Explore popular AI and data tools and tutorials
Tackle a wide range of data-driven AWS use cases, from real-time data streaming, processing and transformation, to machine learning, and more. Whether you're looking to improve your data integration capabilities, scale generative AI pilots, or implement predictive analytics, you'll find industry-leading solutions that compliment AWS services and integrate with your AWS environment. You can access the tools with your AWS account, try them free, and pay-as-you-go with AWS billing.

Expand your data, analytics, and AI capabilities with on-demand cloud tools
Start building with free trials and streamlined AWS integrations. You can get started using your AWS account and pay-as-you-go using AWS billing when you’re ready to scale.
Dig into the latest technical guidance for data and analytics
Explore the latest technical content from across the AWS and Partner community. You'll learn how to solve for the use cases that matter most and integrate top tools with your AWS environment.
A guide to data, analytics, and machine learning (ML) tools for AWS
Find top data and analytics tools across areas like compliance, data durability, streaming, pipelines, MLOps, and LLMs, to enhance your data-driven capabilities.

Why AWS Marketplace for on-demand cloud tools
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