building agent-powered workflows using Snowflake Cortex AI and Managed MCP Servers

Build Agentic Application with Anthropic In Snowflake

Build a Data Agent for Snowflake Intelligence using Snowflake Cortex AI for autonomous task execution and intelligent workflows.

Build Agentic Workflows with Hugging Face Smolagents in Snowflake

Build agentic workflows with Hugging Face SmolAgents in Snowflake for AI task automation and intelligent processing.

Build AI Apps with LangChain, Streamlit and Snowflake Cortex

Learn how to integrate LangChain with Streamlit and Snowflake Cortex to build composable LLM apps with prompt templates and chains.

Build AI Apps with Streamlit and Snowflake Cortex

Learn to build AI-powered Streamlit apps using Snowflake Cortex LLM functions, from basic connections to a complete LinkedIn post generator with caching and theming.

Build AI Apps with Structured Output using Pydantic, Langchain, Streamlit and Snowflake Cortex

Learn how to use Pydantic with LangChain, Streamlit and Snowflake Cortex to generate type-safe, validated structured output from LLM responses.

Build AI-Enabled Enterprise Applications That Drive Action From Your Snowflake Data With Mendix

Mendix is the low-code leader, helping organizations build better software, faster. Seamless integrations for Snowflake provide simple, direct access to your Snowflake data from within the Mendix developer experience.

Build an Ad Tag in Python on AWS

Build advertising tags with Python on AWS and Snowflake for ad tech measurement, attribution, and marketing automation.

Build an AI Assistant for FSI using AI SQL and Snowflake Intelligence

Build an AI-powered Stock Selection Agent with Snowflake AI Functions and Snowflake Intelligence for natural language banking analytics on unstructured data.

Build an AI Assistant for Telco using AI SQL and Snowflake Intelligence

Build an AI-powered Telco Operations Agent with Snowflake AI Functions and Snowflake Intelligence for natural language analytics on network performance, customer feedback, and call center data.

Build an AI-Powered Analytics App with Natural Language

Build an AI-powered analytics app using natural language prompts in Cortex Code to create Semantic Views, Cortex Analyst queries, and a Streamlit chatbot over TPC-DS retail data.

Build an AI-Powered Data Processing Pipeline with Modin and Snowflake Cortex

Learn how to process data using Modin DataFrames with Snowflake Cortex AI capabilities for text classification, translation, sentiment analysis, and more.

Build an End-to-End ML Workflow in Snowflake

Build complete ML workflows in Snowflake from data preparation through training, evaluation, deployment, monitoring, and iteration.

Build an Image Analysis App with Streamlit and Snowflake Cortex

Build an image analysis application using Snowflake Cortex AI_COMPLETE with multimodal capabilities to analyze, describe, and extract information from images.

Build an Interactive Scheduled Query Execution Report

Build an interactive report to analyze failed or long-running scheduled queries using Snowflake Notebooks with Streamlit integration.

Build an LLM Model Comparison App with Streamlit and Snowflake Cortex

Build an LLM model comparison arena to evaluate different Snowflake Cortex models side-by-side with performance metrics like latency and token count.

Build an MCP Server for Cortex Agents

This guide outlines the process for building an MCP Server for Cortex Agents.

Build and Deploy an Interactive Shiny Dashboard with the Posit Team Native App and Snowflake Cortex AI

Build and deploy an interactive Shiny dashboard using the Posit Team Native App and Snowflake Cortex AI for exploratory data analysis

Build and deploy Snowpark ML models using Streamlit and Notebooks in Snowflake

Build and deploy Snowpark ML models with Streamlit apps using Snowflake Notebooks for end-to-end ML development.

Build and Evaluate Multi-Agent Systems with Snowflake and LangGraph

Build and evaluate a multi-agent supervisor system using LangGraph and Snowflake Cortex Agents

Build and Evaluate RAG with LangChain and Snowflake

Build and evaluate RAG applications with LangChain and Snowflake for document Q&A, knowledge retrieval, and chatbot development.

Build and Secure Multi-Tenant Data Applications with Snowflake and Sigma

Snowflake Summit 2023 HoL with Sigma

Build Business-Ready Queries with Snowflake Semantic Views

Learn how to create Semantic Views in Snowflake to abstract complex SQL, centralize business logic, and expose consistent, reusable data models for analytics and BI.

Build Cortex AISQL Powered Call Center Analytics Solution

Analyze call center data with Snowflake Cortex AI and Streamlit for natural language insights, agent performance metrics, and conversation trends.

Build Customer Facing Applications Using Sigma and Snowflake

Build customer-facing analytics applications with Sigma and Snowflake for embedded dashboards and self-service data access.

Build Data Lakes using Apache Iceberg with Snowflake and AWS Glue

Build open table format data lakes with Apache Iceberg using Snowflake Catalog-Linked Databases, Vended Credentials, AWS S3, Lake Formation and Glue Data Catalog.

Build Data Pipelines with Snowflake DCM Projects

Learn how to split platform infrastructure and data pipelines into separate DCM Projects, deploy them sequentially, and build a medallion-architecture transformation layer.

Build Data Products and a Data Mesh with dbt platform

Implement data mesh architecture with dbt Cloud on Snowflake for domain-driven data products and federated governance.

Build Declarative Data Pipelines with Dynamic Tables

Learn how to build declarative data pipelines using Snowflake Dynamic Tables with incremental refresh, monitoring, and intelligent querying capabilities.

Build Declarative Pipelines using Snowflake Dynamic Iceberg Tables

Build declarative data pipelines with Snowflake Dynamic Iceberg Tables for automatic, incremental transformations in open formats.

Build GenAI Inpainting and Hybrid Table App in Snowpark Container Services

Build GenAI image inpainting applications with Snowflake Hybrid Tables and Streamlit on Snowpark Container Services for real-time AI image editing.

Build Interactive Query Performance App in Snowflake Notebooks

Build Streamlit apps in Snowflake Notebooks to analyze query performance and identify optimization opportunities.

Build LLM Apps with Snowpark Container Services and NVIDIA

This solution architecture helps you understand how to build an LLM app powered by Snowpark Container Services and NVIDIA NeMo Inference Service (NIM) Download an open source foundation model such as Mistral-7b-instruct from HuggingFace Shrink the mo

Build predictive features without MLOps using RudderStack and Snowflake

Create predictive features with RudderStack and Snowflake without MLOps

Build Rag Based Equipment Maintenance App Using Snowflake Cortex

Build equipment maintenance apps with RAG and Snowflake Cortex for intelligent troubleshooting, manuals search, and predictive alerts.

Build Real-Time Product Recommendations for Retail with Snowflake

Build a real-time product recommendation engine for retail using Snowflake Feature Store, Model Registry, and Snowpark Container Services

Build Role-Based Access Audit Dashboards in Snowflake Notebooks

Build a utility notebook to audit and report on user roles and privileges in Snowflake Notebooks.

Build Routing Solution in Snowflake with Cortex Code

Build Routing Solution in Snowflake using Cortex Code AI-powered skills. Deploy routing functions (Directions, Optimization, Isochrones, Time-Distance Matrix) via Snowpark Container Services with no external APIs - customize for any city worldwide.

Build Semantic Views and Connect to Tableau with Snowflake

Learn how to go from raw campaign data to a fully usable Snowflake Semantic View and seamlessly consume it in Tableau.

Build Streamlit Apps with Agent Skills

Use agent skills from the streamlit/agent-skills repository to teach your AI coding assistant how to build Streamlit apps that follow current best practices — with proper caching, modern APIs, and polished design out of the box.

Build Warehouse Utilization App in Snowflake Notebooks

Learn how to create an interactive heatmap visualization of Snowflake warehouse utilization patterns in Snowflake Notebooks and Streamlit.

Build Your First Machine Learning Project

Build your first ML project in Snowflake and Streamlit from data preparation through model training, evaluation, and deployment.

Build Your First ML Model in Snowflake with Agentic ML

Learn how to build an end-to-end customer LTV prediction model — from EDA to batch or real-time inference — using Cortex Code and natural language prompts in Snowflake ML

Building a Data Application

Build interactive single-page data applications on Snowflake with React and SQL.

Building a Real-Time Data Vault in Snowflake

Building a Real-time Data Vault in Snowflake

Building a YouTube Analytics Dashboard with Streamlit in Snowflake Notebooks

Learn how to create an interactive YouTube analytics dashboard using Streamlit within Snowflake Notebooks. This guide covers data generation, visualization, and user interaction to effectively communicate your data insights.

Building AI Assistant using Snowflake Cortex in Snowflake Notebooks

Build AI assistants for sales call analysis using Snowflake Cortex for transcription, summarization, coaching insights, and trends.

Building AI-powered BI apps using Snowflake Cortex Analyst

Through this guide, you will explore how to get started with Cortex Analyst, which is a fully managed service in Snowflake that provides a conversational interface to interact with structured data in Snowflake.

Building an AI Agent for Healthcare Using Snowflake Cortex, Notebooks, and ML Classification

Build AI agents for Healthcare using Snowflake Cortex for automated member support, claims inquiries, and benefits assistance.

Building an Automated ELT Workflow in Snowflake with Openflow

Automate ELT workflows with Snowflake Openflow for no-code data integration, transformation, and pipeline orchestration.

Building an Iceberg Lakehouse with Snowflake and Microsoft OneLake

This is a quickstart for building an Iceberg Lakehouse using Catalog Linked Databases and Iceberg tables usable by both Snowflake and Microsoft OneLake

Building an MFA Audit System with Streamlit in Snowflake Notebooks

Learn how to build a Streamlit app in Snowflake Notebooks to audit and monitor Multi-Factor Authentication (MFA) status of users, with automated email notifications for non-compliant users.

Building and deploying a time series forecast with Hex + Snowflake

This lab will walk you through how to use Snowflake and Hex.

Building Audiences with Snowflake Cortex

Build intelligent, industry-specific Cortex Agents for natural language audience building and customer analytics in Retail, Financial Services, and Gaming verticals.

Building Dynamic Tables in Snowflake with Coalesce

Create and manage Dynamic Tables using Coalesce's visual interface for automated, declarative pipeline orchestration in Snowflake.

Building Geospatial Multi-Layer Apps with Snowflake and Streamlit

Build multi-layer geospatial applications with Snowflake and Streamlit for location analytics and interactive mapping.

Building ML Models In Minutes With Hex And Snowflake ML Functions

Train ML models rapidly using Hex collaborative notebooks with Snowflake ML Functions for quick experimentation and deployment.

Building ML Models to Crack the Code of Customer Conversions

Build ML models to predict customer conversions in Snowflake for marketing optimization and conversion rate improvement.

Building Orchestration Framework for Running Containerized Jobs in Parallel

Building custom orchestration framework for running containerized jobs in parallel

Building Scalable Time Series Forecasting Models on Snowflake

Build scalable time-series forecasting with Snowflake ML for demand planning, inventory optimization, and trend prediction.

Building Snowflake LLM Based Functions using Coalesce and Iceberg

Build LLM-powered functions with Coalesce and Apache Iceberg™ for AI-enhanced data transformations and intelligent processing.

Call Center Analytics with AI_TRANSCRIBE and Cortex Agents

Analyze call center recordings with AI transcription using Snowflake Cortex Agents for conversation insights and automation.

Call Centre Analytics with Snowflake Cortex LLM and Snowpark Container Services

Build call center analytics with Snowflake Cortex AI Functions and Snowpark Container Services for transcription, sentiment, and agent insights.

Call the Cortex Agents API from Streamlit on the Container Runtime

Deploy a Streamlit app on the Container Runtime that calls the Cortex Agents API (agent:run) using the Snowflake Documentation Cortex Knowledge Extension (CKE), with multi-turn chat via the Threads API.

Charts, Graphs, and AI for Postgres Data Using Streamlit and Cortex

Build an IoT sensor dashboard with Snowflake Postgres, Streamlit in Snowflake, and a Cortex AI chatbot that answers questions about your data in plain English.

Churn modeling using Snowflake and Hex

This lab will walk you through how to use Snowflake and Hex.

Clinical Data Analysis with ADaM and SDTM in Snowflake

Understanding clinical trial data is critical for pharmaceutical research and regulatory compliance, but analyzing standardized datasets across multiple formats can be challenging.

Cloud-native Database Modeling with SqlDBM

Design database schemas visually with SqlDBM for collaborative data modeling, documentation, and direct Snowflake deployment.

Coherent Spark Connector - use business logic from Excel spreadsheets in Snowflake

Connect business logic from Excel via Coherent Spark to Snowflake for real-time calculation engine integration, decision automation, and dynamic pricing models.

Collect and Activate Customer Data Using Tealium and Snowpipe Streaming

This tutorial reviews the process for configuring inbound and outbound Snowflake integrations within Tealium Customer Data Hub

Collibra Data Governance with Snowflake

Catalog Snowflake data in Collibra for data governance, policy enforcement, and controlled access across your data platform.

Community Detection using RelationalAI

Detect communities in social networks using RelationalAI graph analytics on Snowflake for customer segmentation and network analysis.

Compare and Evaluate Chunking Strategies

Compare document chunking strategies with Snowflake AI Observability for optimal RAG performance, retrieval accuracy, and embeddings.

Comparing INSERT and COPY Performance

Comparing INSERT, batch INSERT, and COPY performance in Postgres

Comprehensive Guide to Snowflake Dynamic Tables

Learn how to build automated data pipelines on Snowflake using Dynamic Tables.

Comprehensive Guide to Snowpark Connect for Apache Spark™

Learn how to build production-ready PySpark pipelines on Snowflake using Snowpark Connect for Apache Spark.

Configure CI/CD Integrations with Snowflake

Configure CI/CD integrations for Snowflake using the Snowflake CLI GitHub Action, the Snowflake CI/CD Component for GitLab, and the Snowflake CLI Azure DevOps Extension with OIDC authentication.

Connect to Snowflake Data with Plotly and Build a Dashboard

Cortex REST API Billing & Cost Analysis

Estimate Cortex REST API billing costs with granular token breakdowns, prompt caching discounts, and per-model pricing in a Streamlit dashboard.

Cortex REST API Budget Monitors

Monitor Cortex REST API token budgets with Claude Code and Cortex Code skills — interactive Streamlit dashboard with /pdf export and rolling alerts.

Cortex REST API Usage Monitor

Monitor Cortex REST API token consumption with Streamlit in Snowflake

Cortex REST API Usage Visualization

Build an interactive HTML dashboard to visualize Cortex REST API token usage with pure Canvas rendering — no external dependencies.

Cost Optimization

The Cost Optimization Pillar focuses on integrating financial accountability and cost awareness throughout the cloud platform lifecycle.

Creare una data application con il Marketplace Snowflake, Snowpark e Streamlit

questo è un esempio di guida di Snowflake

Create a Bidirectional Data Share with Cordial

Enable secure bidirectional data sharing between Cordial and Snowflake for unified marketing activation.

Create a Document Processing Pipeline with AI_EXTRACT

Learn how to create an automated document processing pipeline using AI_EXTRACT to extract structured data from documents.

Create a Route Optimization and Vehicle Route Plan Simulator

This tutorial leverages Snowflake Container Services, native apps, Geospatial Analytics, Streamlit, Cortex and the Open Route Service to optimize vehicle routes in order to distribute goods to chosen destinations on time.

Create AI Agents on Snowflake with Lang.ai

Build AI agents with Lang.ai on Snowflake for conversational interfaces, automated workflows, and intelligent data access.

Create Declarative Data Pipelines with Dynamic Tables

Learn how to build declarative data pipelines using Snowflake Dynamic Tables, including staging tables, fact tables, and pipeline monitoring.

Create Shareable Cortex Code Session Replays with cortex-replay

Convert Cortex Code session transcripts into self-contained interactive HTML replays that you can share, embed, and present using cortex-replay.

Create Snowflake Guides with AGENTS.md

Learn how to use the AGENTS.md file with AI assistants to convert Jupyter notebooks into properly formatted Snowflake Guides.

Creating Snowflake Objects, using Python API

The Snowflake Python API enables developers to manage Snowflake resource objects directly using Python, without relying on SQL or the Snowflake Connector.

Credit Card Fraud Detection using Snowflake ML Functions

Detect credit card fraud with Snowflake ML using anomaly detection and classification models for real-time transaction scoring.

Cross Cloud Business Continuity With Snowflake

Implement cross-cloud business continuity with Snowflake replication for disaster recovery, multi-region availability, and failover.

Customer Journey Analytics with Sequent™

Build customer journey analytics with Snowflake and Sequent for path analysis, funnel metrics, and conversion optimization.

Customer Reviews Analytics using Snowflake Cortex

Analyze customer reviews with Snowflake Cortex AI for sentiment analysis, topic extraction, and feedback insights.

Data Analysis and Churn Prediction Using Snowflake Notebooks

Analyze customer data and predict churn using Snowflake Notebooks for interactive ML development, visualization, and deployment.

Data Engineering con Apache Airflow, Snowflake e dbt

questo è un esempio di guida di Snowflake

Data Engineering Pipeline with pandas on Snowflake

Build data engineering pipelines with Snowpark pandas for familiar DataFrame transformations at Snowflake scale.

Data Engineering Pipelines with Snowpark Python

Build robust data engineering pipelines with Snowpark Python for ELT, CDC processing, and data transformations.

Data Engineering with Apache Airflow, Snowflake, Snowpark, dbt & Cosmos

Orchestrate Snowflake data pipelines with Apache Airflow for scheduled workflows, dependencies, and dashboard monitoring.

Data Engineering with Dagster, dbt, and Snowflake

Orchestrate Snowflake data pipelines using Dagster with dbt for full asset lineage from S3 ingestion to analytics marts.

Data Engineering with Snowpark Python and dbt

Combine Snowpark Python with dbt for powerful data engineering pipelines with testing, documentation, and versioning.

Data Exploration & Analysis using Hex and Snowpark

This solution architecture shows how to use Snowpark dataframes to analyze 20 million rows of Citibike dataset using Hex notebooks.

Data Modeling With Snowflake + SqlDBM

Design data models visually with SqlDBM for collaborative schema design, documentation, and direct Snowflake deployment.

Data Quality Testing with Soda

Follow this guide to set up and run a Soda scan for data quality in Snowflake.

Data-centric Approach to Machine Learning Using Snowflake and Amazon SageMaker Data Wrangler

This lab will walk you through how to apply a data-centric approach to Machine Learning with Snowflake and Amazon SageMaker.

DCM Projects for Dynamic Tables

Learn how to use DCM Projects to manage dynamic table pipelines, evolve their schemas, and optimize refreshes with immutability constraints.

DCM Projects for Tasks

Learn how to use DCM Projects to define, deploy, and manage a complex task graph — including a finalizer task that emails a run summary and a DMF-backed quality gate that routes rows into target or quarantine tables.

Defensible Analytics using Data Vault and Snowflake

Defensible Analytics using Data Vault and Snowflake

Deploy Fleet Intelligence Solution for Taxis

Build a Fleet Intelligence Control Center for taxi operations using OpenRouteService. Deploy a multi-page Streamlit app with real-time driver tracking, route visualization, and H3 heat maps - powered by Snowflake Cortex AI and geospatial analytics.

Deploy pgAdmin to SPCS Connecting to Snowflake Postgres via Private Link

Deploy pgAdmin to SPCS Connecting to Snowflake Postgres via Private Link

Deploy Route Optimization Demo with Cortex Code

Build an interactive Route Optimization Simulator using the OpenRouteService Native App. Deploy AISQL notebooks and a Streamlit app that simulates vehicle routing with real-world POI data from Carto Overture Maps - requires ORS Native App as prerequisite.

Deploy Snowflake Intelligence Routing Agent

Deploy a Snowflake Intelligence Agent for AI-powered route planning using OpenRouteService. Create a conversational assistant that handles directions, isochrones, and multi-stop delivery optimization - all with natural language location input and Cortex AI geocoding.

Deploying Custom Models To Snowflake Model Registry

Deploy custom ML models to Snowflake Model Registry for versioning, governance, metadata tracking, and production inference.

Deploying Models from AzureML and Sagemaker to Snowpark ML

Import models from Azure ML and Amazon SageMaker to Snowpark ML for unified model deployment and inference in Snowflake.

Deploying Pipelines with Snowflake and dbt labs

Deploy production data pipelines with dbt and Snowflake for tested, documented, versioned, and orchestrated transforms.

Develop a Predictive Model using Snowflake and Sigma

Building predictive modeling in Snowflake and Sigma

Develop and Manage ML Models with Feature Store and Model Registry

Manage ML experiments with Snowflake Feature Store and Model Registry for reproducible, governed, and versioned model development.

DevOps: Database Change Management with DLSync and GitHub

Automate Snowflake database change management with DLSync and GitHub Actions by building CI/CD pipelines that leverage declarative and migration-based scripts, unit testing, and multi-environment deployments.

DevOps: Database Change Management with schemachange and Azure DevOps

Automate Snowflake database deployments with Azure DevOps pipelines using schemachange for CI/CD and database change management.

DevOps: Database Change Management with schemachange and GitHub

Automate Snowflake database deployments with GitHub Actions using schemachange for version-controlled schema migrations.

DevOps: Database Change Management with schemachange and Jenkins

Automate Snowflake database deployments with Jenkins CI/CD pipelines using schemachange for continuous database integration.

DevOps: Database Change Management with Terraform and GitHub

Manage Snowflake resources with Terraform and GitHub Actions for infrastructure-as-code deployments and version control.

Discover Fraudulent Communities in Financial Services Data with Neo4j Graph Analytics

How to find communities affected by fraud using louvain in Neo4j Graph Analytics for Snowflake

Discovering the Social Graph of your Customers using RelationalAI

This solution architecture shows how to build a social graph of your customers for community detection using RelationalAI and Snowflake.

Distributed Hyperparameter Optimization with Experiment Tracking

Learn how to combine distributed hyperparameter optimization with experiment tracking in Snowflake to build scalable, reproducible ML workflows.

Distributed Medical Image Processing with MONAI on Snowflake

Build a medical image registration pipeline using MONAI on Snowflake with GPU acceleration and native model registry integration

Distributed Multi-Node and Multi GPU Audio Transcription with Snowflake ML Container Runtime

This guide will provide step-by-step details for using multi-node multi-gpu audio transcription with snowflake ml container runtime

Document AI Invoice Reconciliation

Automate invoice reconciliation with Snowflake Document AI for accounts payable processing, matching, validation, and financial automation.

Document AI Pipeline Automation

Automate document processing pipelines with Snowflake Document AI for invoice extraction, OCR, form digitization, and validation.

Driving Customer Growth and Retention with Lang.ai

This solution architecture shows you how to use Lang.ai and Snowflake to build AI agents that drive growth and retention.

End to End Model Development with Hex and Snowpark

Develop ML models end-to-end with Snowpark and Hex for collaborative experimentation and production deployment.

End-to-End Analytics with Snowflake and Power BI

Build end-to-end analytics with Power BI connected to Snowflake for enterprise dashboards, reports, and self-service BI.

End-to-End Data Harmonization with Snowflake Cortex AI

Harmonize data from multiple sources in Snowflake Cortex AI and Streamlit for consistent analytics, unified schemas, clean models, and integration.

End-to-End Entity Resolution with Snowflake Cortex AI

Resolve product entities across retail data sources using AI-driven matching for unified product analytics with Snowflake Cortex and Streamlit.

End-to-End Migration to Snowflake in Action: Data and Pipelines

Migrate SQL Server databases and Spark pipelines to Snowflake using SnowConvert and Snowpark Migration Accelerator tools.

End-to-End Migration to Snowflake: SQL Code Conversion and Data Migration

Migrate databases to Snowflake with SQL conversion, data transfer, and validation for complete platform transitions.

End-to-End Telecom Network Operations Reporting and Analytics

Build an end-to-end telecom network operations solution with 4 persona dashboards, 3D visualization, and Snowflake Intelligence for natural language queries

Enhancing Customer Experiences using Cortex Fine Tuning

Fine-tune LLMs with Snowflake Cortex for personalized customer experiences, domain-specific responses, and improved AI interactions.

Enrich Salesforce data with Snowflake to deliver your Customer 360

This lab will walk you through how to use Snowflake, Salesforce and Tableau CRM to integrate data, and deliver Customer 360.

Enriching consumer data through a Snowflake Native App

This solution helps a provider setup a native app that allows a consumer to push snowflake data to an API and enrich it with the response of the API.

Enterprise Clearing & Settlement Data Platform

Built entirely on Snowflake Dynamic Tables, it provides a modern, scalable architecture to process over 5.1 million transactions while ensuring data quality and delivering instant business intelligence.

Enterprise Lakehouse Platform for Iceberg V3

Build an end-to-end enterprise lakehouse platform using Iceberg V3 tables with streaming, variant data, time-series, geospatial analytics, governance, and AI.

Explore Cross-Cloud Sharing of Data and Applications with Private Listings

explore Horizon Collaboration pillar features for sharing of data and apps

Exploring dbt Projects on Snowflake

Structure dbt projects on Snowflake for scalable analytics engineering with modular SQL, testing, documentation, and CI/CD.

Extract Attributes from DICOM Files using Snowpark for Python and Java

Extract medical imaging attributes from DICOM files using Java UDFs in Snowflake for healthcare analytics workflows.

Extracting Insights from Unstructured Data with Document AI

Walkthrough extracting data from PDF Inspection Reports using Document AI

Extracting Insights from Video with Multimodal AI Analysis

Extract insights from video content and automate media tagging using multimodal AI analysis in Snowflake Cortex.

Financial Advisor for Wealth Management

Build AI financial advisors for wealth management and personalized investment recommendations using Snowflake Cortex.

Fine-Tuning an LLM in Snowpark Container Services with AutoTrain

Fine-tune LLMs using AutoTrain on Snowpark Container Services for customized text generation models.

Fivetran - Automate Salesforce Insights: Source, Target, Transformations, Dashboard...NO CODE

Lab to demonstrate the ease of use to ingest data from Salesforce to Snowflake through Fivetran with insights dashboard from dbt models.

From Clicks to Cortex Build AI Ready Data Pipelines with Coalesce on Snowflake in a Snap

Learn how to leverage Coalesce Marketplace to extend any of your data projects effortlessly.

From Dev to Production: Why ML teams are migrating to Snowflake

Migrate ML workflows to Snowflake for unified development, deployment, experiment tracking, and production model management.

From Zero to Agents: Building End-to-End Data Pipelines for an AI Agent

Build governed AI agents in Snowflake by transforming raw data into actionable insights using Cortex AI for sentiment analysis and Dynamic Tables for automated enrichment.

Gain Insights From Unstructured Data using Snowflake Cortex

Analyze documents, images, and audio with Snowflake Cortex AI Functions for unstructured data insights and extraction.

Geocoding Address Data with Mapbox

Convert addresses to coordinates with Mapbox geocoding on Snowflake for location enrichment, mapping, and spatial analytics.

Geospatial Analysis of Precisely Datasets using Snowflake Notebooks and Streamlit

analysis of geospatial data for location profiling with Precisely marketplace data products

Geospatial Analysis using Geometry and Geography Data Type

Master Snowflake's GEOMETRY data type for geospatial analysis including energy grids, LTE coverage, and spatial queries.

Geospatial Analytics for Retail with Snowflake and CARTO

Analyze New York City points-of-interest using Snowflake GEOGRAPHY and CARTO Analytics Toolbox for retail insights.

Geospatial Analytics for Telecom with Snowflake and Carto

Analyze telecom network coverage and cell tower data with Snowflake geospatial functions and CARTO.

Geospatial Analytics, AI and ML using Snowflake

Apply geospatial features to ML models with Streamlit and Snowflake for location-aware predictions, proximity analysis, and spatial clustering.

Get Started with Cortex Code CLI

Install Cortex Code CLI, connect to your Snowflake account, and run your first natural-language queries from the terminal in under 15 minutes.

Get Started with Iceberg Tables on Snowflake-Managed Storage

Create Snowflake-managed Iceberg tables, stream and transform fleet data, query with Snowflake Intelligence, and read the same tables from DuckDB and Apache Spark.

Get Started with OpenAI SDK and Managed MCP for Cortex Agents

Connect OpenAI SDK to Snowflake Cortex Agents via Managed MCP for AI assistant development and data-driven chatbots.

Get Started with Snowflake DCM Projects

Learn how to define and deploy Snowflake infrastructure as code using DCM Projects.

Getting Started - Processing HL7 FHIR Messages with Snowflake

This is a guide to get familiarized with how to ingest and process HL7 FHIR JSON messages using Snowflake native features.

Getting Started - Processing HL7 V2 Messages with Snowflake

This is a guide to get familiarised with how to ingest and process HL7 V2.x messages using Snowflake Data Programmability features.

Getting Started – Data Engineering with Snowflake

Build an end-to-end data pipeline in Snowflake using the I-T-D framework.

Getting Started with ABINZ Orbit on Snowflake

Learn how to install ABINZ Orbit from the Snowflake Marketplace, connect your data, auto-discover relationships, generate a Cortex Analyst semantic model, and query your data in plain English — all within your Snowflake account.

Getting Started with Access Controls for RAGs (Cortex Search)

Build secure RAG chatbot applications with Cortex Search access controls for role-based document retrieval and compliance.

Getting Started with AI Foundry and the Snowflake Managed MCP Server

Connect Microsoft AI Foundry with Snowflake Managed MCP for cross-platform AI model deployment and unified data integration.

Getting Started with AI Observability

Monitor AI model performance with Snowflake AI Observability for drift detection, quality metrics, and production monitoring.

Getting Started with Amazon Bedrock AgentCore Gateways and Cortex Agents

Build multi-cloud AI agents with Amazon Q and Snowflake Cortex for cross-platform access.

Getting Started with Amazon Q Business and Cortex

Integrate Amazon Q Business with Snowflake Cortex for enterprise AI assistants that query data across multiple cloud platforms.

Getting Started with Amazon Sagemaker Canvas and Snowflake for Generative AI Use Cases

This is a quickstart for using Sagemaker with Canvas for Generative AI

Getting Started with Anthropic on Snowflake Cortex

Access Claude models via Snowflake Cortex for text generation, analysis, and enterprise AI applications.

Getting Started with Audio Sentiment Analysis using Snowflake Notebooks

Analyze audio sentiment in Snowflake Notebooks for call center analytics, voice-of-customer insights, and emotion detection.

Getting Started with AutoML, OpenFE and AutoGluon

Accelerate ML development with AutoML using OpenFE feature engineering and AutoGluon model training in Snowflake notebooks.

Getting Started with Azure Data Factory and Snowflake

Build enterprise data pipelines with Azure Data Factory and Snowflake for orchestrated ETL, CDC, and data integration workflows.

Getting Started with Azure OpenAI, Streamlit and Snowflake

Build image analysis apps with Azure OpenAI, Streamlit, and Snowflake for vision AI and multimodal applications.

Getting Started with Batch Cortex Search

Learn to use Batch Cortex Search over a Cortex Search Service for processing large batches of queries

Getting Started with Bedrock, Streamlit and Snowflake

Build AI-powered Streamlit applications with Amazon Bedrock and Snowflake for intelligent data exploration and analysis.

Getting Started with Cortex Agent Evaluations

Get started with Cortex Agent Evaluations

Getting Started with Cortex Agents

Build an intelligent sales assistant using Snowflake Cortex Agents that combines Cortex Search and Analyst for both structured and unstructured data.

Getting Started with Cortex Agents and Amazon Q

Integrate Cortex Agents with Amazon Q for enterprise AI assistants that query data seamlessly across multiple cloud platforms.

Getting Started with Cortex Agents and Microsoft Teams

This guide outlines the process for integrating Snowflake Cortex Agents with Microsoft Teams.

Getting Started with Cortex Agents and Slack

This guide outlines the process for integrating Snowflake Cortex Agents with Slack.

Getting Started with Cortex Agents and Zoom

This guide outlines the process for integrating Snowflake Cortex Agents with Zoom Team Chat.

Getting Started with Cortex AI Functions

This guide outlines the process for getting started with Cortex AI Functions.

Getting Started with Cortex Analyst: Augment BI with AI

Through this quickstart guide, you will learn how to use Cortex Analyst to provide natural-language query interfaces to structured data in Snowflake using GenAI

Getting Started with Cortex Code CLI for Data Science ML

Build a customer lifetime value (LTV) prediction model and deploy it as a real-time REST endpoint on SPCS using Cortex Code CLI.

Getting Started with Cortex Code for Data Analysis

Use Cortex Code in Snowsight to explore, analyze, and correlate free Snowflake Marketplace weather and financial data with built-in visualizations.

Getting Started with Cortex Knowledge Extensions on Snowflake Marketplace

Configure Cortex Knowledge Extensions to enhance AI capabilities with custom enterprise knowledge bases and domain expertise.

Getting Started with Cortex Search and Microsoft Fabric

This is a quickstart for using Cortex Search with Microsoft Fabric

Getting Started with Cost and Performance Optimization

Optimize Snowflake costs and performance with warehouse sizing, caching strategies, resource monitors, and query tuning.

Getting Started with Data Engineering and ML using Snowpark for Python and Snowflake Notebooks

Getting Started with Data Engineering and ML using Snowpark for Python and Snowflake Notebooks

Getting Started with Data Engineering using Snowflake Notebooks

Build data engineering pipelines using Snowflake Notebooks with Python and SQL for interactive, collaborative pipeline development.

Getting Started with Data Quality Monitoring in Snowflake

Learn how to get started with Data Quality Monitoring Framework in Snowflake

Getting Started with Datameer

Transform data visually with Datameer and Snowflake for self-service analytics preparation and modeling.

Getting Started with DCDF Data Architecture Incremental Processing & Logical Partitions

Process data incrementally in Snowflake with DCDF Data Architecture and Dynamic Tables for efficient, cost-effective data pipelines.

Getting Started with Domo Marketing Attribution

Build marketing attribution and media mix models with Domo and Snowflake for campaign ROI and spend optimization.

Getting Started with Domo Marketing Mix Modelling

Build Marketing Mix Models with Domo MMM and Snowflake Cortex AI to measure channel incrementality, optimize budgets, and maximize marketing ROI.

Getting Started with End-to-End Customer Targeting Using Snowflake ML

Learn how to leverage Snowflake ML to build and deploy propensity-based targeting models, enabling businesses to predict customer behaviors, segment audiences, and deliver personalized marketing campaigns at scale for maximum impact

Getting Started with Entity Resolution: Retail Product Classification for Aggregated Insights

This application provides a centralized, AI-driven approach to match products across retailer and e-commerce catalogs to aggregate data, with the potential to enable competitve price tracking, enhanced supply chain management and much, much more.

Getting Started with Event Tables and Alerts

Configure Event Tables and Alerts in Snowflake to monitor system events, trigger notifications, and automate incident response.

Getting Started With External Functions on AWS

Create AWS Lambda external functions in Snowflake to call APIs, run custom code, and extend SQL with cloud compute.

Getting Started With External Functions on Azure

Create Azure Functions as external functions in Snowflake to integrate Azure services, APIs, and custom compute.

Getting Started with Generative AI in Snowflake and Streamlit

Getting Started with Generative AI in Snowflake and Streamlit

Getting Started with Geospatial - Geography

Getting Started with Geospatial - Geography

Getting Started with Google Analytics 4 (GA4) Using Snowflake and Sigma

This QuickStart provides instructions on how to set up Sigma's Google Analytics 4 template.

Getting Started with Google, Snowflake and Streamlit for Generative AI

Analyze customer insights with Google Vertex AI and Snowflake for advanced ML-driven segmentation and behavioral analytics.

Getting Started with Governing your Lakehouse for AI use-cases

This QuickStart provides instructions on how to set up governance using Snowflake for your lakehouse for AI use-cases

Getting started with GraphRAG and RelationalAI

This is a sample Snowflake Guide

Getting Started with Horizon for Data Governance in Snowflake

Learn Snowflake Horizon's data governance capabilities including AI-powered PII discovery, masking policies, row access controls, semantic views for Cortex Analyst, and natural language governance queries.

Getting Started with Hybrid Tables

Follow this tutorial to learn the basics of hybrid tables

Getting Started with Iceberg Tables

Create a Snowflake-managed open data lakehouse with Apache Iceberg Tables, governance policies, and Spark integration.

Getting Started with Llama 3.1 405B: Build Custom LLMs with Synthetic Data Generation and Distillation

This guide provides the instructions for creating custom LLMs with synthetic data and distillation using Snowflake Cortex AI.

Getting Started with Llama 3.2 Vision Models on Snowflake Notebooks

This guide will walk show you how to use LLama 3.2 Vision Models on Snowflake Notebooks with Container Runtime with Transformers

Getting Started with LlamaParse and Cortex Search

Parse Documents with LlamaParse and Search with Cortex

Getting Started with Managed Snowflake MCP Server

This guide outlines the process for getting started with Managed Snowflake MCP Server.

Getting Started with Matillion Data Productivity Cloud

Load and Integrate data from multiple sources using the Matillion Data Productivity Cloud

Getting Started with MCP Connectors in Snowflake Intelligence

Build domain-scoped Cortex Agents backed by Snowflake-managed MCP servers and external MCP connectors, all governed in Snowflake.

Getting Started with MediaWallah Enrichment Application

This is a guide to use MediaWallah's Enrichment Application

Getting Started with Microsoft Copilot Studio and Snowflake Cortex Agents

This is a quickstart showing users how use Microsoft Copilot Studio with Snowflake Cortex Agents

Getting Started with Microsoft Power Platform and Snowflake

This is a quickstart for using Microsoft Power Platform, Power Apps, Power Automate and Snowflake

Getting Started with Microsoft Purview and Snowflake

This is a Quickstart for using Snowflake with Microsoft Purview

Getting Started with ML Development in Snowflake

Through this quickstart guide, you will explore Snowflake for Machine Learning.

Getting Started with ML Observability in Snowflake

ML Ops is defined as the core function of ML engineering focused on optimizing the process of deploying, maintaining, and monitoring models in production. Snowflake ML Observability allows to monitor models deployed in production via Snowflake Model Registry to track the quality of the model across multiple dimensions such as performance and drift along with volume. With this ML Ops-driven approach for customer churn monitoring, enterprises can ensure that ML models add real value, minimize the risk of performance decay, and make informed, data-driven decisions that drive customer retention.

Getting Started with Model Serving in Snowpark Container Services

Learn how to build and deploy a machine learning model for real-time inference using Snowpark Container Services and the Snowflake Model Registry.

Getting Started With Model Sharing Using Native Apps

Turn ML models into Snowflake Native Apps for secure data collaboration and sharing with customers, partners, and third-party data consumers.

Getting Started with Multimodal Analysis on Snowflake Cortex AI

Getting Started with Multimodal Analysis on Snowflake Cortex

Getting Started with OCR and RAG with Snowflake Notebooks

Getting Started with OCR and RAG with Snowflake Notebooks

Getting Started with Openflow Kafka Connector

Getting Started with Openflow Kafka Connector for Real-Time Log Streaming

Getting Started with Openflow Snowflake Deployments

Getting Started with Snowflake Openflow using Snowpark Container Services (SPCS)

Getting Started with Openflow Unstructured Data Pipeline

Getting Started with Openflow Unstructured Data Pipeline using Google Drive and Snowflake Intelligence

Getting Started with pandas on Snowflake

Through this quickstart guide, you will learn how to use pandas on Snowflake.

Getting Started with Partitioned Models in Snowflake Model Registry

This is a sample Snowflake Guide

Getting Started with Player 360: Unlocking Churn Prediction and Game Optimization

The Player 360 solution showcases how gaming companies can create a comprehensive unified data intelligence platform, tailored for game developers, analysts and data scientists aiming to build exceptional gaming experiences.

Getting Started with PostgreSQL CDC

Getting Started with Openflow PostgreSQL Change Data Capture (CDC)

Getting Started with Predicting Insurance Claims using XGBoost Regression Model

This quickstart provides an end-to-end workflow for predicting insurance claim outcomes using machine learning, focusing on feature engineering, model training, and deployment.

Getting Started with Prophet Model using Snowflake ML

This is a sample Snowflake Guide to get started with Prophet

Getting Started with Python

Getting Started with Python

Getting Started with Running Distributed PyTorch Models on Snowflake

Getting Started with Running Distributed PyTorch Models on Snowflake

Getting started with Search Optimization

Quickstart guide for using Search Optimization

Getting Started with Sigma

This is a guide to setting up Sigma on top of Snowflake and visualizing some sample data.

Getting Started with Snowflake

This is a broad introduction of Snowflake and covers how to login, run queries, and load data.

Getting Started with Snowflake and [Amazon Data Firehose](https://aws.amazon.com/firehose/) (ADF)

This guide will walk you through how to apply a data-intensive approach to real-time data using Snowpipe Streaming and Amazon Data Firehose (ADF).

Getting Started with Snowflake and BigQuery via Iceberg

This is a quickstart showing users how use iceberg with Snowflake and Big Query

Getting Started with Snowflake as a backend for Django

Build Django web applications with Snowflake as the database backend using the Django Snowflake connector and ORM.

Getting Started with Snowflake CLI

Getting Started with Snowflake CLI

Getting Started with Snowflake Cortex Agents API and React

Getting Started with Snowflake Agents API and React

Getting Started With Snowflake Cortex AI

This guide provides the instructions for getting started with Snowflake Cortex AI.

Getting Started with Snowflake DevOps

Getting Started with Snowflake DevOps

Getting Started with Snowflake Dynamic Tables

Getting Started with Snowflake Dynamic Tables

Getting Started with Snowflake Feature Store and dbt

This guide will go through everything you need to get started with dbt and Snowflake Feature Store

Getting Started with Snowflake Feature Store API

This guide goes through different features of the Snowflake feature Store API.

Getting Started with Snowflake Intelligence

This guide outlines the process for getting started with Snowflake Intelligence.

Getting Started with Snowflake Intelligence and Cortex Knowledge Extensions

This guide outlines the process for getting started with Snowflake Intelligence and Cortex Knowledge Extensions.

Getting Started with Snowflake Interactive Tables

This guide demonstrates how to set up and use Snowflake's Interactive Warehouses and Tables to achieve sub-second query performance.

Getting Started with Snowflake Managed MCP Server and Amazon Bedrock AgentCore

This is a quickstart for using the Snowflake Managed MCP Server and Amazon Bedrock AgentCore

Getting Started with Snowflake ML Forecasting and Classification

This is an introduction to building with ML functions.

Getting Started with Snowflake ML Functions: Anomaly Detection & Forecasting

Getting started with Anomaly Detection & Forecasting ML Functions

Getting Started with Snowflake ML Lineage

This is a sample Snowflake Guide

Getting Started with Snowflake Native Apps

Follow this tutorial to get up and running with your first Snowflake Native Application

Getting Started with Snowflake Notebook Container Runtime

This guide will walk show you how to use Snowflake Notebooks with Container Runtime

Getting Started with Snowflake Notebooks for the EY AI & Data Challenge

Getting Started with Snowflake Notebooks and Workspaces for the EY AI & Data Challenge

Getting Started with Snowflake Openflow for Change Data Capture from SQL Server

Through this guide, you will learn how to move beyond slow, nightly batch jobs and stream data in real-time from an operational database like SQL Server directly into Snowflake.

Getting Started with Snowflake Postgres

Getting Started with Snowflake Postgres

Getting Started with Snowflake Postgres Tables

Follow this tutorial to learn the basics of PostgreSQL for transactional workloads

Getting Started with Snowflake Semantic View

Learn how to create and query Snowflake Semantic Views to enhance AI-powered Business Intelligence and conversational analytics with a consistent, database-native semantic layer.

Getting Started with Snowflake Task Graphs

This quickstart sets up an example Snowflake task graph to showcase its features.

Getting Started with Snowflake Trail for Observability

Learn how to enable and use Snowflake Trail for comprehensive observability across your Snowflake workloads, including logs, traces, metrics, and monitoring capabilities.

Getting Started with Snowpark and the Dataframe API

Learn how to get started with Jupyter Notebooks on Snowpark and use the DataFrame API.

Getting Started with Snowpark Connect for Apache Spark

This quickstart guide shows you how to get started with Snowpark Connect for Apache Spark™ using Snowflake Notebooks in Workspaces.

Getting Started with Snowpark for Machine Learning on AzureML

Run experiments on Azure Machine Learning with Snowpark ML for cloud-based model training, hyperparameter tuning, and deployment.

Getting Started with Snowpark for Machine Learning on SageMaker

This is a qucikstart for using Snowpark for ML on SageMaker

Getting Started with Snowpark for Machine Learning on Vertex AI

This is a qucikstart for using Snowpark for ML on Vertex AI

Getting Started With Snowpark for Python and Streamlit

This guide provides the instructions for writing a Streamlit application using Snowpark for Python and data from the Snowflake Marketplace.

Getting Started with Snowpark for Python with Scikit-learn

Getting Started with Snowpark for Python with Scikit-learn

Getting Started with Snowpark in Snowflake Python Worksheets and Notebooks

Getting Started with Data Engineering and ML using Snowpark for Python

Getting Started With Snowpark Scala

This guide provides the basic instructions for setting up a simple example using Snowpark.

Getting Started with Snowpipe

This guide will help you get started with Snowpipe.

Getting Started with Snowpipe Streaming and Amazon MSK

This guide will walk you through how to ingest real-time data into Snowflake using the High Performance (HP) Kafka Connector (v4.x) with Snowpipe Streaming and Amazon Managed Streaming for Apache Kafka (MSK).

Getting Started with Snowpipe Streaming and Azure Event Hubs

This guide will walk you through how to apply a data-intensive approach to real-time data using Snowpipe Streaming and Azure Eventhubs.

Getting Started with Snowpipe Streaming high-performance architecture and Cortex Code

Stream data into Snowflake in real-time using Snowpipe Streaming high-performance architecture with the Python SDK and monitor it with a live Streamlit dashboard.

Getting Started with SnowSQL

Getting Started with SnowSQL

Getting Started with Streams & Tasks

Learn how to use streams and tasks with Snowflake.

Getting Started with TEMPO and Snowflake

This is a guide on getting started with Tempo on Snowflake

Getting Started with the Application Control Framework (ACF)

Implement application control frameworks in Snowflake for secure Native App development, testing, and production deployment.

Getting Started with The Microsoft Teams and M365 Copilot Cortex App

This is a quickstart showing users how use the Microsoft Teams and M365 Copilot Cortex App

Getting Started with the Snowflake Connector for Google Analytics

Ingest raw Google Analytics data into Snowflake with a native connector for custom marketing analytics and attribution modeling.

Getting Started with the Snowflake Python API

Manage Snowflake resources programmatically with the Python API for infrastructure automation, DDL, and data operations.

Getting Started with Time Series Analytics for IoT in Snowflake

Getting Started with Time Series Analytics for IoT in Snowflake

Getting Started with Time Series Analytics with Pricing Data on Snowflake

Getting Started with Time Series Analytics with Pricing Data on Snowflake

Getting Started with Time Travel

Use Time Travel to query previous database states and undrop data.

Getting Started with Tool Use on Cortex and Anthropic Claude

This guide demonstrates how Snowflake Cortex integrates with Claude to enable external API interactions through tools.

Getting Started with Traces

Getting Started with Traces

Getting Started with Unstructured Data

This is a guide to get familiar with Snowflake's support for unstructured data

Getting Started With User-Defined SQL Functions

Guide to getting started with user-defined SQL functions

Getting Started with Your First Snowflake Notebook Project

This solution architecture helps you understand how to use Snowflake Notebooks as a first time user Use pre-installed libraries in Notebooks and add additional packages from package picker Switch between SQL and Python cells in the same notebook Use

Golden Batch Process Optimization with Cortex AI

AI-powered Golden Batch process optimization for process manufacturing, built on Snowflake with ML yield prediction, SHAP explainability, What-If simulation, and Cortex AI natural language analytics

Guida introduttiva a Snowflake - Da zero a Snowflake

Questa è un’introduzione generale a Snowflake che spiega come effettuare il login, eseguire query e caricare dati.

Guida introduttiva al data engineering e al machine learning con Snowpark per Python

Getting Started with Data Engineering and ML using Snowpark for Python

Guida introduttiva all’uso di Snowpark nei fogli di lavoro Snowflake Python

Guida introduttiva all’uso di Snowpark nei fogli di lavoro Snowflake Python

Harness the Power of Snowflake with Informatica Intelligent Data Management Cloud

This is a guide for getting started with Data Engineering using Informatica Data Management Cloud

Healthcare ML: Breast Cancer Classification with XGBoost

Build, evaluate, and deploy a breast cancer classification model using XGBoost and Snowflake Model Registry with Snowflake Notebooks in Workspaces

Holly - Financial Research Assistant with Snowflake Intelligence

Build Holly, an AI-powered financial research assistant using Snowflake Intelligence with Cortex Agent, Cortex Analyst, and Cortex Search to analyze S&P 500 stocks, SEC filings, and earnings transcripts.

Hotel Personalization Pick'N Stays

Executive intelligence platform for multi-property hotel portfolios built on Snowflake

How To Accelerate Data Warehouse Migrations With SnowConvert AI

A comprehensive guide covering SnowConvert AI installation, configuration, and end-to-end database migration from legacy platforms to Snowflake.

How to Build a RAG Pipeline with LlamaParse and Snowflake Cortex

Quickly build a RAG pipeline to query unstructured documents like PDFs, slide decks, and manuals. Use cases include Q&A over contracts, financial reports, and compliance docs, internal copilots for onboarding and support, and retrieval over technical

How to load CSV files from stage to Snowflake Notebooks

Snowflake’s interactive notebook for loading CSV files from Amazon S3 offers a streamlined, no-code solution for data ingestion.

How To Resolve Data with FullContact and Snowflake

This is a sample Snowflake Guide

How to work with files in Snowflake Notebooks

Snowflake simplifies working with both permanent and temporary files for seamless data management. Users can upload, download, preview, and query files directly within the platform, supporting a range of data formats.

Hybrid Table Performance Testing with JMeter

Execute a simple performance test to evaluate hybrid tables.

Hybrid Tables Performance Optimization Primer

Follow this primer to learn about basic hybrid table performance optimization techniques

Identify Bottlenecks and Model Disruptions using Neo4j Graph Analytics

How to model subway disruptions using dijsktra in Neo4j Graph Analytics for Snowflake

Identify Similar Patient Journeys in Healthcare Data with Neo4j Graph Analytics

How to find communities affected by fraud using louvain in Neo4j Graph Analytics for Snowflake

Identity Resolution and Transcoding with LiveRamp and Snowflake

Identity Resolution and Transcoding with LiveRamp and Snowflake

Improving ad performance with Facebook's Conversion API (CAPI), using Hightouch and Snowflake.

Improving ad performance with Facebook's Conversion API (CAPI), using Hightouch and Snowflake.

Ingest data from PubSub to Snowflake with Apache Beam

Ingest data from PubSub to Snowflake with Apache Beam

Ingesting data with Snowpipe Streaming using Redpanda Connect

How to use Redpanda Connect and Snowpipe Streaming to ingest data into Snowflake.

Insights to Action With Snowflake and ServiceNow

insights-to-action-with-snowflake-and-servicenow

Insurance Claims Agent

A preconfigured insurance claims agent in Snowflake Intelligence

Integrare un modello ML per i suggerimenti sulle posizioni di Tasty Bytes in una data application React Native

Integrare un modello ML per i suggerimenti sulle posizioni di Tasty Bytes in una data application React Native

Intelligent Jidoka System for EV Manufacturing

AI-powered Overall Process Efficiency platform for EV Gigafactory manufacturing, built on Snowflake Cortex with predictive maintenance, natural language analytics, and autonomous Jidoka intelligence

Intelligent Production Assistant for Oil & Gas

AI-powered operational intelligence platform for upstream oil and gas, built entirely on Snowflake with autonomous agents for production monitoring, HSE compliance, and conversational root cause analysis

Interfacing with ArcGIS Location Services (API) using Snowpark

Calculate ISOChrone or ServiceArea using ArcGIS Location Services (API), natively in Snowflake.

Interoperable Lakehouse with AWS Glue, Snowflake Iceberg Tables, and Snowpark Connect for Apache Spark

Build an interoperable lakehouse architecture using Apache Iceberg with AWS Glue, Catalog-Linked Databases, and Snowpark Connect for true code portability.

Intervention Detection for Retail Support

It centralizes data preparation, statistical modeling, and visualization in Snowsight Notebooks with Snowpark, enabling teams to measure ROI without running randomized controlled trials.

Intra-Company Data Sharing With The Snowflake Internal Marketplace

INTRA-COMPANY DATA SHARING WITH THE SNOWFLAKE INTERNAL MARKETPLACE

Intro to Data Engineering using Python in Snowflake

Through this quickstart guide, you will explore Data engineering in Snowflake using Python

Intro to Data Engineering with Snowpark Python

Introduction to data engineering with Snowpark Python covering DataFrames, UDFs, transformations, pipeline patterns, and best practices.

Intro to Kafka and Snowflake Managed Iceberg

Through this quickstart guide, you will explore how to ingest data from kafka to Iceberg tables.

Intro to Lakehouse Analytics on Snowflake

This quickstart guide shows you how to get started Lakehouse analytics use cases on Snowflake

Intro to Snowpark Container Services

Through this quickstart guide, you will explore Snowpark Container Services

Intro to Snowpark Container Services with Snowflake Python APIs

Through this quickstart guide, you will explore Snowpark Container Services using Python API

Introdução à engenharia de dados e ML com Snowpark para Python

Introdução à engenharia de dados e ML com Snowpark para Python

Introdução à Tasty Bytes

Este é o quickstart guide “Introdução à Tasty Bytes e base de dados“

Introdução ao Snowpark em planilhas Python para Snowflake

Introdução ao Snowpark em planilhas Python para Snowflake

Introducción a la ingeniería de datos y al ML con Snowpark para Python

Introducción a la ingeniería de datos y al ML con Snowpark para Python

Introducción a Snowpark con las hojas de trabajo de Snowflake para Python

Introducción a la ingeniería de datos y al ML con Snowpark para Python

Introducción a Tasty Bytes

Esta es la introducción a la quickstart guide de base de datos de Tasty Bytes

Introduction to Apache Iceberg™

Learn how to create and query Iceberg tables in Snowflake using Snowpark Connect

Introduction to Online Feature Store in Snowflake

Build real-time ML predictions using Snowflake Online Feature Store for low-latency feature serving

Introduction to Snowflake Feature Store with Snowflake Notebooks

This guide give an overview of the key features of Snowflake Feature Store

Introduzione a Tasty Bytes

This is the Tasty Bytes Introduction and Data Foundation Quickstart guide

Investment Portfolio Analytics with Snowflake Cortex

This solution provides a comprehensive AI-powered system for asset management, integrating document search, portfolio analytics, and a conversational AI assistant.

IPO Research Assistant with Cortex AI

This is a guide to setup a IPO Research Assistant Cortex Agent. Tools include AI_EXTRACT over SEC S1 Filings, A Semantic View on company information, Cortex Search over market trend PDFs, and Finnhub API for real-time stock information.

KGQA: Question Answering on Knowledge Graphs Using RelationalAI and Snowflake Cortex AI

This guide shows how to use RelationalAI and Snowflake to create a system that lets a user ask and answer natural language questions on a custom knowledge graph.

Lakehouse Transformations: Build Production Pipelines for your Iceberg Tables

Stop pipeline sprawl and the cost of data duplication. In this advanced lab, you will learn to perform secure, in-place transformations across your entire data estate. You will connect externally managed Iceberg tables with Catalog Linked Databases to always work on fresh data without ETL, build efficient and declarative pipelines with Dynamic Tables for Iceberg preserving multi-engine access to your data, and implement business continuity to ensure your production data is always available.

Lead Scoring with ML-Powered Classification

Shows how marketers can predict the value of leads and new

Learn How Alation Powers Data Intelligence on Snowflake

Connect Alation data catalog with Snowflake for enterprise metadata management, data discovery, and governance workflows.

Leverage dbt Cloud to Generate ML ready pipelines using Snowpark python

This is a sample Snowflake Guide

Liquidity Risk Agent: AI-Powered LCR Forecasting with Snowflake

Cortex-powered liquidity risk management and LCR forecasting in Snowflake

LLM Assisted Medical Coding Extraction for Healthcare in Snowflake

Clinical coding is the task of transforming medical records, usually presented as free texts written by clinicians or as typed texts, into structured codes in a classification system like ICD-10. By completing this QuickStart guide, you will see how fine tuning alleviates the workload on physicians and medical coders, as we aim to advance the implementation of autonomous medical coding. This approach will not only ensure high accuracy and clinical specificity in Medical code extraction but also support various healthcare models paving the way for a more sustainable and effective healthcare environment.

Looker and Snowflake Quickstart

A guide on how to connect Looker to Snowflake using Key-Pair and OAuth authentication, and build a simple dashboard.

Machine Learning with Snowpark Python

This is a sample Snowflake Guide

Machine Learning with Snowpark Python: Credit Card Approval Prediction

Build ML models for credit card approval using Snowpark Python with feature engineering, training, and model deployment workflows.

Manage Risk with a Digital Twin in Manufacturing Data using Neo4j Graph Analytics

How to manage risk in manufacturing using Neo4j Graph Analytics for Snowflake

Many Model Inference in Snowflake

Easily run inference on many models in Snowflake

Marketing Data Foundation Starter Guide

Marketing Data Foundation Starter Guide

Marketing Orchestration and Campaign Intelligence with Hightouch and Snowflake

Marketing Orchestration and Campaign Intelligence with Hightouch and Snowflake

Medical Images Classification using PyTorch in Snowflake

Detect pneumonia in chest x-rays and show how to train a PyTorch image classification model on GPUs through transfer learning from torchvision.Leverage Snowpark Container Service for training and log and manage the trained model in Snowpark Model Registry and deploy either in Snowflake Warehouse(CPUs) or Snowflake Compute pools(CPU or GPU) for inference. Finally, perform inference within Snowflake using a data app built using Streamlit in Snowflake.

Migrate to Snowflake Postgres Using Logical Replication

Learn how to lift and shift existing PostgreSQL workloads into Snowflake Postgres using logical replication for minimal downtime environments

ML Batch Inference with Vision Models in Snowflake

Learn how to run batch inference on images using Vision Models in Snowflake

Modernize XML Processing for Financial Services with Snowpark XML

Snowflake guide on how to process XML with Snowpark

Modernize XML Processing for Financial Services with SQL XML Functions

Snowflake guide on how to process XML with SQL

Modernizing Retail Banking Analytics: Conversational Intelligence for Credit and Loan Portfolios

Build a conversational analytics solution for retail banking using Snowflake Cortex Agents and Semantic Views to analyze credit card and auto loan portfolios.

Monitor Schema Drift in Data Shares with Sharewatch

Step-by-step to set up Sharewatch ( a schema drift monitor for data shares)