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URL: https://aws.amazon.com/marketplace/build-learn/data-analytics?trk=ff81fb87-8b73-433b-8b6e-49db0fdbbcf1&sc_channel=el
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DATA, ANALYTICS, AND MACHINE LEARNING TOOLS FOR AWS

Discover powerful tools to enhance your AWS projects with real-time processing,
advanced analytics, and machine learning (ML) capabilities.





DATA, ANALYTICS, AND MACHINE LEARNING TOOLS FOR AWS

Discover powerful tools to enhance your AWS projects with real-time processing,
advanced analytics, and machine learning (ML) capabilities.


In our complex world of composable and real-time applications with data that is
massive in volume, highly distributed, and highly valuable, the tools you choose
can make or break any project.

Explore technical guidance and tools here to help you 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.


Explore technical guidance 
Try popular tools 


  Selection Guide



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.


Find the right tool for the job 




EXPAND YOUR DATA, ANALYTICS, AND ML CAPABILITIES WITH THIRD-PARTY AWS
INTEGRATIONS

Start building instantly with free trials and streamlined AWS integrations -
most have no upfront costs, just pay-as-you-go through your AWS account.


Developer data platform to integrate data services you need, including full
vector database capabilities, to build modern, gen AI-powered applications that
are accurate, secure, and scalable.


Watch a demo | Try free

Unify search from keywords to vectors with Elasticsearch, detect and respond to
cyber threats, and maintain full-stack observability.


Watch a demo | Try free

Cloud native, distributed SQL database designed for high availability,
effortless scale, and control over data placement.


Watch a demo | Try free

Data Intelligence Platform that eliminates the data silos that traditionally
separate and complicate data engineering, analytics, BI, data science and
machine learning.


Watch a demo |  Try free

Fully managed, truly cloud-native Apache Kafka™ service for integrating and
processing all of your data in real-time across sources.


Watch a demo | Try free

Fully managed vector database that makes it easy to add vector search to
production applications.


Watch a demo | Get started

Fully managed Redis® database with high-performance, massive-scale vector
capabilities, ideal for GenAI applications and advanced vector operations.


Watch a demo | Try free

Data warehousing with lightning-fast performance, price efficiency, and
flexibility to bring together batched and real-time data into one system.


Get started

Elegant APIs, powerful data pipelines, and complete ecosystem integrations to
quickly build generative AI applications on your real-time data.


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Private and secure LLM/SLM development platform with 200+ models for tailored AI
solutions.


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Data movement management with hosted Apache Airflow providing developer
productivity tools, intuitive workflow authoring interfaces, and data-centric
monitoring.


Watch a demo | Try free

A very fast and scalable column-oriented database management system (DBMS) for
online analytical processing of queries (OLAP).


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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.



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 * TECHNICAL ARTICLE
   
   
   SIMPLIFY RAG WITH FOUNDATION MODELS
   
   Learn how to deploy production-ready vector storage capabilities, using
   tried-and-tested components already available in the tech stack of most
   organizations.
   
   
   GenAI & AI/ML
   
   


 * TECHNICAL ARTICLE
   
   
   IMPROVE LLM RAG RESPONSES USING SEARCH DATA
   
   How to use all the data in your Elastic cluster as context for your RAG
   implementation using large language models on Amazon Bedrock.
   
   
   GenAI & AI/ML
   
   


 * TECHNICAL ARTICLE
   
   
   HOW TO BUILD A STREAMING DATA TRANSPORT AND TRANSFORMATION LAYER…
   
   Accelerate application modernization and migration to AWS with a real-time
   data transformation and transport layer using Confluent Cloud.
   
   
   Data & analytics
   
   


 * TECHNICAL ARTICLE
   
   
   GETTING YOUR GENERATIVE AI PILOT READY FOR PRODUCTION
   
   In this article you’ll learn about the requirements of production ready RAG
   for your gen AI LLM implementation.
   
   
   GenAI & AI/ML
   
   


 * TECHNICAL ARTICLE
   
   
   HOW UNIFIED DATA AND MACHINE LEARNING WORKFLOWS DELIVER VALUE FASTER
   
   Explore the tightly interrelated role of data and code in the process of
   developing, tuning, and working with machine-learning models and implementing
   RAG.
   
   
   GenAI & AI/ML
   
   


 * TOOL SELECTION GUIDE
   
   
   A GUIDE TO DATA, ANALYTICS, AND MACHINE LEARNING (ML) TOOLS FOR AWS
   
   From generative AI to data lakes, visualizations to transformation, this
   guide will help you choose the right data tools for the job.
   
   
   Data & analytics
   
   

1 …
234
… 4


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BOOST PERFORMANCE, SECURITY, SCALABILITY, AND ENABLE NEW USER EXPERIENCES.


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