Amazon DocumentDB (with MongoDB compatibility) is a serverless, fully managed, MongoDB API-compatible document database service. In this session, deep dive into the most exciting new features Amazon DocumentDB offers including Serverless, columnar read replicas, performance upgrades, and DocumentDB 8.0 [TBC]. Learn how the implementation of these features in your organization can improve resilience, performance, and the effectiveness of your applications.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Data copying is time-consuming and can introduce errors and consistency issues. Organizations are looking for an easy way to share data in a well-governed way across accounts, AWS Regions, partners, and vendors. Join this lightning talk to learn how to easily and securely share live data across Amazon Redshift clusters.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

As organizations mature their generative AI strategy, more complex use cases emerge. Originally focused on unstructured data, organizations now require structured data as a source of knowledge for AI applications. This session will showcase a method for storing and accessing structured and unstructured data in tandem through an AI agent. Learn how to put text data into a vector store and create a text-to-SQL system with advanced knowledge bases, then efficiently direct user questions using AI agents for a smooth user experience. This approach demonstrates how to leverage both structured and unstructured data sources to enhance the capabilities of generative AI systems in enterprise environments.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Amazon SageMaker HyperPod helps build, train and deploy AI models at scale. You can spin-up preferred IDE on HyperPod to develop their models and run experiments, then scale to thousands of accelerators to run distributed training and finally deploy models for real-time or batch inference. With HyperPod task governance capabilities, you can optimize the utilization of the cluster resources. In this talk, we will show how interaction with HyperPod clusters is simplified via the SageMaker HyperPod CLI and SDK, which streamlined end-to-end model development, from training, fine-tuning to deployment. We'll show HyperPod CLI/SDK capabilities with live coding and troubleshooting.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Learn how AWS can help you with data integration and preparing data for analytics, machine learning (ML) and generative AI workloads. Explore new capabilities that enable your users to have controlled access to all relevant data, easily build and maintain scalable and resilient data pipelines, and enhance decision-making quality,all with exceptional price performance. See how zero-ETL and query federation can complement ETL and ELT data pipelines.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

PostgreSQL performance isn’t magic—it’s engineering. In this code talk, we dive deep into practical tuning techniques to avoid common pitfalls that silently degrade performance by improving an underperforming PostgreSQL database workload. Learn how excessive indexes hurt write throughput, why HOT updates fail, and how vacuum behavior can stall your system. We’ll demonstrate how to use Query Plan Management (QPM) and pg_hint_plan for plan stability and decode wait events to uncover hidden bottlenecks. With real SQL examples and system insights, this session equips you to tune PostgreSQL for predictable, high-performance workloads.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

In this session, discover how the powerful combination of open source Valkey and Amazon ElastiCache is transforming the landscape of distributed caching. Explore recent innovations such as probabilistic data structures like bloom filters, a memory efficient dictionary that reduces memory usage by up to 40%, and a multi-threaded architecture that enables instantaneous scaling by up to 230%. We'll reveal the infrastructure that enables ElastiCache to seamlessly patch hundreds of thousands of customers while maintaining high availability, even for extreme workloads like Prime Day's trillion requests per minute.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

In this session, learn about new Amazon Neptune capabilities for high-performance graph analytics and queries over data lakes to unlock the implicit and explicit relationships in your data, driving more accurate, trustworthy generative AI responses. We'll demonstrate building knowledge graphs from structured and unstructured data, combining graph algorithms (PageRank, Louvain clustering, path optimization) with semantic search, and executing Cypher queries on Parquet and Iceberg formats in Amazon S3. Through code samples and benchmarks, learn advanced architectures to use Neptune for multi-hop reasoning, entity linking, and context enrichment at scale. This session assumes familiarity with graph concepts and data lake architectures.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Learn how to build highly scalable, high-performance applications with Amazon ElastiCache Serverless. View how ElastiCache Serverless works behind the scenes and dive deeper into the metrics to help you identify and debug application performance issues. This session will help you to build effective applications using ElastiCache Serverless and to leverage the design of the service to your advantage.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

You've seen the potential of agentic AI through proof-of-concepts, and you're ready to build a foundation that can support all AI applications across your organization. Enter the complexities: model access and management, tool discovery, memory and state handling, observability, plus deployment and operations at scale! In this session we'll demonstrate how to build a well-architected foundation that seamlessly integrates model access, orchestration workflows, agents, tools and domain-specific data pipelines while maintaining enterprise-grade observability and governance controls. We'll examine components of a production-ready generative AI and agentic system and dive deep into the architectural patterns that separates successful deployments from failed experiments.

Learn more: AWS re:Invent: https://go.aws/reinforce. More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

This session will focus on the latest Industry & LOB solutions, from Generative AI solutions in radiology to geospatial modeling for power. We will explain the opportunity for AWS Partners to increase visibility of their offerings, as well as develop joint business with AWS and we unlock new innovations for customers. We will share with partners the approach AWS is taking to address key industry use cases with Agentic AI, via partner solutions running on AWS.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

In this session, learn how Netflix successfully orchestrated the migration of terabytes of mission-critical data across 100+ clusters to Amazon Aurora while ensuring continuous service for millions of global subscribers. Through a detailed examination of their innovative approach combining AWS Database Migration Service and Netflix's proprietary Data Streaming Platform, explore how they achieved near-zero downtime and maintained data integrity throughout this complex transition. Technical leaders will gain actionable insights into architecting similar migrations, managing risks, and leveraging AWS tools effectively. Join us to learn how Netflix's experience can inform your own database modernization strategy.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Join this session to learn the core concepts of Amazon DynamoDB data modeling. Explore best practices for common access patterns used by DynamoDB customers for applications that need consistent, fast performance at any scale. Developers experienced with DynamoDB can learn best practices and trade-offs to make when deciding on single-table and multi-table designs, indexing strategies, and more.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Apache Spark on AWS Glue, Amazon EMR, and Amazon SageMaker enhances the optimization of large-scale data processing workloads. These include faster read and write throughput, accelerated processing of common file formats, and expanded Amazon S3 support through the S3A protocol for greater flexibility in write operations. In this session, we'll explore recent enhancements in Spark for distributed computation and in-memory storage to enable efficient data aggregation and job optimization. We'll also demonstrate how these innovations, combined with Spark's native capabilities, strengthen governance and encryption to help you optimize performance while maintaining control and compliance. Join us to learn how to build unified, secure, and high-performance ETL pipelines on AWS using Spark.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Amazon OpenSearch Service is at the heart of how Artificial Intelligence is transforming the way we store, search, and use data. Learn how businesses are using AI to power their search-backed applications, achieving significant improvements in search accuracy and performance with OpenSearch Service’s advanced vector capabilities. Learn how Recruit uses OpenSearch Service to find available tables for "Hot Pepper Gourmet" diners. Dive deep into OpenSearch’s vector capabilities, and its role in building chat bots and agentic search. You’ll learn how to build scalable, high-performance, and cost-optimal solutions so that you can incorporate these technologies in your stack.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Enterprises use Apache Kafka and Apache Flink for an increasing number of mission-critical use-cases, real-time analytics, application messaging, and machine learning. As this usage grows in size and scale, so does the criticality, scale, and cost of managing the Kafka and Flink clusters. Learn how customers can achieve the same or higher availability and durability of their growing clusters, both at lower unit costs and with operational simplicity with Amazon MSK (Managed Streaming for Apache Kafka), and Amazon MSF (Managed Streaming for Apache Flink).

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Enterprise analytics platforms are undergoing a major transformation—from centralized, overloaded data warehouses to federated, governed, GenAI-ready multi-warehouse architectures. In this session, you’ll learn how to design your data warehouse architecture to scale with your business needs. We’ll explore the end-to-end architectural evolution from a monolithic Redshift cluster to a modern multi-warehouse architecture and the best practices to deploy them in a cost-effective manner.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Enterprise developers face challenges processing diverse unstructured content across multiple formats, often requiring complex integration of various AI services. Learn how Amazon Bedrock Data Automation simplifies AI application development by unifying workflows for documents, audio, images, and video into a single service. Through Air's success story discover how Bedrock Data Automation helps streamline content processing, optimizes price-performance, and enables customized insights generation. See how teams can accelerate their journey from experimentation to production while maintaining flexibility to use existing AI services where needed.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Intelligent agents with memory capabilities can deliver smarter, more personalized interactions—but implementing memory in production is no easy task. In this session, we’ll cover how to build context-aware agents using Amazon Bedrock AgentCore Memory. Learn to manage short-term and long-term memory securely, structure agent interactions around user history, and scale memory. Hear from Experian on how they are reimagining conversational memory architecture across their AI ecosystem. Learn about their framework for hierarchical context and how the availability of AgentCore Memory is shaping their direction toward a simpler approach for future AI-driven products and services.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Credit unions and insurance organizations can leverage AI agents for automating complex workflows. In this code talk we’ll demonstrate going from concept to production with spec-driven development. We’ll work backwards from your business processes such as lending automation, claims processing, and fraud detection to turn prompts into detailed specifications, code, documents, and tests. Using prompts as code, we'll build production-ready agents using Strands Agents SDK and AWS services. Attendees will leave equipped with implementation tools, sample code, and best practices for building and deploying agentic AI solutions that transform credit union and insurance operations while ensuring explainable, compliant AI decision-making.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

In this live coding session, we'll show you how to work with Amazon Aurora DSQL from a developer's perspective. We'll develop a sample application to highlight some of the ways developing for Aurora DSQL is different than PostgreSQL. We'll cover authentication and connection management, optimistic concurrency transaction patterns, primary key selection, analyzing query performance, and best practices.

Learn more: More AWS events: https://go.aws/3kss9CP

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

Design software pioneer Autodesk is transforming computer-aided design (CAD) by harnessing generative AI and Amazon Web Services (AWS). The company is developing advanced AI foundation models, like "Project Bernini," which can generate precise 2D and 3D geometric designs based on physical principles.

By utilizing AWS technologies such as Amazon DynamoDB, Elastic MapReduce (EMR), Amazon SageMaker, and Elastic Fabric Adapter, Autodesk has significantly enhanced its AI development process. These innovations have halved foundation model development time and increased AI productivity by 30%.

Learn more about AWS events: https://go.aws/events

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ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

reInvent2024 #AWSreInvent2024 #AWSEvents

In this keynote, the Rocket Companies CTO highlights how Amazon Web Services (AWS) generative AI, specifically through Amazon Bedrock, is revolutionizing the homeownership process by solving critical industry challenges. By harnessing a massive dataset of over 10 petabytes and developing cutting-edge AI tools like Rocket Assist, the company has automated time-consuming administrative tasks.

This innovation has freed up approximately 800,000 employee hours annually, allowing team members to concentrate on more meaningful client interactions. Through its strategic partnership with AWS, Rocket Companies has democratized AI innovation, empowering employees across the organization to develop custom AI applications and significantly enhance overall productivity.

Learn more about AWS events: https://go.aws/events

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ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

reInvent2024 #AWSreInvent2024 #AWSEvents

The AWS AI and Data Conference 2024 delivered practical insights on Generative AI, Machine Learning, and Data Analytics. Attendees learned how organizations are using these technologies to scale operations and meet customer needs. AWS experts and customers shared real-world applications across industries. The event covered the latest trends and best practices, including hands-on experience with AWS tools like Amazon Bedrock for AI development. Keynote speakers included Eddie Wilson (CEO, Ryanair), Martin Holste (CTO for Cloud and AI, Trellix), Rick Sears (GM, Amazon Athena, EMR, and Lake Formation, AWS), and Barry Morris (GM, Purpose Built Databases, AWS). Whether new to AI or seasoned professionals, participants gained actionable knowledge to drive innovation in their organizations.

Sign up now for the AWS AI an Data Conference 2025 and stay at the forefront of AI and data innovation: https://go.aws/4gNtNa6

Learn more about AWS events: https://go.aws/events

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ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSEvents #AWSAI #AWSDataConf #GenerativeAI #CloudInnovation #AmazonBedrock #AIforBusiness #DataDriven #MachineLearning #AWSEvents #TechInnovation

Discover how Jabil, a global manufacturing solutions provider, is harnessing the power of generative AI with Amazon Q Business to transform its supply chain operations. This session explores Jabil's rollout of innovative applications, enhancing factory operations and delivering customer insights across the Jabil supply chain. Gain insights into Jabil's strategies for measuring success, including their goal to use generative AI in new revenue streams. Join us to see how Amazon Q Business and AWS services are helping Jabil build an AI-driven supply chain solution, improving decision-making, efficiency, and market intelligence globally.

Learn more: AWS re:Invent: https://go.aws/reinvent. More AWS events: https://go.aws/3kss9CP

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About AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2024