Snowflake-Labs/snowpark-python-demos

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Snowflake-Labs/snowpark-python-demos

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This repository provides various demos/examples of using Snowpark for Python.

Snowpark For Python Demos

This repository provides various demos/examples of using Snowpark for Python. Please navigate to each of the subfolders to learn more about a specific demo/example.

Snowpark For Python Overview

The Snowpark for Python library provides intuitive API for querying and processing data using DataFrames. Using this library, you can build applications that process data in Snowflake without having to first move data out of Snowflake. The library also enables data application developers to run complex transformations within Snowflake (using User-Defined Functions, User-Defined Table Functions, and Stored Procedures) while taking advantage of the built-in unlimited scalability, performance, governance and security features.

Snowpark For Python: API Source Code | Developer Guide | API Reference

Snowpark For Python QuickStart Guides

Developer Resources

For more resources, please visit Snowpark Day.

snowflake-arctic

schemachange

A Database Change Management tool for Snowflake

sfquickstarts

Follow along with our tutorials to get you up and running with the Snowflake Data Cloud.

awesome-snowflake

A curated list of resources about Snowflake

snowflake-demo-streamlit

This repo contains a collection of Streamlit in Snowflake demos, tutorials, and examples

snowflake-demo-notebooks

Collection of Snowflake Notebook demos, tutorials, and examples

Jupyter Notebook

sf-samples

Sample files, code snippets and downloads for Snowflake labs and tutorials.

sfguide-frosty-llm-chatbot-on-streamlit-snowflake

An LLM-powered Streamlit chatbot for data exploration and question answering on Snowflake

dbt_constraints

This package generates database constraints based on the tests in a dbt project

sansshell

A non-interactive daemon for host management

sfguide-data-engineering-with-snowpark-python

Excelerator

This is an Excel Addin for Windows that reads and writes data to Snowflake

sfgrantreport

Snowflake Grant Report offers a way of visualizing role hierarchy and rapid diagnosis of as-is permissions, giving customers insight without difficult discovery.

sfguide-getting-started-dataengineering-ml-snowpark-python

Jupyter Notebook

semantic-model-generator

django-snowflake

sfsnowsightextensions

Snowflake Snowsight Extensions enables manipulation of Snowsight features from command-line

snowpark-python-template

Python project template for Snowpark development

sfguide-intro-to-machine-learning-with-snowflake-ml-for-python

Jupyter Notebook

roleout

arctic-embed

Jupyter Notebook

sfguide-getting-started-machine-learning

Jupyter Notebook

sqltools-snowflake-driver

A Snowflake driver for the SQLTools VSCode extension.

snowpark-containers-llama-2-sample

sfguide-getting-started-snowpark-python

Quickstart: Getting Started with Snowpark Python

Jupyter Notebook

mlflow-snowflake

sfguide-citibike-ml-snowpark-python

Jupyter Notebook

sfguide-recommender-pipeline

Snowflake Guide: Building a Recommendation Engine Using Snowflake & Amazon SageMaker

snowpark-extensions-py

snowflake-vcrpy

A PyTest plugin to speed up your tests which depend on Snowflake sessions

terraform-snowflake-api-integration-with-geff-aws

Terraform module to create resources across the Snowflake and AWS providers and establish proper relationships within those resources.

snowsql-formatter

snowpark-devops

snowflake-cli-action

Github Action enabling easy use of Snowflake CLI in your CI/CD workflows

sfguide-twitter-auto-ingest

Learn how to auto-ingest streaming data into Snowflake using Snowpipe.

sfquickstart-data-clean-room

sfguide-external-functions-examples

sfguide-getting-started-with-native-apps

lezer-snowsql

sfguide-data-engineering-with-snowpark-python-intro

sfguide-spcs-cortex-reactjs-flask-app

sfguide-snowflake-python-api

Guide for running a custom API Powered by Snowflake in Python

terraform-snowflake-storage-integration-aws

To create the base infrastructure for storage only pipelines that load data from S3 to Snowflake.

geff

sfguide_snowpark_on_jupyter

Jupyter Notebooks with Snowpark

Jupyter Notebook

sfguide-native-apps-chairlift

Snowflake Native Application sample demonstrating data sharing and analysis using a fictional Chairlift manufacturer.

icetire

Data Science Sandbox for Snowflake

Jupyter Notebook

streamlit-examples

sfguide-getting-started-weaviate-on-spcs

The code in this repository deploys Weaviate into Snowpark Container Services (SPCS), demonstrating how to run Weaviate in Snowflake.

Jupyter Notebook

sfguide-financial-asset-management

Snowflake demo for Financial Services

sfguide-getting-started-with-cortex-analyst

sfguide-data-apps-demo

sfguide-getting-started-with-snowflake-devops

SC.DDLExportScripts

Collection of utility scripts to extract code so it can be upgraded to SnowFlake using the SnowConvert tool.

sfguide-data-crawler

Generate descriptions of Snowflake tables and views with LLMs

Sentry

builder-workshops

sfguide-blog-ai-assistant

sfguide-snowpark-pytorch-streamlit-openai-image-rec

EDMC-CDMC-v1-14-Control_Mapping

Controls that will be used in Snowflake to satisfy the EDMC's CDMC framework.

OpenLineage-AccessHistory-Setup

Guideline to extract table lineage info in OpenLineage format from access history view

sfguide-getting-started-with-snowflake-arctic-and-snowflake-cortex

Jupyter Notebook

sfguide-tasty-bytes-snowpark-101-for-data-science

Jupyter Notebook

sfguide-snowpark-for-python-streamlit

sfguide-snowpark-scikit-learn

Jupyter Notebook

aws-integrations-cloudops

Snowflake & AWS Service Catalog Integration

spcs-updates

SFSimilarity

Similarity and Distance functions for Snowflake

sfguide-getting-started-snowpark-scala

Snowpark Twitter Sentiment Analysis Example

Snowflake-HL7V2-Parsing

sfguide-data-engineering-with-notebooks

Jupyter Notebook

sfguide-intro-to-snowpark-container-services

cortex-search

sfguide-terraform-sample

Sample project for the guide Terraforming Snowflake

sfguide-vault-snowflakepasswords

vault-snowflakepasswords-sample is a sample Hashicorp Vault database plugin designed to work with the Snowflake Data Platform

terraform-snowflake-snowalert

Terraformed version of Snowalert

sfguide-sporting-events-prediction-using-snowpark-ml

Jupyter Notebook

sfguide-getting-started-with-generative-ai-snowflake-external-functions-streamlit

sfguide-marketplace-accelerator2.0

Snowflake Marketplace Accelerator 2.0 speeds up monteization and inter/intra org collaboration

snowpark-extensions

Useful Extensions to be used when modernizing projects from Spark to Snowpark

sfguide-build-and-deploy-snowpark-ml-models-using-streamlit-snowflake-notebooks

sfguide-getting-started-with-pandas-on-snowflake

Jupyter Notebook

sfguide-data-engineering-pipelines-with-pandas-on-snowflake

Jupyter Notebook

sqlpack

sfguide-text-embedding-snowpark-container-service

A pure-Python approach to packaging a text embedding model into a Snowpark Container Services service

snowflake-maven-gradle-plugins

Maven and Gradle plugins to deploy your UDFs and stored procedures to Snowflake

snowpark-scala-template

Scala project template for Snowpark development

sfguide_failover_scripts

Env setup for the replication/failover hands on lab

devday2024-oss-demo

Jupyter Notebook

sfguide-cohort-builder

modern-data-engineering-snowflake

Companion repository that goes along with Snowflake's "Introduction to Modern Data Engineering with Snowflake" course on Coursera

terraform-snowflake-snowpipe-aws

Terraform module for creating Snowpipe to ingest data from AWS S3 bucket

sfguide-getting-started-with-iceberg-tables

Jupyter Notebook

sfguide-prompt-engineering-and-llm-evaluation

sfguide-snowflake-java-api

Guide for running a custom API Powered by Snowflake in java

sfguide-getting-started-snowpark-python-sagemaker

Jupyter Notebook

sfguide-aws-autopilot-integration

snowpark-java-template

Java project template for Snowpark development

sfguide-getting-started-snowpark-python-feast

Jupyter Notebook

sfguide-snowpark-python-top-three-tips-for-optimal-performance

Jupyter Notebook