# Prediction environment integrations

> Prediction environment integrations - Configure DataRobot-managed prediction environment
> integrations to deploy and replace DataRobot models.

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 `2026-04-24T16:03:56.567645+00:00` (UTC).

## Primary page

- [Prediction environment integrations](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/index.html): Full documentation for this topic (HTML).

## Sections on this page

- [Feature considerations](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/index.html#feature-considerations): In-page section heading.

## Related documentation

- [Classic UI documentation](https://docs.datarobot.com/en/docs/classic-ui/index.html): Linked from this page.
- [MLOps](https://docs.datarobot.com/en/docs/classic-ui/mlops/index.html): Linked from this page.
- [Deployment](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/index.html): Linked from this page.
- [Manage prediction environments](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/index.html): Linked from this page.
- [AzureML](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/azureml-sc-deploy-replace.html): Linked from this page.
- [Sagemaker](https://docs.datarobot.com/en/docs/classic-ui/mlops/deployment/prediction-env/pred-env-integrations/sagemaker-cm-deploy-replace.html): Linked from this page.
- [Snowflake](https://docs.datarobot.com/en/docs/classic-ui/mlops/mlops-preview/pp-snowflake-sc-deploy-replace.html): Linked from this page.
- [Service health](https://docs.datarobot.com/en/docs/workbench/nxt-console/nxt-monitoring/nxt-service-health.html): Linked from this page.

## Documentation content

# Prediction environment integrations

Configure DataRobot-managed prediction environment integrations to deploy and replace DataRobot models.

| Integration | Description |
| --- | --- |
| AzureML | Create a DataRobot-managed AzureML prediction environment to deploy and replace DataRobot Scoring Code in AzureML. |
| Sagemaker | Create a DataRobot-managed Sagemaker prediction environment to deploy and replace DataRobot custom models and Scoring Code in Sagemaker. |
| Snowflake | Preview feature. Create a DataRobot-managed Snowflake prediction environment to deploy and replace DataRobot Scoring Code in Snowflake. |

## Feature considerations

- Challenger models and model replacement are not supported (challenger prediction servers can't be set to an external or serverless prediction environment).
- Only CSV files are supported for predictions. XLSX files are not supported by the code snippet.
- On theService healthtab, information such as latency, throughput, and error rate is unavailable for external, agent-monitored deployments.