# Azure

> Azure - Integrate DataRobot with Azure cloud services.

This Markdown file sits beside the HTML page at the same path (with a `.md` suffix). It summarizes the topic and lists links for tools and LLM context.

Companion generated at `2026-04-24T16:03:56.549651+00:00` (UTC).

## Primary page

- [Azure](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/index.html): Full documentation for this topic (HTML).

## Related documentation

- [Classic UI documentation](https://docs.datarobot.com/en/docs/classic-ui/index.html): Linked from this page.
- [Integrations](https://docs.datarobot.com/en/docs/classic-ui/integrations/index.html): Linked from this page.
- [Run Batch Prediction jobs from Azure Blob Storage](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/azure-blob-storage-batch-pred.html): Linked from this page.
- [Deploy and monitor DataRobot models in Azure Kubernetes Service](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/aks-deploy-and-monitor.html): Linked from this page.
- [Deploy and monitor Spark models](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/spark-deploy-and-monitor.html): Linked from this page.
- [Deploy and monitor ML.NET models](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/mlnet-deploy-and-monitor.html): Linked from this page.
- [Use Scoring Code with Azure ML](https://docs.datarobot.com/en/docs/classic-ui/integrations/azure/sc-azureml.html): Linked from this page.

## Documentation content

# Azure

The sections within describe techniques for integrating Azure cloud services with DataRobot:

| Topic | Description |
| --- | --- |
| Run Batch Prediction jobs from Azure Blob Storage | Running Batch Prediction jobs from Azure Blob Storage with the Batch Prediction API. |
| Deploy and monitor DataRobot models in Azure Kubernetes Service | Deploying and monitoring DataRobot models on Azure Kubernetes Services (AKS) to create production scoring pipelines with the Portable Prediction Server (PPS). |
| Deploy and monitor Spark models | Deploying and monitoring Spark models in DataRobot MLOps with the monitoring agent. |
| Deploy and monitor ML.NET models | Deploying and monitoring ML.NET models in DataRobot MLOps with monitoring agent. |
| Use Scoring Code with Azure ML | Importing Scoring Code models to Azure ML to make prediction requests with Azure. |