AWS re:Invent 2025 - Scale AI agents with custom models using Amazon SageMaker AI & SGLang (AIM387)

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS Amazon SageMaker

Are you looking to customize foundation models and deploy AI agents at scale? Learn how to leverage Amazon SageMaker AI to build performant agentic workflows with customized open-weight models. This session covers the end-to-end journey: use Amazon SageMaker AI for model customization, track experiments with managed MLflow, establish governance with Amazon SageMaker AI Model Registry, and deploy optimized models using SGLang on Amazon SageMaker AI Inference for low-latency agent applications. Discover how to create repeatable, auditable workflows with Amazon SageMaker AI Pipelines while maintaining comprehensive observability and control for production AI systems. Includes a live demonstration of customizing and deploying an open-weight model, plus insights from SGLang's team on inference for agents.

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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 - Integrate any agent framework with Amazon Bedrock AgentCore (AIM396)

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum API AWS LLM Cyber Security

Bring existing agents to AWS with Amazon Bedrock AgentCore. Whether you've built custom agents or use frameworks like LangChain, LangGraph, CrewAI, or LlamaIndex, this session shows how to run them on secure, scalable AWS infrastructure without rewriting your logic. Discover how AgentCore's API-based orchestration integrates external agent frameworks and services, centralizing tooling, observability, memory, and security. Learn how Cohere Health successfully integrated their healthcare workflow agents with AgentCore to enable secure, scalable processing of healthcare prior authorization decisions, leveraging AgentCore's services like Runtime and Memory to meet strict healthcare compliance requirements while maintaining the flexibility to use their chosen frameworks.

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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 - Modernize your data warehouse by moving to Amazon Redshift (ANT317)

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Analytics AWS DWH Redshift

Are you spending too much time on data warehouse management tasks like hardware provisioning, software patching, and performance tuning and not enough time building your applications and innovating with data? Tens of thousands of customers rely on AWS Analytics every day to run and scale analytics in seconds on all their data without managing data warehouse infrastructure. In this session, you’ll learn best practices and proven strategies for modernizing your data warehouse, helping your build powerful analytics and machine learning applications that operate at scale while keeping costs low.

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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 - Break through AI performance and cost barriers with AWS Trainium (AIM201)

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS GenAI

Generative AI deployments face challenges with high computing costs and complex scaling requirements. AWS Trainium2 and Inferentia2 chips deliver compelling price-performance for both training and inference workloads. In this session, discover innovations that enable efficient scaling of advanced AI workloads, from training and serving MoE models to deploying agentic systems with reasoning capabilities. Learn how customers are achieving exceptional performance while significantly reducing costs.

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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 - Best practices for building Apache Iceberg based lakehouse architectures on AWS

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum Athena AWS Amazon EMR AWS Glue Data Lakehouse ETL/ELT Iceberg Redshift S3 Amazon SageMaker Spark +1 more

Discover advanced strategies for implementing Apache Iceberg on AWS, focusing on Amazon S3 Tables and integration of Iceberg Rest Catalog with the lakehouse in Amazon SageMaker. We'll cover performance optimization techniques for Amazon Athena and Amazon Redshift queries, real-time processing using Apache Spark, and integration with Amazon EMR, AWS Glue, and Trino. Explore practical implementations of zero-ETL, change data capture (CDC) patterns, and medallion architecture. Gain hands-on expertise in implementing enterprise-grade lakehouse solutions with Iceberg on AWS.

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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 - Master AI model development with Amazon SageMaker AI (AIM272)

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS Amazon SageMaker

Unlock the full potential of AI model customization with Amazon SageMaker AI. This session explores SageMaker AI's comprehensive model development tools, highlighting how it caters to any use case - from hands-on compute control to fully managed solutions. Dive into key features like Amazon Nova customization, end to end development with HyperPod, and flexible development environments. Listen to our customers share their journey, demonstrating how SageMaker AI accelerates AI innovation while optimizing resource utilization.

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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 - Sustainable computing for climate solutions (AIM417)

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS CloudWatch Amazon EC2

High Performance Computing (HPC) is crucial for solving complex environmental challenges such as air pollution and extreme weather forecasting, yet HPC workloads are traditionally computationally intensive. This session explores patterns and key AWS services like AWS Batch, ParallelCluster, EC2 Spot Instances, Graviton processors, FSx for Lustre, and Cloudwatch that help optimize the balance between computational performance and environmental sustainability. Attendees will explore a real-world example of how researchers from University of Oxford are using sustainable HPC solutions for community air quality improvement through large-scale geospatial data processing and machine learning.

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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 AI to improve humanitarian workload resilience (AIM336)

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS GenAI

Almost everyone has experienced a bad IT day, when systems fail in unpredictable ways. For organizations operating in a humanitarian crisis, contextual continuity is mission critical. In this code talk, we'll explore how generative AI can help build more resilient humanitarian systems. Drawing from Werner Vogels' wisdom that "everything fails, all the time, so plan for failure and nothing will fail", we'll demonstrate practical techniques for identifying and mitigating potential system failures. Through live coding, attendees will learn to leverage AI to anticipate and address vulnerabilities, ensuring more robust and reliable humanitarian technology.

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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 - Cut costs & operate efficiently on Amazon RDS for SQL Server & Oracle (DAT325)

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum AWS Amazon RDS Oracle SQL

Discover how leading enterprises are leveraging 15+ years of Amazon RDS operational excellence to power their SQL Server and Oracle databases in the cloud. In this session, explore features across Amazon RDS for SQL Server and Oracle that help you achieve substantial cost savings, enhanced scalability, and efficient operations. Through real-world cost optimization techniques and architectural best practices, learn how organizations are reducing operational overhead and costs while improving availability, scalability, and performance.

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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 databases zero-ETL integrations (DAT445)

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Analytics AWS Aurora Amazon RDS DynamoDB ETL/ELT Redshift Amazon SageMaker

In this session, learn how AWS zero-ETL integrations remove the need to manage complex data movement pipelines across multiple source database engines and targets so data engineers, architects, & DBAs can eliminate maintenance overhead while ensuring near real-time data availability for analytics & ML workloads. Examine the underlying architecture and how it works for the supported zero-ETL integrations between Amazon Aurora, Amazon DynamoDB, and Amazon RDS sources to Amazon Redshift, Amazon SageMaker, and Amazon OpenSearch Service targets - all without traditional ETL complexity. Dive into the data movement options, tunable settings, and how to monitor ongoing data movement.

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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 - Amazon Aurora HA and DR design patterns for global resilience (DAT442)

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum AWS Aurora MySQL postgresql

Amazon Aurora is a serverless relational database with unparalleled high performance and availability at global scale for PostgreSQL, MySQL, and DSQL. Aurora provides managed high availability (HA) and disaster recovery (DR) capabilities in and across AWS Regions. In this session, explore the Aurora HA and DR capabilities and discover design patterns that enable the development of resilient applications. Learn how to establish in-Region and cross-Region HA and DR using Aurora features including Multi-AZ deployments and Aurora Global Database, and how Aurora DSQL multi-Region clusters provides the highest level of availability and application resilience.

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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 - How Samsung optimized 1.2 PB on Amazon DynamoDB with zero downtime (DAT323)

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum AWS Data Management DynamoDB

Join Samsung Cloud to learn how they successfully implemented a massive-scale table optimization, handling 1.2 PB on Amazon DynamoDB with zero downtime. Follow the innovative journey behind Samsung Internet's tab sync feature, showcasing how the team developed an in-house solution to handle complex data transfer achieving substantial cost savings without third-party dependencies. Learn how this implementation resulted in the creation of a new standard framework that now serves as Samsung's blueprint for future data management initiatives. Gain practical insights into building scalable solutions through deep service domain understanding and discover actionable strategies to tackle similar challenges in your organization.

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 - Keynote Customer - Apple

2025-12-06 · AWS re:Invent 2024 Watch

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by Payam Mirrashidi (Apple)

Agile/Scrum AWS

Payam Mirrashidi, VP, Cloud Systems & Platforms, Apple, explains how AWS Graviton helps improve developer velocity at scale. Hear Swift’s journey from the premier programming language for the Apple ecosystem to adoption by millions of developers around the world building apps for everything from devices to data centers.

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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 #AWSEvents

AWS re:Invent 2025 - Mastering model choice: The 3-step Amazon Bedrock advantage (AIM391)

2025-12-06 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS

Unlock the full potential of Amazon Bedrock by learning how to choose the perfect foundation models for your unique use cases. This session reveals a powerful three-step framework used by industry leaders to navigate Amazon Bedrock's expansive model portfolio. Discover how to identify ideal model candidates, conduct rigorous data-driven evaluations, and optimize for production through strategic model combinations and fine-tuning. Also hear from CoinMarketCap, a leading source for real-time cryptocurrency market data, as they share real-world examples and practical evaluation techniques. Learn expert strategies for balancing performance, cost, and latency to make informed decisions that maximize your AI investments.

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 - Multi-Region strong consistency with Amazon DynamoDB global tables (DAT440)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AWS DynamoDB

Join this session to learn how multi-Region strong consistency mode for Amazon DynamoDB global tables helps you build highly resilient applications across Regions. Explore the advantages of this innovative functionality, learn how to identify which use cases will benefit most, and discover how to choose the optimal global tables mode for your workloads. Deep dive on how AWS built DynamoDB global tables with multi-Region strong consistency and see a practical demo of the feature. Leave this session ready to leverage multi-Region strong consistency with your 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.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - Using generative AI to accelerate database modernization with AWS DMS (DAT420)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS GenAI

Does the thought of modernizing your application and database architecture fill you with concern? In this code talk, learn how to overcome common migration issues and concerns that arise during modernization projects. See live coding examples to learn how to use generative AI and the AWS DMS Schema Conversion feature to successfully modernize your database.

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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 - A practitioner’s guide to data for agentic AI (DAT315)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS Aurora Data Lake Data Management Data Quality RAG Amazon SageMaker Data Streaming

In this session, gain the skills needed to deploy end-to-end agentic AI applications using your most valuable data. This session focuses on data management using processes like Model Context Protocol (MCP) and Retrieval Augmented Generation (RAG), and provides concepts that apply to other methods of customizing agentic AI applications. Discover best practice architectures using AWS database services like Amazon Aurora and OpenSearch Service, along with analytical, data processing and streaming experiences found in SageMaker Unified Studio. Learn data lake, governance, and data quality concepts and how Amazon Bedrock AgentCore and Bedrock Knowledge Bases, and other features tie solution components together.

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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 - How Adobe & Salesforce enable sustainability initiatives with AWS CCFT (AIM332)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AWS

Learn how your organization can gain deeper environmental insights using AWS's Customer Carbon Footprint Tool, illustrated through success stories from Adobe and Salesforce. You'll see how these companies are advancing their sustainability reporting and uncovering valuable carbon metrics across their cloud operations. This session showcases how to access, understand, and utilize comprehensive environmental data to inform your sustainability decisions. Discover how AWS tools enable organizations to track their progress and measure impact. Experience how enhanced visibility into carbon footprint data can transform your organization's approach to environmental responsibility and drive meaningful change.

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 - DraftKings: Scaling to 1M operations/min on Aurora during Super Bowl (DAT320)

2025-12-05 · AWS re:Invent 2024 Watch

video

Agile/Scrum AWS Aurora

Discover how DraftKings leverages Amazon Aurora to handle massive transaction volumes during major sporting events for high-stakes sports betting. Join DraftKings to explore the architectural decisions and technical innovations that enable processing of one million financial operations per minute with sub-millisecond latency during peak events like the Super Bowl. Learn how using Aurora, DraftKings can seamlessly scale its financial ledger system, ensure data consistency, and deliver uninterrupted service during moments when millions of users place simultaneous bets.

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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 - Revealing the northern lights: Amazon Aurora security deep dive (DAT456)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AWS Aurora Amazon RDS Cyber Security

Researchers at the DEF CON 33 security conference shared that Amazon RDS successfully defended against their novel attack, despite the underlying open source database engine not releasing patches at the time. This is the result of years of consistent investment in security and isolation, enabling customers to focus on their applications instead of managing databases. We dive deep into the engineering and layered security architecture for Amazon Aurora, examining how multiple complementary layers including encryption, network controls, granular permissions, AWS IAM, active defense, and Amazon GuardDuty work together to protect customers' data from the infrastructure through the application interface.

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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