# Snowflake Documentation — Developer Guide

> UDFs, stored procedures, drivers (JDBC, ODBC, Python, Go, Node.js), SQL API, logging, tracing, and extensibility.

- [.NET Driver](https://docs.snowflake.com/en/developer-guide/dotnet/dotnet-driver.md)
- [About Declarative Sharing in the Native Application Framework](https://docs.snowflake.com/en/developer-guide/declarative-sharing/about.md)
- [About the SQL API endpoints](https://docs.snowflake.com/en/developer-guide/sql-api/about-endpoints.md)
- [Access a shared workspace in a Declarative Share](https://docs.snowflake.com/en/developer-guide/declarative-sharing/consumer/access-shared-workspace.md)
- [Access content in a Declarative Share](https://docs.snowflake.com/en/developer-guide/declarative-sharing/consumer/access-app-content.md)
- [Access to cloud service file data with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-file-data.md)
- [Accessing data from a Java stored procedure](https://docs.snowflake.com/en/developer-guide/stored-procedure/java/procedure-java-access-data.md)
- [Accessing data from a Python stored procedure](https://docs.snowflake.com/en/developer-guide/stored-procedure/python/procedure-python-access-data.md)
- [Accessing data with Scala from stored procedures created with SQL](https://docs.snowflake.com/en/developer-guide/stored-procedure/scala/procedure-scala-access-data.md)
- [Add Anaconda packages to a notebook](https://docs.snowflake.com/en/developer-guide/declarative-sharing/add-packages.md)
- [Adding custom spans to a trace](https://docs.snowflake.com/en/developer-guide/logging-tracing/tracing-custom-spans.md)
- [Apache Iceberg tables with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-iceberg.md)
- [API Reference for Access to Secrets](https://docs.snowflake.com/en/developer-guide/external-network-access/secret-api-reference.md)
- [Application Packages in Declarative Sharing in the Native Application Framework](https://docs.snowflake.com/en/developer-guide/declarative-sharing/package.md)
- [Application roles: Allow consumers to share different views of the same data](https://docs.snowflake.com/en/developer-guide/declarative-sharing/app-roles.md)
- [Async support in Snowflake SQLAlchemy](https://docs.snowflake.com/en/developer-guide/sqlalchemy/sqlalchemy-async.md)
- [Authenticating connections](https://docs.snowflake.com/en/developer-guide/node-js/nodejs-driver-authenticate.md)
- [Authenticating to the server](https://docs.snowflake.com/en/developer-guide/sql-api/authenticating.md)
- [Authentication and connection options](https://docs.snowflake.com/en/developer-guide/sqlalchemy/sqlalchemy-auth.md)
- [Business Continuity and Disaster Recovery for Declarative Sharing](https://docs.snowflake.com/en/developer-guide/declarative-sharing/bcdr.md)
- [Calling a stored procedure](https://docs.snowflake.com/en/developer-guide/stored-procedure/stored-procedures-calling.md)
- [Canceling the execution of a SQL statement](https://docs.snowflake.com/en/developer-guide/sql-api/cancelling-requests.md)
- [Capturing messages from unhandled exceptions](https://docs.snowflake.com/en/developer-guide/logging-tracing/unhandled-exception-messages.md)
- [Choosing whether to write a stored procedure or a user-defined function](https://docs.snowflake.com/en/developer-guide/stored-procedures-vs-udfs.md)
- [Cloud storage with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-cloud-storage.md)
- [code_bundle.yml reference](https://docs.snowflake.com/en/developer-guide/code-bundles/code-bundle-yml-reference.md)
- [Collecting metrics data](https://docs.snowflake.com/en/developer-guide/logging-tracing/metrics.md)
- [Common setup for Snowflake Python APIs tutorials](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/tutorials/common-setup.md)
- [Configuring log levels and files](https://docs.snowflake.com/en/developer-guide/node-js/nodejs-driver-logs.md)
- [Configuring the JDBC Driver](https://docs.snowflake.com/en/developer-guide/jdbc/jdbc-configure.md)
- [Connect to a Git repository over a private network](https://docs.snowflake.com/en/developer-guide/git/git-setting-up-private.md)
- [Connect to a Git repository over a public network](https://docs.snowflake.com/en/developer-guide/git/git-setting-up-public.md)
- [Connect to Snowflake with the Snowflake Python APIs](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-connecting-snowflake.md)
- [Connecting to Snowflake with SQLAlchemy](https://docs.snowflake.com/en/developer-guide/sqlalchemy/sqlalchemy-connect.md)
- [Connecting to Snowflake with the Python Connector](https://docs.snowflake.com/en/developer-guide/python-connector/python-connector-connect.md)
- [Considerations when reusing a session or connection among multiple threads](https://docs.snowflake.com/en/developer-guide/driver-connections.md)
- [Consuming results](https://docs.snowflake.com/en/developer-guide/node-js/nodejs-driver-consume.md)
- [Controlling global state in scalar Scala UDFs](https://docs.snowflake.com/en/developer-guide/udf/scala/udf-scala-optimizing.md)
- [Costs of external network access](https://docs.snowflake.com/en/developer-guide/external-network-access/external-network-access-billing.md)
- [Costs of telemetry data collection](https://docs.snowflake.com/en/developer-guide/logging-tracing/logging-tracing-billing.md)
- [Creating a Java UDF handler](https://docs.snowflake.com/en/developer-guide/udf/java/udf-java-creating.md)
- [Creating a Listing using Declarative Sharing](https://docs.snowflake.com/en/developer-guide/declarative-sharing/listing.md)
- [Creating a stored procedure](https://docs.snowflake.com/en/developer-guide/stored-procedure/stored-procedures-creating.md)
- [Creating a stored procedure from a Python worksheet](https://docs.snowflake.com/en/developer-guide/stored-procedure/python/procedure-python-create-worksheet.md)
- [Creating a user-defined function](https://docs.snowflake.com/en/developer-guide/udf/udf-creating-sql.md)
- [Creating and calling stored procedures](https://docs.snowflake.com/en/developer-guide/sql-api/using-stored-procedures.md)
- [Creating and using an external access integration](https://docs.snowflake.com/en/developer-guide/external-network-access/creating-using-external-network-access.md)
- [Creating Python UDFs](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-creating.md)
- [Data Type Mappings Between SQL and Handler Languages](https://docs.snowflake.com/en/developer-guide/udf-stored-procedure-data-type-mapping.md)
- [Data type support in SQLAlchemy](https://docs.snowflake.com/en/developer-guide/sqlalchemy/sqlalchemy-data-types.md)
- [DataFrame support for Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-dataframe-support.md)
- [Dataset support for Snowpark Connect for Spark (Java/Scala)](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-dataset-support.md)
- [DDL features in SQLAlchemy](https://docs.snowflake.com/en/developer-guide/sqlalchemy/sqlalchemy-ddl.md)
- [Declarative App Consumer-Side Execution Model](https://docs.snowflake.com/en/developer-guide/declarative-sharing/consumer/consumer-execution.md)
- [Declarative Share command reference](https://docs.snowflake.com/en/developer-guide/declarative-sharing/command-reference.md)
- [Declarative Share manifest reference](https://docs.snowflake.com/en/developer-guide/declarative-sharing/manifest-reference.md)
- [Declarative Sharing in Native Apps: Limitations](https://docs.snowflake.com/en/developer-guide/declarative-sharing/limitations.md)
- [Defining arguments for UDFs and stored procedures](https://docs.snowflake.com/en/developer-guide/udf-stored-procedure-arguments.md)
- [Dependency databases: Managing cross-database references](https://docs.snowflake.com/en/developer-guide/declarative-sharing/dependency-databases.md)
- [Dependency management policy for the Python Connector](https://docs.snowflake.com/en/developer-guide/python-connector/python-connector-dependencies.md)
- [Design Guidelines and Constraints for Functions and Procedures](https://docs.snowflake.com/en/developer-guide/udf-stored-procedure-guidelines.md)
- [Designing Handlers that Stay Within Snowflake-Imposed Constraints](https://docs.snowflake.com/en/developer-guide/udf-stored-procedure-constraints.md)
- [Designing Java UDFs](https://docs.snowflake.com/en/developer-guide/udf/java/udf-java-designing.md)
- [Designing Python UDFs](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-designing.md)
- [Determining the number of rows affected by SQL statements](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/dml-status.md)
- [Develop in Snowflake Workspaces](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-snowflake-workspaces.md)
- [Develop with a local IDE](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-local-ide.md)
- [Developing with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-development.md)
- [Development clients for Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-clients.md)
- [DevOps with Snowflake](https://docs.snowflake.com/en/developer-guide/builders/devops-with-snowflake.md)
- [Distributing workloads that fetch results with the Snowflake Connector for Python](https://docs.snowflake.com/en/developer-guide/python-connector/python-connector-distributed-fetch.md)
- [DML and bulk operations in SQLAlchemy](https://docs.snowflake.com/en/developer-guide/sqlalchemy/sqlalchemy-dml.md)
- [Downloading / integrating the JDBC Driver](https://docs.snowflake.com/en/developer-guide/jdbc/jdbc-download.md)
- [Downloading the ODBC Driver 3.x](https://docs.snowflake.com/en/developer-guide/odbc/odbc-download-3x.md)
- [Downloading the ODBC Driver 4.x](https://docs.snowflake.com/en/developer-guide/odbc/odbc-download.md)
- [Drivers](https://docs.snowflake.com/en/developer-guide/drivers.md)
- [Editing notebooks in a Declarative Share](https://docs.snowflake.com/en/developer-guide/declarative-sharing/live-editing.md)
- [Emitting metrics data from handler code](https://docs.snowflake.com/en/developer-guide/logging-tracing/metrics-handler.md)
- [Emitting trace events in Java](https://docs.snowflake.com/en/developer-guide/logging-tracing/tracing-java.md)
- [Emitting trace events in JavaScript](https://docs.snowflake.com/en/developer-guide/logging-tracing/tracing-javascript.md)
- [Emitting trace events in Python](https://docs.snowflake.com/en/developer-guide/logging-tracing/tracing-python.md)
- [Emitting trace events in Scala](https://docs.snowflake.com/en/developer-guide/logging-tracing/tracing-scala.md)
- [Emitting trace events in Snowflake Scripting](https://docs.snowflake.com/en/developer-guide/logging-tracing/tracing-snowflake-scripting.md)
- [Enabling telemetry collection](https://docs.snowflake.com/en/developer-guide/logging-tracing/logging-tracing-enabling.md)
- [Environment setup for Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-environment-setup.md)
- [Event table columns](https://docs.snowflake.com/en/developer-guide/logging-tracing/event-table-columns.md)
- [Event table overview](https://docs.snowflake.com/en/developer-guide/logging-tracing/event-table-setting-up.md)
- [Examples for common use cases of Snowflake Scripting](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/use-cases.md)
- [Examples of using Git with Snowflake](https://docs.snowflake.com/en/developer-guide/git/git-examples.md)
- [Executing a UDF](https://docs.snowflake.com/en/developer-guide/udf/udf-calling-sql.md)
- [Executing Snowflake SQL with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-executing-sql.md)
- [Executing Snowflake SQL with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-snowflake-sql.md)
- [Executing statements](https://docs.snowflake.com/en/developer-guide/node-js/nodejs-driver-execute.md)
- [Extending Snowflake with Functions and Procedures](https://docs.snowflake.com/en/developer-guide/extensibility.md)
- [External data sources with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-external-data-sources.md)
- [External network access and private connectivity on AWS](https://docs.snowflake.com/en/developer-guide/external-network-access/creating-using-private-aws.md)
- [External network access and private connectivity on Google Cloud](https://docs.snowflake.com/en/developer-guide/external-network-access/creating-using-private-gcp.md)
- [External network access and private connectivity on Microsoft Azure](https://docs.snowflake.com/en/developer-guide/external-network-access/creating-using-private-azure.md)
- [External network access best practices](https://docs.snowflake.com/en/developer-guide/external-network-access/external-network-access-best-practices.md)
- [External network access examples](https://docs.snowflake.com/en/developer-guide/external-network-access/external-network-access-examples.md)
- [External network access limitations](https://docs.snowflake.com/en/developer-guide/external-network-access/external-network-access-limitations.md)
- [External network access overview](https://docs.snowflake.com/en/developer-guide/external-network-access/external-network-access-overview.md)
- [File I/O with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-file-io.md)
- [FIPS 140-3 considerations for drivers built on the Universal Core](https://docs.snowflake.com/en/developer-guide/universal-core/universal-core-fips.md)
- [General Scala UDF handler coding guidelines](https://docs.snowflake.com/en/developer-guide/udf/scala/udf-scala-general.md)
- [Getting details about an error](https://docs.snowflake.com/en/developer-guide/sql-api/handling-errors.md)
- [Getting started with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-getting-started.md)
- [Getting the query ID of the last query](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/query-id.md)
- [Git in Snowflake limitations](https://docs.snowflake.com/en/developer-guide/git/git-limitations.md)
- [Go Snowflake Driver](https://docs.snowflake.com/en/developer-guide/golang/go-driver.md)
- [Granting privileges for user-defined functions](https://docs.snowflake.com/en/developer-guide/udf/udf-access-control.md)
- [Handling exceptions](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/exceptions.md)
- [Handling responses](https://docs.snowflake.com/en/developer-guide/sql-api/handling-responses.md)
- [High-level caller privileges](https://docs.snowflake.com/en/developer-guide/restricted-callers-rights/high-level-caller-privileges.md)
- [How Snowflake represents trace events](https://docs.snowflake.com/en/developer-guide/logging-tracing/tracing-how-events-work.md)
- [Initializing shared state once in Python UDFs](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-init-once.md)
- [Install a Declarative Share](https://docs.snowflake.com/en/developer-guide/declarative-sharing/consumer/install.md)
- [Install Snowpark Submit](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-submit-install.md)
- [Install the Snowflake Python APIs library](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-installing.md)
- [Installing and configuring the ODBC Driver 3.x for Linux](https://docs.snowflake.com/en/developer-guide/odbc/odbc-linux-3x.md)
- [Installing and configuring the ODBC Driver 3.x for macOS](https://docs.snowflake.com/en/developer-guide/odbc/odbc-mac-3x.md)
- [Installing and configuring the ODBC Driver 3.x for Windows](https://docs.snowflake.com/en/developer-guide/odbc/odbc-windows-3x.md)
- [Installing and configuring the ODBC Driver 4.x for Linux](https://docs.snowflake.com/en/developer-guide/odbc/odbc-linux.md)
- [Installing and configuring the ODBC Driver 4.x for macOS](https://docs.snowflake.com/en/developer-guide/odbc/odbc-mac.md)
- [Installing and configuring the ODBC Driver 4.x for Windows](https://docs.snowflake.com/en/developer-guide/odbc/odbc-windows.md)
- [Installing the Node.js Driver](https://docs.snowflake.com/en/developer-guide/node-js/nodejs-driver-install.md)
- [Installing the Python Connector](https://docs.snowflake.com/en/developer-guide/python-connector/python-connector-install.md)
- [Integrate customer-hosted Python artifact repositories](https://docs.snowflake.com/en/developer-guide/udf/python/customer-hosted-python-artifact-repositories.md)
- [Introduction to Declarative Sharing in the Native Application Framework](https://docs.snowflake.com/en/developer-guide/declarative-sharing/introduction.md)
- [Introduction to Java UDFs](https://docs.snowflake.com/en/developer-guide/udf/java/udf-java-introduction.md)
- [Introduction to JavaScript UDFs](https://docs.snowflake.com/en/developer-guide/udf/javascript/udf-javascript-introduction.md)
- [Introduction to Python UDFs](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-introduction.md)
- [Introduction to Scala UDFs](https://docs.snowflake.com/en/developer-guide/udf/scala/udf-scala-introduction.md)
- [Introduction to SQL UDFs](https://docs.snowflake.com/en/developer-guide/udf/sql/udf-sql-introduction.md)
- [Introduction to the SQL API](https://docs.snowflake.com/en/developer-guide/sql-api/intro.md)
- [Java handler examples for stored procedures](https://docs.snowflake.com/en/developer-guide/stored-procedure/java/procedure-java-examples.md)
- [Java requirements for the JDBC Driver](https://docs.snowflake.com/en/developer-guide/jdbc/java-install.md)
- [Java stored procedure limitations](https://docs.snowflake.com/en/developer-guide/stored-procedure/java/procedure-java-limitations.md)
- [Java UDF handler examples](https://docs.snowflake.com/en/developer-guide/udf/java/udf-java-cookbook.md)
- [Java UDF limitations](https://docs.snowflake.com/en/developer-guide/udf/java/udf-java-limitations.md)
- [JavaScript stored procedures API](https://docs.snowflake.com/en/developer-guide/stored-procedure/stored-procedures-api.md)
- [JavaScript UDF limitations](https://docs.snowflake.com/en/developer-guide/udf/javascript/udf-javascript-limitations.md)
- [JDBC data sources for Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-jdbc.md)
- [JDBC Datasources Setup for Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-jdbc-datasources.md)
- [JDBC Driver](https://docs.snowflake.com/en/developer-guide/jdbc/jdbc.md)
- [JDBC Driver API support](https://docs.snowflake.com/en/developer-guide/jdbc/jdbc-api.md)
- [JDBC Driver connection parameter reference](https://docs.snowflake.com/en/developer-guide/jdbc/jdbc-parameters.md)
- [JDBC Driver diagnostic service](https://docs.snowflake.com/en/developer-guide/jdbc/jdbc-diagnostic-service.md)
- [Keeping handler code in-line or on a stage](https://docs.snowflake.com/en/developer-guide/inline-or-staged.md)
- [Known limitations of Snowflake SQLAlchemy](https://docs.snowflake.com/en/developer-guide/sqlalchemy/sqlalchemy-limitations.md)
- [Limitations for Scala in stored procedures created with SQL](https://docs.snowflake.com/en/developer-guide/stored-procedure/scala/procedure-scala-limitations.md)
- [Logging and tracing limitations](https://docs.snowflake.com/en/developer-guide/logging-tracing/logging-tracing-limitations.md)
- [Logging messages from functions and procedures](https://docs.snowflake.com/en/developer-guide/logging-tracing/logging.md)
- [Logging messages in Java](https://docs.snowflake.com/en/developer-guide/logging-tracing/logging-java.md)
- [Logging messages in JavaScript](https://docs.snowflake.com/en/developer-guide/logging-tracing/logging-javascript.md)
- [Logging messages in Python](https://docs.snowflake.com/en/developer-guide/logging-tracing/logging-python.md)
- [Logging messages in Scala](https://docs.snowflake.com/en/developer-guide/logging-tracing/logging-scala.md)
- [Logging messages in Snowflake Scripting](https://docs.snowflake.com/en/developer-guide/logging-tracing/logging-snowflake-scripting.md)
- [Logging, tracing, and metrics](https://docs.snowflake.com/en/developer-guide/logging-tracing/logging-tracing-overview.md)
- [Making dependencies available to your code](https://docs.snowflake.com/en/developer-guide/upload-dependencies.md)
- [Managing connections](https://docs.snowflake.com/en/developer-guide/node-js/nodejs-driver-connect.md)
- [Managing data loading and unloading resources with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-data-loading.md)
- [Managing Snowflake accounts and managed accounts with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-accounts.md)
- [Managing Snowflake alerts with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-alerts.md)
- [Managing Snowflake databases, schemas, tables, and views with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-databases.md)
- [Managing Snowflake dynamic tables with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-dynamic-tables.md)
- [Managing Snowflake functions and stored procedures with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-functions-procedures.md)
- [Managing Snowflake integrations with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-integrations.md)
- [Managing Snowflake network policies with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-network-policies.md)
- [Managing Snowflake Notebooks with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-notebooks.md)
- [Managing Snowflake streams with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-streams.md)
- [Managing Snowflake tasks and task graphs with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-tasks.md)
- [Managing Snowflake users, roles, and grants with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-user-roles.md)
- [Managing Snowflake virtual warehouses with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-warehouses.md)
- [Managing Snowpark Container Services (including service functions) with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-containers.md)
- [Managing tags with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-managing-tags.md)
- [Metrics limitations](https://docs.snowflake.com/en/developer-guide/logging-tracing/metrics-limitations.md)
- [Migrating from JDBC Driver 3.x to JDBC Driver 4.x](https://docs.snowflake.com/en/developer-guide/jdbc/jdbc-migration.md)
- [Migrating from JDBC Driver 4.x to 5.x](https://docs.snowflake.com/en/developer-guide/jdbc/jdbc-migrate-5x.md)
- [Migrating from ODBC Driver 3.x to 4.x](https://docs.snowflake.com/en/developer-guide/odbc/odbc-migration.md)
- [Migrating Snowflake SQLAlchemy from 1.x to 2.x](https://docs.snowflake.com/en/developer-guide/sqlalchemy/sqlalchemy-migrate.md)
- [Migrating to Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-migration-agent.md)
- [Monitoring Snowpark Connect for Spark workloads](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-monitoring.md)
- [Monitoring Usage with Declarative Sharing in the Native Application Framework](https://docs.snowflake.com/en/developer-guide/declarative-sharing/monitoring.md)
- [Naming and overloading procedures and UDFs](https://docs.snowflake.com/en/developer-guide/udf-stored-procedure-naming-conventions.md)
- [Node.js Driver](https://docs.snowflake.com/en/developer-guide/node-js/nodejs-driver.md)
- [Node.js options reference](https://docs.snowflake.com/en/developer-guide/node-js/nodejs-driver-options.md)
- [Observability in Snowflake apps](https://docs.snowflake.com/en/developer-guide/builders/observability.md)
- [ODBC configuration and connection parameters](https://docs.snowflake.com/en/developer-guide/odbc/odbc-parameters.md)
- [ODBC Driver](https://docs.snowflake.com/en/developer-guide/odbc/odbc.md)
- [ODBC Driver 4.x overview](https://docs.snowflake.com/en/developer-guide/odbc/odbc-universal-core.md)
- [ODBC Driver API support](https://docs.snowflake.com/en/developer-guide/odbc/odbc-api.md)
- [ODBC Driver diagnostic service](https://docs.snowflake.com/en/developer-guide/odbc/odbc-diagnostic-service.md)
- [Optimizing Snowpark Connect for Spark workloads](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-optimization.md)
- [Orchestrating Snowpark Connect for Spark workloads](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-orchestration.md)
- [Package Versions in Declarative Sharing in the Native Application Framework](https://docs.snowflake.com/en/developer-guide/declarative-sharing/versioning.md)
- [Packages policies](https://docs.snowflake.com/en/developer-guide/udf/python/packages-policy.md)
- [Packaging Handler Code](https://docs.snowflake.com/en/developer-guide/udf-stored-procedure-building.md)
- [Packaging Java or Scala Handler Code with Maven](https://docs.snowflake.com/en/developer-guide/udf-stored-procedure-build-maven.md)
- [Packaging Scala Handler Code with sbt](https://docs.snowflake.com/en/developer-guide/udf-stored-procedure-build-sbt.md)
- [Passing references for objects and queries to stored procedures](https://docs.snowflake.com/en/developer-guide/stored-procedure/stored-procedures-calling-references.md)
- [PHP PDO Driver for Snowflake](https://docs.snowflake.com/en/developer-guide/php-pdo/php-pdo-driver.md)
- [Profiling Python procedure handler code](https://docs.snowflake.com/en/developer-guide/stored-procedure/python/procedure-python-profiler.md)
- [Profiling Snowpark Python user-defined function handlers](https://docs.snowflake.com/en/developer-guide/udf/python/profiling-udf-handlers.md)
- [Protecting Sensitive Information with Secure UDFs and Stored Procedures](https://docs.snowflake.com/en/developer-guide/secure-udf-procedure.md)
- [Pushdown Optimization and Data Visibility](https://docs.snowflake.com/en/developer-guide/pushdown-optimization.md)
- [PySpark APIs supported for Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-supported-apis.md)
- [Python Connector API](https://docs.snowflake.com/en/developer-guide/python-connector/python-connector-api.md)
- [Python handler examples for stored procedures](https://docs.snowflake.com/en/developer-guide/stored-procedure/python/procedure-python-examples.md)
- [Python stored procedure limitations](https://docs.snowflake.com/en/developer-guide/stored-procedure/python/procedure-python-limitations.md)
- [Python UDF handler examples](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-examples.md)
- [Python UDF limitations](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-limitations.md)
- [Python user-defined aggregate functions](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-aggregate-functions.md)
- [Reading files with a Java stored procedure](https://docs.snowflake.com/en/developer-guide/stored-procedure/java/procedure-java-read-files.md)
- [Reading files with a Python stored procedure](https://docs.snowflake.com/en/developer-guide/stored-procedure/python/procedure-python-read-files.md)
- [Reading files with a Scala stored procedure](https://docs.snowflake.com/en/developer-guide/stored-procedure/scala/procedure-scala-read-files.md)
- [Restricted caller's rights](https://docs.snowflake.com/en/developer-guide/restricted-callers-rights.md)
- [Returning a value](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/return.md)
- [Returning tabular data from a Java stored procedure](https://docs.snowflake.com/en/developer-guide/stored-procedure/java/procedure-java-tabular-data.md)
- [Returning tabular data from a Python stored procedure](https://docs.snowflake.com/en/developer-guide/stored-procedure/python/procedure-python-tabular-data.md)
- [Returning tabular with Scala in stored procedures created with SQL](https://docs.snowflake.com/en/developer-guide/stored-procedure/scala/procedure-scala-tabular-data.md)
- [Run Apache Spark™ workloads on Snowflake with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-overview.md)
- [Run ML Jobs with Code Bundles](https://docs.snowflake.com/en/developer-guide/code-bundles/ml-code-bundles.md)
- [Run Spark workloads from Snowflake Notebooks](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-workloads-snowflake-notebook.md)
- [Run Spark workloads from VS Code, Jupyter Notebooks, or a terminal](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-workloads-jupyter.md)
- [Samples: External data sources with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-samples-external-data.md)
- [Samples: File transformation with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-samples-file-transformation.md)
- [Scala examples for stored procedures created with SQL](https://docs.snowflake.com/en/developer-guide/stored-procedure/scala/procedure-scala-examples.md)
- [Scala UDF handler examples](https://docs.snowflake.com/en/developer-guide/udf/scala/udf-scala-examples.md)
- [Scala UDF handler project and packaging](https://docs.snowflake.com/en/developer-guide/udf/scala/udf-scala-packaging.md)
- [Scala UDF limitations](https://docs.snowflake.com/en/developer-guide/udf/scala/udf-scala-limitations.md)
- [Scalar JavaScript UDFs](https://docs.snowflake.com/en/developer-guide/udf/javascript/udf-javascript-scalar-functions.md)
- [Scalar SQL UDFs](https://docs.snowflake.com/en/developer-guide/udf/sql/udf-sql-scalar-functions.md)
- [Schema reflection in SQLAlchemy](https://docs.snowflake.com/en/developer-guide/sqlalchemy/sqlalchemy-reflection.md)
- [Security Practices for UDFs and Procedures](https://docs.snowflake.com/en/developer-guide/udf-stored-procedure-security-practices.md)
- [Selecting from a stored procedure](https://docs.snowflake.com/en/developer-guide/stored-procedure/stored-procedures-selecting-from.md)
- [Setting levels for logging, metrics, and tracing](https://docs.snowflake.com/en/developer-guide/logging-tracing/telemetry-levels.md)
- [Setting up Snowflake to use Git](https://docs.snowflake.com/en/developer-guide/git/git-setting-up.md)
- [Setting up your Java and Scala environment to use the Telemetry class](https://docs.snowflake.com/en/developer-guide/logging-tracing/telemetry-build-maven.md)
- [Share a workspace in a Declarative Share](https://docs.snowflake.com/en/developer-guide/declarative-sharing/workspaces.md)
- [Snowflake Code Bundles](https://docs.snowflake.com/en/developer-guide/code-bundles/code-bundles.md)
- [Snowflake Connector for Python](https://docs.snowflake.com/en/developer-guide/python-connector/python-connector.md)
- [Snowflake Container Runtime](https://docs.snowflake.com/en/developer-guide/container-runtime/overview.md)
- [Snowflake Container Runtime release notes](https://docs.snowflake.com/en/developer-guide/container-runtime/release-notes.md)
- [Snowflake DevOps](https://docs.snowflake.com/en/developer-guide/builders/devops.md)
- [Snowflake Java Runtime Support](https://docs.snowflake.com/en/developer-guide/java-runtime-support-policy.md)
- [Snowflake Python APIs: General concepts](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-general-concepts.md)
- [Snowflake Python APIs: Managing Snowflake objects with Python](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-overview.md)
- [Snowflake Python Demos API](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/snowflake-python-demos.md)
- [Snowflake Python Runtime Support](https://docs.snowflake.com/en/developer-guide/python-runtime-support-policy.md)
- [Snowflake Scripting Developer Guide](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/index.md)
- [Snowflake Scripting UDFs](https://docs.snowflake.com/en/developer-guide/udf/sql/udf-sql-procedural-functions.md)
- [Snowflake SQL API](https://docs.snowflake.com/en/developer-guide/sql-api/index.md)
- [Snowflake SQL API reference](https://docs.snowflake.com/en/developer-guide/sql-api/reference.md)
- [Snowflake SQLAlchemy](https://docs.snowflake.com/en/developer-guide/sqlalchemy/sqlalchemy.md)
- [Snowflake telemetry package dependencies](https://docs.snowflake.com/en/developer-guide/logging-tracing/telemetry-package-dependencies.md)
- [Snowpark Connect for Apache Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-apache-spark.md)
- [Snowpark Connect for Spark compatibility guide](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-compatibility.md)
- [Snowpark Connect for Spark execute-jar CLI reference](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-execute-jar-reference.md)
- [Snowpark Connect for Spark Java/Scala client reference](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-jvm-reference.md)
- [Snowpark Connect for Spark known differences from Apache Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-limitations.md)
- [Snowpark Connect for Spark package reference](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-reference.md)
- [Snowpark Connect for Spark properties](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-parameters.md)
- [Snowpark Connect for Spark reference](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-reference-overview.md)
- [Snowpark Connect for Spark samples](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-samples.md)
- [Snowpark Submit examples](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-submit-examples.md)
- [Snowpark Submit examples](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-submit-cookbook.md)
- [Snowpark Submit Python API](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-submit-python-api.md)
- [Snowpark Submit reference](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-submit-reference.md)
- [Snowpark Submit reference](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-submit-reference.md)
- [Spark job specification reference](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-submit-code-bundle-specification.md)
- [Spark Monitoring UI](https://docs.snowflake.com/en/developer-guide/snowpark-connect/spark-monitoring-ui.md)
- [SQL UDF limitations](https://docs.snowflake.com/en/developer-guide/udf/sql/udf-sql-limitations.md)
- [Stored procedures overview](https://docs.snowflake.com/en/developer-guide/stored-procedure/stored-procedures-overview.md)
- [Submit Spark jobs on Snowflake (via Code Bundles)](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-submit-code-bundle.md)
- [Submit Spark notebooks (Code Bundles)](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-submit-notebook-code-bundle.md)
- [Submitting a request to execute SQL statements](https://docs.snowflake.com/en/developer-guide/sql-api/submitting-requests.md)
- [Submitting multiple SQL statements in a single request](https://docs.snowflake.com/en/developer-guide/sql-api/submitting-multiple-statements.md)
- [Submitting Spark applications](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-submit.md)
- [Tabular Java UDFs (UDTFs)](https://docs.snowflake.com/en/developer-guide/udf/java/udf-java-tabular-functions.md)
- [Tabular JavaScript UDFs (UDTFs)](https://docs.snowflake.com/en/developer-guide/udf/javascript/udf-javascript-tabular-functions.md)
- [Tabular SQL UDFs (UDTFs)](https://docs.snowflake.com/en/developer-guide/udf/sql/udf-sql-tabular-functions.md)
- [Trace events for functions and procedures](https://docs.snowflake.com/en/developer-guide/logging-tracing/tracing.md)
- [Troubleshooting external network access](https://docs.snowflake.com/en/developer-guide/external-network-access/external-network-access-troubleshooting.md)
- [Troubleshooting Git in Snowflake](https://docs.snowflake.com/en/developer-guide/git/git-troubleshooting.md)
- [Troubleshooting Java UDFs](https://docs.snowflake.com/en/developer-guide/udf/java/udf-java-troubleshooting.md)
- [Troubleshooting JavaScript UDFs](https://docs.snowflake.com/en/developer-guide/udf/javascript/udf-javascript-troubleshooting.md)
- [Troubleshooting Python UDFs](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-troubleshooting.md)
- [Troubleshooting Scala UDFs](https://docs.snowflake.com/en/developer-guide/udf/scala/udf-scala-troubleshooting.md)
- [Troubleshooting Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-troubleshooting.md)
- [Troubleshooting Snowpark Submit](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-submit-troubleshooting.md)
- [Troubleshooting Snowpark Submit operation](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-submit-troubleshooting.md)
- [Troubleshooting SQL UDFs](https://docs.snowflake.com/en/developer-guide/udf/sql/udf-sql-troubleshooting.md)
- [Troubleshooting telemetry data collection](https://docs.snowflake.com/en/developer-guide/logging-tracing/logging-tracing-troubleshooting.md)
- [Tutorial 1: Create a database, schema, table, and warehouse](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/tutorials/tutorial-1.md)
- [Tutorial 2: Create and manage tasks and task graphs (DAGs)](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/tutorials/tutorial-2.md)
- [Tutorial 3: Create and manage Snowpark Container Services](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/tutorials/tutorial-3.md)
- [Tutorial: Create a Declarative Share with Cortex Code](https://docs.snowflake.com/en/developer-guide/declarative-sharing/tutorials/create-share-coco.md)
- [Tutorial: Get started with logging and tracing](https://docs.snowflake.com/en/developer-guide/logging-tracing/tutorials/logging-tracing-getting-started.md)
- [Tutorial: Get started with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-tutorial.md)
- [Tutorial: Getting started with Declarative Shares](https://docs.snowflake.com/en/developer-guide/declarative-sharing/tutorials/getting-started.md)
- [Tutorials: Getting started with the Snowflake Python APIs](https://docs.snowflake.com/en/developer-guide/snowflake-python-api/overview-tutorials.md)
- [Understanding blocks in Snowflake Scripting](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/blocks.md)
- [Understanding caller's rights and owner's rights stored procedures](https://docs.snowflake.com/en/developer-guide/stored-procedure/stored-procedures-rights.md)
- [Universal Core](https://docs.snowflake.com/en/developer-guide/universal-core/universal-core.md)
- [Upgrading to the Snowflake Connector for Python 5.x](https://docs.snowflake.com/en/developer-guide/python-connector/python-connector-upgrade.md)
- [User-Defined Functions and Stored Procedures in Declarative Shared Native Applications](https://docs.snowflake.com/en/developer-guide/declarative-sharing/udfs-sprocs.md)
- [User-defined functions overview](https://docs.snowflake.com/en/developer-guide/udf/udf-overview.md)
- [User-defined functions with Snowpark Connect for Spark](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-udfs.md)
- [Using a Git repository in Snowflake](https://docs.snowflake.com/en/developer-guide/git/git-overview.md)
- [Using a runtime](https://docs.snowflake.com/en/developer-guide/container-runtime/using-runtime.md)
- [Using Alembic with Snowflake SQLAlchemy](https://docs.snowflake.com/en/developer-guide/sqlalchemy/sqlalchemy-alembic.md)
- [Using asynchronous I/O with the Python Connector](https://docs.snowflake.com/en/developer-guide/python-connector/python-connector-asyncio.md)
- [Using explicit transactions](https://docs.snowflake.com/en/developer-guide/sql-api/using-transactions.md)
- [Using Pandas with the Python Connector](https://docs.snowflake.com/en/developer-guide/python-connector/python-connector-pandas.md)
- [Using Snowflake Scripting in Snowflake CLI and Python Connector](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/running-examples.md)
- [Using Snowpark Submit](https://docs.snowflake.com/en/developer-guide/snowpark-connect/snowpark-connect-using-submit.md)
- [Using the JDBC Driver](https://docs.snowflake.com/en/developer-guide/jdbc/jdbc-using.md)
- [Using the ODBC Driver](https://docs.snowflake.com/en/developer-guide/odbc/odbc-using.md)
- [Using the Python Connector](https://docs.snowflake.com/en/developer-guide/python-connector/python-connector-example.md)
- [Using third-party packages](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-packages.md)
- [Vectorized Python UDFs](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-batch.md)
- [Vectorized Python UDTFs](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-tabular-vectorized.md)
- [Viewing log messages](https://docs.snowflake.com/en/developer-guide/logging-tracing/logging-accessing-messages.md)
- [Viewing metrics data](https://docs.snowflake.com/en/developer-guide/logging-tracing/metrics-viewing-data.md)
- [Viewing trace data](https://docs.snowflake.com/en/developer-guide/logging-tracing/tracing-accessing-events.md)
- [Working with asynchronous child jobs](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/asynchronous-child-jobs.md)
- [Working with conditional logic](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/branch.md)
- [Working with cursors](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/cursors.md)
- [Working with event tables](https://docs.snowflake.com/en/developer-guide/logging-tracing/event-table-operations.md)
- [Working with Git repositories](https://docs.snowflake.com/en/developer-guide/git/git-operations.md)
- [Working with loops](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/loops.md)
- [Working with RESULTSETs](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/resultsets.md)
- [Working with stored procedures](https://docs.snowflake.com/en/developer-guide/stored-procedure/stored-procedures-usage.md)
- [Working with variables](https://docs.snowflake.com/en/developer-guide/snowflake-scripting/variables.md)
- [Writing a scalar UDF in Scala](https://docs.snowflake.com/en/developer-guide/udf/scala/udf-scala-scalar.md)
- [Writing a UDTF in Python](https://docs.snowflake.com/en/developer-guide/udf/python/udf-python-tabular-functions.md)
- [Writing code to support different Scala versions](https://docs.snowflake.com/en/developer-guide/scala-version-differences.md)
- [Writing Java handlers for stored procedures created with SQL](https://docs.snowflake.com/en/developer-guide/stored-procedure/java/procedure-java-overview.md)
- [Writing Scala handlers for stored procedures created with SQL](https://docs.snowflake.com/en/developer-guide/stored-procedure/scala/procedure-scala-overview.md)
- [Writing stored procedures in JavaScript](https://docs.snowflake.com/en/developer-guide/stored-procedure/stored-procedures-javascript.md)
- [Writing stored procedures in Snowflake Scripting](https://docs.snowflake.com/en/developer-guide/stored-procedure/stored-procedures-snowflake-scripting.md)
- [Writing stored procedures with SQL and Python](https://docs.snowflake.com/en/developer-guide/stored-procedure/python/procedure-python-overview.md)
- [Writing the Python handler for a stored procedure](https://docs.snowflake.com/en/developer-guide/stored-procedure/python/procedure-python-writing.md)