Data is your generative AI differentiator
Redefine how you harness data, analytics, and AI with the next generation of HAQM SageMaker.

Build a strong data foundation
Put your data to work
Build your data foundation on AWS
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Databases
AWS offers relational databases with unparalleled performance at 1/10 of the cost of enterprise grade commercial databases and eight purpose-built database engines, each designed to provide optimal performance for the respective use cases, so you never have to compromise. Explore databases on AWS. AWS also offers vector capabilities in its most popular databases, including HAQM Aurora, HAQM RDS, HAQM OpenSearch Service, HAQM OpenSearch Serverless, HAQM Neptune, and HAQM DocumentDB to help developers innovate and create unique experiences powered by vector search. Explore vector databases on AWS.
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Data lakes and lakehouse
Hundreds of thousands of customers build data lakes on AWS with services like HAQM Simple Storage Service (HAQM S3) and HAQM Redshift, a fast, petabyte-scale data warehouse delivering up to 6x better price performance than other cloud data warehouses. Now you can use HAQM SageMaker Lakehouse to unify all your data across multiple data sources such as data lakes and data warehouses, giving you a single point of access to simplify analytics and AI.
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Data processing
AWS makes it easy to connect and act on all of your data no matter where it lives. Easily prepare, integrate and orchestrate your data with a unified experience in HAQM SageMaker Data Processing, bringing together data transformation and orchestration from HAQM SageMaker AI and data processing from HAQM EMR, HAQM Athena, AWS Glue, and HAQM Managed Workflows for Apache Airflow (HAQM MWAA). Additionally, AWS services connect to hundreds of data sources including SaaS, on premises, and other clouds.
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Analytics and AI
SageMaker is an integrated platform for data, analytics, and AI. Bringing together comprehensive machine learning (ML) and analytics capabilities, SageMaker delivers a unified studio experience to access and act on all your data, using purpose-built tools for model development and training, generative AI, data processing, and SQL analytics, assisted by HAQM Q at every step. SageMaker AI provides all the tools necessary to easily build, train, and deploy AI models at scale. HAQM Bedrock is the easiest way to build and scale generative AI applications with foundation models (FMs) from leading AI companies.
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Business intelligence
With HAQM QuickSight and HAQM Q in QuickSight, business users can understand data by easily creating and exploring interactive dashboards, asking questions in natural language, or automatically looking for patterns and outliers—all powered by generative AI and ML. HAQM SageMaker Canvas gives business analysts the ability to generate accurate ML predictions without prior ML experience.
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End-to-end data and AI governance
AWS enables organizations to establish the right governance—one that lets you balance control and access—to empower users to access data when and where they need it. With AWS data services, including HAQM Datazone and HAQM SageMaker Catalog, you can securely discover, access, and collaborate across data, AI models, and applications.