# Solutions ## Pages - [Considerations for Migrations]($DEPLOY_PREVIEW_URL/architecting/migration/index.llms.md) - [Workbench with Slurm and Apptainer (formerly Singularity)]($DEPLOY_PREVIEW_URL/architecting/launcher/singularity/index.llms.md) - [Architecture for RStudio on SageMaker]($DEPLOY_PREVIEW_URL/architecting/sagemaker/architecture/index.llms.md) - [Configuring Python within Posit products]($DEPLOY_PREVIEW_URL/architecting/configure-python/index.llms.md) - [Running Posit Products in Containers]($DEPLOY_PREVIEW_URL/architecting/docker/index.llms.md) - [Bike Prediction]($DEPLOY_PREVIEW_URL/gallery/bike_predict/index.llms.md) - [Machine Learning Operations (MLOps) with vetiver and Posit]($DEPLOY_PREVIEW_URL/gallery/model-management/vetiver/index.llms.md) - [Videos]($DEPLOY_PREVIEW_URL/relocate-me/videos/index.llms.md) - [Java and R]($DEPLOY_PREVIEW_URL/envs-pkgs/using-rjava/index.llms.md) - [BioConductor]($DEPLOY_PREVIEW_URL/envs-pkgs/bioconductor/index.llms.md) - [Connect Supervisor script examples]($DEPLOY_PREVIEW_URL/envs-pkgs/connect_supervisor_examples/index.llms.md) - [Understanding Repositories and Libraries]($DEPLOY_PREVIEW_URL/envs-pkgs/repos_and_libs/index.llms.md) - [Snapshot and Restore]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/snapshot/index.llms.md) - [Upgrading Packages]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/upgrades/index.llms.md) - [Installation]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/installation/index.llms.md) - [Validated]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/validated/index.llms.md) - [Reproducible Environments]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/index.llms.md) - [Shared Baselines]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/shared/index.llms.md) - [Docker]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/docker/index.llms.md) - [Setting Global Environment Variables]($DEPLOY_PREVIEW_URL/envs-pkgs/environment-variables/index.llms.md) - [Content Deprecated]($DEPLOY_PREVIEW_URL/deprecated.llms.md) - [Reference]($DEPLOY_PREVIEW_URL/reference/index.llms.md) - [Making scripts portable]($DEPLOY_PREVIEW_URL/connections/db/best-practices/portable-code/index.llms.md) - [Run Queries Safely]($DEPLOY_PREVIEW_URL/connections/db/best-practices/run-queries-safely/index.llms.md) - [Securing Deployed Content]($DEPLOY_PREVIEW_URL/connections/db/best-practices/deployment/index.llms.md) - [Creating Visualizations]($DEPLOY_PREVIEW_URL/connections/db/best-practices/visualization/index.llms.md) - [Schema selection]($DEPLOY_PREVIEW_URL/connections/db/best-practices/schema/index.llms.md) - [Media]($DEPLOY_PREVIEW_URL/connections/db/other-resources/media/index.llms.md) - [Amazon Redshift]($DEPLOY_PREVIEW_URL/connections/db/databases/redshift/index.llms.md) - [Oracle]($DEPLOY_PREVIEW_URL/connections/db/databases/oracle/index.llms.md) - [MonetDB]($DEPLOY_PREVIEW_URL/connections/db/databases/monetdb/index.llms.md) - [Snowflake]($DEPLOY_PREVIEW_URL/connections/db/databases/snowflake/index.llms.md) - [Apache Hive]($DEPLOY_PREVIEW_URL/connections/db/databases/hive/index.llms.md) - [Databricks]($DEPLOY_PREVIEW_URL/connections/db/databases/databricks/index.llms.md) - [Microsoft SQL Server]($DEPLOY_PREVIEW_URL/connections/db/databases/microsoft-sql-server/index.llms.md) - [Apache Impala]($DEPLOY_PREVIEW_URL/connections/db/databases/impala/index.llms.md) - [Teradata]($DEPLOY_PREVIEW_URL/connections/db/databases/teradata/index.llms.md) - [Databases]($DEPLOY_PREVIEW_URL/connections/db/databases/index.llms.md) - [Connect to a Database]($DEPLOY_PREVIEW_URL/connections/db/getting-started/connect-to-database/index.llms.md) - [Database Queries With R]($DEPLOY_PREVIEW_URL/connections/db/getting-started/database-queries/index.llms.md) - [Using DBI]($DEPLOY_PREVIEW_URL/connections/db/r-packages/DBI/index.llms.md) - [R Packages]($DEPLOY_PREVIEW_URL/connections/db/r-packages/index.llms.md) - [Posit Professional Drivers]($DEPLOY_PREVIEW_URL/connections/db/tooling/pro-drivers/index.llms.md) - [Tooling]($DEPLOY_PREVIEW_URL/connections/db/tooling/index.llms.md) - [Implementing a new backend]($DEPLOY_PREVIEW_URL/connections/db/advanced/backend/index.llms.md) - [RStudio Connections]($DEPLOY_PREVIEW_URL/connections/db/advanced/snippets/index.llms.md) - [Best Practices in Working with Databases]($DEPLOY_PREVIEW_URL/connections/db/index.llms.md) - [Calling APIs on Connect from Python]($DEPLOY_PREVIEW_URL/connections/clients/python/index.llms.md) - [Calling APIs on Connect from Node.js]($DEPLOY_PREVIEW_URL/connections/clients/nodejs/index.llms.md) - [Calling APIs on Connect from curl]($DEPLOY_PREVIEW_URL/connections/clients/curl/index.llms.md) - [Accessing Data for Analytics On Workbench]($DEPLOY_PREVIEW_URL/connections/accessing-data/index.llms.md) - [Getting help]($DEPLOY_PREVIEW_URL/help.llms.md) - [Kerberos with Posit Professional Products]($DEPLOY_PREVIEW_URL/secure-access/auth/kerberos/index.llms.md) - [Configuring LDAP / Active Directory with Posit Team]($DEPLOY_PREVIEW_URL/secure-access/auth/ldap_setup/index.llms.md) - [Secure Access]($DEPLOY_PREVIEW_URL/secure-access/index.llms.md) - [Make your Data Science Production-Grade]($DEPLOY_PREVIEW_URL/index.llms.md) - [Flask APIs]($DEPLOY_PREVIEW_URL/write-code/flask/index.llms.md) - [Reports using R Markdown]($DEPLOY_PREVIEW_URL/write-code/reports/index.llms.md) - [Sending Custom Emails from Posit Connect]($DEPLOY_PREVIEW_URL/write-code/blastula/index.llms.md) - [Installing Python Packages]($DEPLOY_PREVIEW_URL/write-code/minimum-viable-python/installing-packages/index.llms.md) - [Minimum Viable Python — Working with Python]($DEPLOY_PREVIEW_URL/write-code/minimum-viable-python/index.llms.md) - [Setting up and deploying a project with `reticulate`]($DEPLOY_PREVIEW_URL/write-code/reticulate/index.llms.md) - [Dev/Test/Prod with Posit Team]($DEPLOY_PREVIEW_URL/operations/code-promotion/index.llms.md) - [Audit the R and Python Versions in Use on Connect]($DEPLOY_PREVIEW_URL/operations/connect-apis/environment-audit-report/index.llms.md) - [Basic Content Audit Report]($DEPLOY_PREVIEW_URL/operations/connect-apis/basic-audit-report/index.llms.md) - [Tag Usage on Connect]($DEPLOY_PREVIEW_URL/operations/connect-apis/tag-audit-report/index.llms.md) - [Audit Vanity URLs on Connect]($DEPLOY_PREVIEW_URL/operations/connect-apis/vanity-audit-report/index.llms.md) - [Interactive Content Usage Tracking]($DEPLOY_PREVIEW_URL/operations/connect-apis/interactive-tracking/index.llms.md) - [Implement Operational Patterns]($DEPLOY_PREVIEW_URL/operations/index.llms.md) - [Publishing to Connect using GitHub Actions]($DEPLOY_PREVIEW_URL/operations/deploy-methods/ci-cd/github-actions/index.llms.md) - [Publishing to Connect using Bitbucket Pipelines]($DEPLOY_PREVIEW_URL/operations/deploy-methods/ci-cd/bitbucket-pipelines/index.llms.md) - [Publishing to Connect using Jenkins CI/CD]($DEPLOY_PREVIEW_URL/operations/deploy-methods/ci-cd/jenkins/index.llms.md) - [Publishing Methods for Connect]($DEPLOY_PREVIEW_URL/operations/deploy-methods/index.llms.md) - [Publishing Workflows for Connect]($DEPLOY_PREVIEW_URL/operations/publishing-wkflow/index.llms.md) - [Publishing to Connect using GitLab CI/CD]($DEPLOY_PREVIEW_URL/operations/deploy-methods/ci-cd/gitlab-ci-cd/index.llms.md) - [Deploying to Connect from CI/CD Pipelines]($DEPLOY_PREVIEW_URL/operations/deploy-methods/ci-cd/index.llms.md) - [Publishing to Connect using Azure Pipelines]($DEPLOY_PREVIEW_URL/operations/deploy-methods/ci-cd/azure-pipelines/index.llms.md) - [GitHub and GitLab Command Line Interfaces (CLIs)]($DEPLOY_PREVIEW_URL/operations/git-cli/index.llms.md) - [Auditing and Monitoring Connect with the Connect Server API]($DEPLOY_PREVIEW_URL/operations/connect-apis/index.llms.md) - [Unpublished Content Audit Report]($DEPLOY_PREVIEW_URL/operations/connect-apis/unpublished-audit-report/index.llms.md) - [Audit the use of unsupported Python versions]($DEPLOY_PREVIEW_URL/operations/connect-apis/python-audit-report/index.llms.md) - [Access Permissions Audit Report]($DEPLOY_PREVIEW_URL/operations/connect-apis/acl-audit-report/index.llms.md) - [Basic Content Usage Tracking]($DEPLOY_PREVIEW_URL/operations/connect-apis/tracking/index.llms.md) - [Options for Scheduling Data Science Tasks]($DEPLOY_PREVIEW_URL/operations/scheduling/index.llms.md) - [Diffable Data Science: A Demo]($DEPLOY_PREVIEW_URL/operations/diffable-data-science-demo/index.llms.md) - [Write Effective Code]($DEPLOY_PREVIEW_URL/write-code/index.llms.md) - [Python-Based Tools]($DEPLOY_PREVIEW_URL/write-code/minimum-viable-python/python-tools/index.llms.md) - [Installing Python]($DEPLOY_PREVIEW_URL/write-code/minimum-viable-python/installing-python/index.llms.md) - [Python with Jupyter Notebooks]($DEPLOY_PREVIEW_URL/write-code/jupyter/index.llms.md) - [Using Python with Posit Products]($DEPLOY_PREVIEW_URL/write-code/python/index.llms.md) - [Dash Applications]($DEPLOY_PREVIEW_URL/write-code/dash/index.llms.md) - [Guide]($DEPLOY_PREVIEW_URL/guide/index.llms.md) - [Authentication in Posit Professional Products]($DEPLOY_PREVIEW_URL/secure-access/auth/index.llms.md) - [Provisioning Users and Groups for Posit Professional Products]($DEPLOY_PREVIEW_URL/secure-access/auth/provisioning/index.llms.md) - [Content Security]($DEPLOY_PREVIEW_URL/secure-access/security/index.llms.md) - [Connect to Data Sources and Systems]($DEPLOY_PREVIEW_URL/connections/index.llms.md) - [Microsoft 365]($DEPLOY_PREVIEW_URL/connections/microsoft365/index.llms.md) - [Calling APIs on Connect from Java]($DEPLOY_PREVIEW_URL/connections/clients/java/index.llms.md) - [Calling APIs on Connect from PHP]($DEPLOY_PREVIEW_URL/connections/clients/php/index.llms.md) - [Calling APIs on Connect from R]($DEPLOY_PREVIEW_URL/connections/clients/r/index.llms.md) - [SQL translation]($DEPLOY_PREVIEW_URL/connections/db/advanced/translation/index.llms.md) - [Advanced]($DEPLOY_PREVIEW_URL/connections/db/advanced/index.llms.md) - [Connections Contract]($DEPLOY_PREVIEW_URL/connections/db/advanced/contract/index.llms.md) - [RStudio Connections Pane]($DEPLOY_PREVIEW_URL/connections/db/tooling/connections/index.llms.md) - [Using an ODBC driver]($DEPLOY_PREVIEW_URL/connections/db/r-packages/odbc/index.llms.md) - [Pooling database connections in R]($DEPLOY_PREVIEW_URL/connections/db/r-packages/pool/index.llms.md) - [Using dplyr with databases]($DEPLOY_PREVIEW_URL/connections/db/r-packages/dplyr/index.llms.md) - [Overview]($DEPLOY_PREVIEW_URL/connections/db/getting-started/index.llms.md) - [Cassandra]($DEPLOY_PREVIEW_URL/connections/db/databases/cassandra/index.llms.md) - [Other Databases]($DEPLOY_PREVIEW_URL/connections/db/databases/other-databases/index.llms.md) - [Google BigQuery]($DEPLOY_PREVIEW_URL/connections/db/databases/big-query/index.llms.md) - [PostgreSQL]($DEPLOY_PREVIEW_URL/connections/db/databases/postgresql/index.llms.md) - [MySQL]($DEPLOY_PREVIEW_URL/connections/db/databases/my-sql/index.llms.md) - [Netezza]($DEPLOY_PREVIEW_URL/connections/db/databases/netezza/index.llms.md) - [MongoDB]($DEPLOY_PREVIEW_URL/connections/db/databases/mongodb/index.llms.md) - [Athena]($DEPLOY_PREVIEW_URL/connections/db/databases/athena/index.llms.md) - [Salesforce]($DEPLOY_PREVIEW_URL/connections/db/databases/salesforce/index.llms.md) - [SQLite]($DEPLOY_PREVIEW_URL/connections/db/databases/sqlite/index.llms.md) - [Other resources]($DEPLOY_PREVIEW_URL/connections/db/other-resources/index.llms.md) - [Best practices]($DEPLOY_PREVIEW_URL/connections/db/best-practices/index.llms.md) - [Selecting a database interface]($DEPLOY_PREVIEW_URL/connections/db/best-practices/select-interface/index.llms.md) - [Setting up ODBC Drivers]($DEPLOY_PREVIEW_URL/connections/db/best-practices/drivers/index.llms.md) - [Enterprise-ready dashboards]($DEPLOY_PREVIEW_URL/connections/db/best-practices/dashboards/index.llms.md) - [Securing Credentials]($DEPLOY_PREVIEW_URL/connections/db/best-practices/managing-credentials/index.llms.md) - [Deploying Data for Content On Connect]($DEPLOY_PREVIEW_URL/connections/deploying-data/index.llms.md) - [LICENSE]($DEPLOY_PREVIEW_URL/LICENSE.llms.md) - [Validation]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/validation/index.llms.md) - [Libraries]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/libraries/index.llms.md) - [R Installations]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/r-installation/index.llms.md) - [Strategy Maps]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/reproduce/index.llms.md) - [Python]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/python/index.llms.md) - [Production Deployment]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/deploy/index.llms.md) - [Repositories]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/repositories/index.llms.md) - [Team Collaboration]($DEPLOY_PREVIEW_URL/envs-pkgs/environments/collaborate/index.llms.md) - [Manage Packages and Reproduce Environments]($DEPLOY_PREVIEW_URL/envs-pkgs/index.llms.md) - [Setting Default Repositories in Workbench]($DEPLOY_PREVIEW_URL/envs-pkgs/rsw_defaults/index.llms.md) - [Managing Packages within Posit Team]($DEPLOY_PREVIEW_URL/envs-pkgs/manage_pkgs/index.llms.md) - [Get Started]($DEPLOY_PREVIEW_URL/get-started/index.llms.md) - [Enterprise Examples]($DEPLOY_PREVIEW_URL/gallery/index.llms.md) - [Repeatable Data Science: A Demo]($DEPLOY_PREVIEW_URL/gallery/making-data-science-repeatable-with-the-pins-package/index.llms.md) - [Customized Conditional Emails with Connect]($DEPLOY_PREVIEW_URL/gallery/conditional-example/index.llms.md) - [Implement the Right Architecture]($DEPLOY_PREVIEW_URL/architecting/index.llms.md) - [Posit Team Architectures]($DEPLOY_PREVIEW_URL/architecting/architectures/posit-team/index.llms.md) - [Moving your Workbench Environment to RStudio on SageMaker]($DEPLOY_PREVIEW_URL/architecting/sagemaker/migrate/index.llms.md) - [Auto-Scaling with Workbench and Kubernetes]($DEPLOY_PREVIEW_URL/architecting/launcher/autoscaling/index.llms.md)