Neptune vs Amazon SageMaker
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
![](https://i0.wp.com/neptune.ai/wp-content/themes/neptune/img/blocks/hero/hero-stars--414w.png?resize=419%2C700&ssl=1)
Neptune
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
Amazon SageMaker
Commercial Requirements
Standalone component
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
Part of the AWS SageMaker ecosystem
Managed cloud service
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
Managed cloud service
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
Pricing depends on usage. You can get started for free with AWS free tier. Costs can be estimated using the AWS Pricing Calculator. Read more here
General Information
Yes
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
Yes
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
It cannot be deployed on-premises. You can, however, deploy it on your Virtual Private Cloud on AWS.
Yes
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
Yes
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
It cannot be deployed on-premises. You can, however, deploy it on your Virtual Private Cloud on AWS.
Yes
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
Yes
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No special requirements other than having the neptune-client installed and access to the internet if using managed hosting. Check here for infrastructure requirements for on-prem deployment.
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
Just internet access is needed to access the AWS ecosystem
Minimal. Just a few lines of code needed for tracking. Read more
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
AWS Application Migration Service lets you lift-and-shift your code to AWS without any change required. Minimal change required to migrate Jupyter notebooks from local to Sagemaker Studio
Yes, through the neptune-client library
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
Requires using additional AWS services like Lambda or API Gateway
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
Capabilities
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
NA
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
NA
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
NA
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
Integrations and Support
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
Yes
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
No
![aws sagemaker](https://i0.wp.com/neptune.ai/wp-content/uploads/2022/11/aws-sagemaker.png?fit=250%2C255&ssl=1)
No
Report outdated information here.
What are the key advantages of Neptune then?
- Standalone component, easy-to-integrate with multiple ML frameworks
- Customizable metadata structure and custom compare dashboards
- Dataset and model versioning
- More developed collaboration and sharing features
Already using Amazon SageMaker?
![](https://i0.wp.com/neptune.ai/wp-content/uploads/2024/01/Integrations-Sagemaker.jpg?resize=768%2C403&ssl=1)
You can use Neptune to improve the tracking component. SageMaker and Neptune can be easily integrated and provide even more value together.
Many teams have successfully integrated Neptune with their SageMaker pipelines and achieved better results this way.
It only takes 5 minutes to integrate Neptune with your code
Don’t overthink it