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  1. Overview
    • Builders
    • Snowflake DevOps
      • Observability
        • Snowpark Library
        • Snowpark API
        • Spark workloads on Snowflake
        • Machine Learning
        • Snowflake ML
        • Snowpark Code Execution Environments
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        • Functions and procedures
        • Logging, Tracing, and Metrics
        • Snowflake APIs
        • Snowflake Python APIs
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        • SQL API
        • Apps
        • Streamlit in Snowflake
          1. About Streamlit in Snowflake
            • Getting started
              1. Deploy a sample app
                • Create and deploy Streamlit apps using Snowsight
                  • Create and deploy Streamlit apps using SQL
                    • Create and deploy Streamlit apps using Snowflake CLI
                    • Streamlit object management
                      1. Billing considerations
                        • Security considerations
                          • Privilege requirements
                            • Understanding owner's rights
                              • PrivateLink
                                • Logging and tracing
                                • App development
                                  1. Runtime environments
                                    • Dependency management
                                      • File organization
                                        • Secrets and configuration
                                          • Editing your app
                                          • Migrations and upgrades
                                            1. Identify your app type
                                              • Migrate to a container runtime
                                                • Migrate from ROOT_LOCATION
                                                • Features
                                                  1. Git integration
                                                    • External access
                                                      • Row access policies
                                                        • Sleep timer
                                                        • Limitations and library changes
                                                          • Troubleshooting Streamlit in Snowflake
                                                            • Release notes
                                                              • Streamlit open-source library documentation
                                                            • Snowflake Native App Framework
                                                            • Snowflake Declarative Sharing
                                                            • Snowflake Native SDK for Connectors
                                                            • External Integration
                                                            • External Functions
                                                            • Kafka and Spark Connectors
                                                            • Snowflake Scripting
                                                            • Snowflake Scripting Developer Guide
                                                            • Tools
                                                            • Snowflake CLI
                                                                1. Introduction
                                                                  • Installing Snowflake CLI
                                                                    • Configuring Snowflake CLI and connecting to Snowflake
                                                                    • Bootstrapping a project from a template
                                                                      • Project definition files
                                                                      • Managing Snowflake objects
                                                                        • Managing Snowflake stages
                                                                          • Managing Container Services
                                                                          • Using Snowpark APIs
                                                                          • Working with notebooks
                                                                            • Working with Streamlit in Snowflake
                                                                            • Using Snowflake Native Apps
                                                                            • Executing SQL
                                                                              • Managing Snowflake Git repositories
                                                                              • Managing data pipelines
                                                                                  1. Managing dbt projects in Snowflake CLI
                                                                                • Integrating CI/CD with Snowflake CLI
                                                                                  • Migrating from SnowSQL
                                                                                    • Command reference
                                                                                • Git
                                                                                • Drivers
                                                                                • Overview
                                                                                • Considerations when drivers reuse sessions
                                                                                  • Scala versions
                                                                                    • Reference
                                                                                    • API Reference
                                                                                      DeveloperSnowflake CLIManaging data pipelines

                                                                                      Managing data pipelines in Snowflake CLI¶

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                                                                                      • Managing dbt Projects on Snowflake using Snowflake CLI

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                                                                                      1. Snowflake CLI
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