> ## Documentation Index
> Fetch the complete documentation index at: https://docs.paradime.io/llms.txt
> Use this file to discover all available pages before exploring further.

# AWS SageMaker

> Trigger AWS SageMaker pipelines from Paradime Bolt schedules so you can run machine learning workflows after your dbt™ models complete.

[AWS SageMaker](https://aws.amazon.com/sagemaker/) is a fully managed service to build, train, and deploy machine learning models; SageMaker Pipelines orchestrate ML workflows. Trigger it from a Paradime Bolt schedule with the Paradime CLI, so it runs as part of your pipeline.

## What you can do

* Trigger one or more SageMaker pipelines by name

## Prerequisites

* An IAM user or role with permission to start pipeline executions (`sagemaker:StartPipelineExecution`).

## Set up

Paradime authenticates to AWS with your IAM credentials. Set them as [Bolt schedule environment variables](/products/settings/environment-variables/bolt-schedule-env-variables):

| Variable                | Required | Description                                                  |
| ----------------------- | -------- | ------------------------------------------------------------ |
| `AWS_ACCESS_KEY_ID`     | Required | Access key ID for an IAM user or role.                       |
| `AWS_SECRET_ACCESS_KEY` | Required | Secret access key for the IAM user or role.                  |
| `AWS_REGION`            | Required | AWS region your resources are in (for example, `us-east-1`). |
| `AWS_SESSION_TOKEN`     | Optional | Session token, only for temporary credentials.               |

## Trigger from Bolt

Add the [Run AWS SageMaker Pipeline](/products/bolt/creating-schedules/command-settings/aws-sagemaker-pipeline) command to a schedule. For the full command reference, flags, and examples, see the [AWS SageMaker CLI](/developers/paradime-cli/aws-sagemaker-cli).


## Related topics

- [AWS SageMaker CLI](/developers/paradime-cli/aws-sagemaker-cli.md)
- [Run AWS SageMaker Pipeline](/products/bolt/creating-schedules/command-settings/aws-sagemaker-pipeline.md)
- [Integrations](/integrations/index.md)
- [Commands](/products/bolt/creating-schedules/command-settings/index.md)
- [New Bolt command integrations](/changelog/2026-07-22/bolt-command-integrations.md)