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  1. Overview
    • Builders
    • Snowflake DevOps
      • Observability
        • Snowpark Library
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        • Streamlit in Snowflake
          1. About Streamlit in Snowflake
            • Getting started
              1. Getting started with Streamlit in Snowflake
                • Example: Build a personalized data dashboard
                  • Example: Build a form that writes to Snowflake
                  • Streamlit object management
                    1. Billing considerations
                      • Security considerations
                        • Privilege requirements
                          • Understanding owner's rights
                            • PrivateLink
                            • App development
                              1. Create your app
                                • Edit your app
                                  • Manage your app
                                    • Delete your app
                                      • Runtime environments
                                        • Dependency management
                                          • File organization
                                            • Secrets and configuration
                                              • Personalization with user information
                                              • Migrations and upgrades
                                                1. Identify your app type
                                                  • Migrate to a container runtime
                                                    • Migrate from ROOT_LOCATION
                                                    • Features
                                                      1. External access
                                                        • Git integration
                                                          • Restricted caller's rights
                                                            • Logging and tracing
                                                              • Row access policies
                                                                • Sharing Streamlit in Snowflake apps
                                                                  • Sleep timer
                                                                  • Limitations and library changes
                                                                    • Troubleshooting Streamlit in Snowflake
                                                                      • 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

                                                                                            • Managing DCM projects using Snowflake CLI

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                                                                                            1. Snowflake CLI