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In this Code Talk, we'll explore advanced techniques for extracting optimal performance from Amazon EC2 instances through hands-on demonstrations and real-world examples. Watch as we implement systematic workload analysis using native AWS tools including CloudWatch and APerf, showing you how to measure and interpret key performance indicators across instance types.

For more details on this topic, visit the AWS Knowledge Center on AWS re:Post and read the full article associated with this video: https://repost.aws/knowledge-center/glue-version2-external-python-libraries The AWS Knowledge Center contains trusted, expert-reviewed answers to frequently asked questions across AWS services — including EC2, S3, IAM, Lambda, Bedrock, and more. Apoorva shows you how to use external Python libraries in your AWS Glue extract, transform, and load, or ETL, job.

Discover how Audi AG worked with AWS to build a Digital Production Platform that connects over 50 manufacturing plants worldwide. Mathias Mayer, Production Expert at Audi, shares how the company transformed from having limited data access to processing 15 gigabytes of manufacturing data daily from a single plant. In this video, learn how Audi: - Produces 1.

In this episode of AWS Show and Tell, we'll take you  through the innovations in the exciting industry of Agentic commerce. Amazon Bedrock AgentCore payments is the first managed service within Amazon Bedrock AgentCore that helps AI agents autonomously execute micro-transaction payments for paid APIs, MCPs, and content with a few lines of code.

AWS Unified Operations is designed for mission-critical workloads, offering a global team of designated experts who deliver architecture reviews, guided testing, proactive optimization, and five-minute context-specific response times for critical incidents. The top-tier support plan that ensures maximum reliability and performance. Learn more about AWS Unified Operations: https://go.aws/unified-operations Subscribe to AWS: https://go.aws/subscribe Create a free AWS account: https://go.

Learn how to mitigate top API vulnerabilities with Amazon API Gateway. Solutions Architects, Raphael Lima and Eduardo Rodrigues, join Eric Johnson to talk about best practices for securing API Gateway against OWASP API Security Top 10 risks. Discover how to implement identity and access management, validate input data, minimize DDoS surface area with CORS/rate limits, integrate WAF rules, and enable detailed logging/tracing. There's a workshop so you can try out yourself what you learn.

Learn how to build AI agents that scale infinitely without managing servers. Developer Advocate Eric Johnson joins Julian Wood to build an agentic application using serverless architecture, showing how Lambda functions serve as MCP servers while the broader serverless ecosystem handles multi-model reasoning, persistent memory, and RAG-powered responses.

Learn how AWS approaches identity as the foundation of cloud security, both for protecting AWS and enabling customer security. This session explores how AWS strengthens identity across the stack through secure-by-default design, core security mechanisms, API testing and formal verification. You'll discover innovations in access management and identity security that help organizations operate securely at scale.

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.

Learn about efficient deployment techniques using Amazon SageMaker AI focusing on various model quantization approaches to deploying models for inference. This video discusses various approaches to quantization and their benefits. Model quantization is a technique used to reduce the computational and memory requirements of large language models, by reducing the precision of the model's parameters and computations, enabling faster, more efficient deployment with minimal accuracy loss.

Amazon ECS Managed Instances is a fully managed compute option that eliminates infrastructure management overhead while providing access to a broad suite of EC2 capabilities, including the flexibility to select instance types. By offloading infrastructure operations to AWS, ECS Managed Instances allows you quickly launch and scale your workloads while enhancing performance and reducing your total cost of ownership. Learn more about Amazon ECS Managed Instances here: https://go.

When paths diverge in open source, innovation often follows. Join Corey Quinn and Madelyn Olson as they dive into how Amazon ElastiCache for Valkey cut prices by up to 33% while simultaneously improving both performance and reliability through community-driven development.