AWS re:Invent 2025 - Streamline AI model development lifecycle with Amazon SageMaker AI (AIM364)

2025-12-03 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing Amazon SageMaker

Learn how Amazon SageMaker AI transforms model development with a unified environment for all your AI workloads - from interactive model development on IDEs to maximizing task and compute resource utilization across training and inference workloads. We'll demonstrate how to use SageMaker Studio as the familiar IDE to develop, submit, and monitor ML jobs, while leveraging the scalability and resiliency of HyperPod environment for computationally intensive tasks like training and deploying large foundation models. You will also learn how HyperPod task governance capability can help you automatically allocate compute resources based on task prioritization end-to-end through the model development lifecycle.

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.

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AWS re:Invent 2025 - Data protection strategies for AI data foundation (AIM339)

2025-12-03 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing Amazon SageMaker Cyber Security

Build robust security frameworks for AI implementations through hands-on coding. We'll implement data protection patterns, secure prompt handling, and PII detection. Code along as we create privacy-preserving pipelines in SageMaker, configure IAM policies for model access control, and automate compliance checks with AWS Config. Develop defenses against prompt injection attacks, implement differential privacy techniques, and build CloudTrail audit trails. Leave with production-ready code templates for governance guardrails and technical safeguards that protect sensitive data throughout the AI lifecycle while enabling innovation and maintaining trust in your AI applications.

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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.

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AWS re:Invent 2025 - High-performance NLP & geospatial analysis with Amazon Redshift (ANT334)

2025-12-03 · AWS re:Invent 2024 Watch

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AWS Cloud Computing NLP Redshift

This session explores how Cambridge Mobile Telematics (CMT) uses Amazon Redshift for large-scale geospatial and text data analysis. We'll discuss why CMT chose AWS and Redshift based on scalability and integration needs, highlighting how Redshift's geospatial solution using H3 functions enable efficient processing of billions of location records. The presentation demonstrates CMT's use of Redshift's NLP capabilities, featuring QEv2 and Vega for advanced ad-hoc reporting. Finally, we examine how Redshift's architecture delivers the optimal price-performance balance for CMT's demanding data operations.

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.

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AWS re:Invent 2025 - Turn unstructured data in Amazon S3 into AI-ready assets with SageMaker Catalog

2025-12-03 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing RAG S3 Amazon SageMaker

Unstructured data often holds untapped value, and Amazon SageMaker makes it possible to turn that data into insights and AI-ready assets. In this session, you'll learn how to bring unstructured data from Amazon S3 into SageMaker, create searchable assets, and build knowledge bases for Amazon Bedrock to improve retrieval-augmented generation (RAG) accuracy. Discover how teams can collaborate across roles, data users can self-serve to find and understand the right data, and governance ensures that the right people get the right access. Bayer will share how they use these capabilities to unlock unstructured data and accelerate research and innovation.

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

AWS re:Invent 2025 - Dive deep into Amazon DynamoDB (DAT435)

2025-12-03 · AWS re:Invent 2024 Watch

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AWS Cloud Computing DynamoDB

This session provides a deep dive into Amazon DynamoDB and shares insights into how DynamoDB is architected and how it’s able to deliver the scalability and response times that customers have come to expect. DynamoDB is used by over one million AWS customers, and powers hundreds of applications that exceed half a million requests per second. In this talk we explore the architecture of DynamoDB, and of several specific features. You will understand how we architected DynamoDB to deliver predictable low latency at any scale, and how best to develop your own applications to delight your customers.

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.

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AWS re:Invent 2025 - Concept to campaign: Marketing agents on Amazon Bedrock AgentCore (AIM395)

2025-12-03 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing Marketing

Marketing teams require AI agents capable of orchestrating complex campaigns with enterprise controls. This session explores Epsilon's production-ready multi-agent system built with Amazon Bedrock AgentCore for intelligent marketing campaigns. Learn to implement secure agent collaboration using AgentCore Runtime for parallel execution, Gateway for controlled data access, and Identity for granular permissions. We'll cover architectural patterns for asynchronous workflows, demonstrate personalized content generation with brand consistency, and explore real-time campaign monitoring through AgentCore Observability. You'll gain proven patterns for building autonomous marketing agents that execute multistep workflows, scale to thousands of concurrent campaigns, and maintain complete auditability.

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.

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AWS re:Invent 2025 - Deep dive into Amazon DocumentDB and its innovations (DAT444)

2025-12-03 · AWS re:Invent 2024 Watch

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API AWS Cloud Computing MongoDB

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

AWS re:Invent 2025 - Seamless data sharing in Amazon Redshift (ANT348)

2025-12-03 · AWS re:Invent 2024 Watch

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AWS Cloud Computing Redshift

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.

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AWS re:Invent 2025 - Unified knowledge access: Bridging data with generative AI agents (AIM338)

2025-12-03 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing GenAI SQL

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.

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AWS re:Invent 2025 - Build, fine-tune & deploy AI models with SageMaker HyperPod CLI & SDK (AIM371)

2025-12-03 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing Amazon SageMaker

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

AWS re:Invent 2025 - Universal data connectivity with ETL and SQL queries (ANT209)

2025-12-03 · AWS re:Invent 2024 Watch

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AI/ML Analytics AWS Cloud Computing ETL/ELT GenAI SQL

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

AWS re:Invent 2025 - PostgreSQL performance: Real-world workload tuning (DAT410)

2025-12-03 · AWS re:Invent 2024 Watch

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AWS Cloud Computing SQL postgresql

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

AWS re:Invent 2025 - Better, faster, cheaper: How Valkey is revolutionizing caching (DAT458)

2025-12-03 · AWS re:Invent 2024 Watch

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AWS Cloud Computing

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

AWS re:Invent 2025 - Using graphs over your data lake to power generative AI applications (DAT447)

2025-12-03 · AWS re:Invent 2024 Watch

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AI/ML Analytics AWS Cloud Computing Data Lake GenAI Iceberg Parquet S3

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

AWS re:Invent 2025 - Optimizing for high performance with Amazon ElastiCache Serverless (DAT437)

2025-12-03 · AWS re:Invent 2024 Watch

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AWS Cloud Computing

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

AWS re:Invent 2025 - Build a well-architected foundation for scaling generative AI and agentic apps

2025-12-03 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing GenAI

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

AWS re:Invent 2025 - Agentic AI's new generation of Industry and Line of Business solutions (PEX202)

2025-12-02 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing GenAI

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

AWS re:Invent 2025 - Binge-worthy: Netflix's journey to Amazon Aurora at scale (DAT322)

2025-12-02 · AWS re:Invent 2024 Watch

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AWS Aurora Cloud Computing Data Streaming

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

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

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

AWS re:Invent 2025 - Data modeling core concepts for Amazon DynamoDB (DAT311)

2025-12-02 · AWS re:Invent 2024 Watch

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AWS Cloud Computing Data Modelling DynamoDB

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

AWS re:Invent 2025 - Enterprise-scale ETL optimization for Apache Spark (ANT336)

2025-12-02 · AWS re:Invent 2024 Watch

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AWS Amazon EMR AWS Glue Cloud Computing ETL/ELT S3 Amazon SageMaker Spark

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

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

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