AWS Architecture Blog

Tag: AWS Well-Architected Framework

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Announcing updates to the AWS Well-Architected Framework guidance

We are excited to announce the availability of improved AWS Well-Architected Framework guidance. In this update, we have made changes across all six pillars of the framework: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability. In this release, we have made the implementation guidance for the new and updated best practices more prescriptive, including enhanced recommendations and steps on reusable […]

Let's Architect

Let’s Architect! Resiliency in architectures

What is “resiliency”, and why does it matter? When we discussed this topic in an early 2022 edition of Let’s Architect!, we referenced the AWS Well-Architected Framework, which defines resilience as having “the capability to recover when stressed by load, accidental or intentional attacks, and failure of any part in the workload’s components.” Businesses rely […]

Top-10

Top 10 AWS Architecture Blog posts of 2022

As we wrap up 2022, we want to take a moment to shine a bright light on our readers, who spend their time exploring our posts, providing generous feedback, and asking poignant questions! Much appreciation goes to our Solutions Architects, who work tirelessly to identify and produce what our customers need. Without any further ado, […]

ML lifecycle

Optimize AI/ML workloads for sustainability: Part 2, model development

More complexity often means using more energy, and machine learning (ML) models are becoming bigger and more complex. And though ML hardware is getting more efficient, the energy required to train these ML models is increasing sharply. In this series, we’re following the phases of the Well-Architected machine learning lifecycle (Figure 1) to optimize your […]

ML lifecycle

Optimize AI/ML workloads for sustainability: Part 1, identify business goals, validate ML use, and process data

Training artificial intelligence (AI) services and machine learning (ML) workloads uses a lot of energy—and they are becoming bigger and more complex. As an example, the Carbontracker: Tracking and Predicting the Carbon Footprint of Training Deep Learning Models study estimates that a single training session for a language model like GPT-3 can have a carbon footprint […]

Well-Architected FinServ lens

AWS Well-Architected for Financial Services

Cloud is part of the new normal in the financial services industry. Higher customer expectations have raised the stakes, pushing institutions to streamline operations, lower costs, and accelerate innovation. The conversation is no longer about whether to embrace the cloud, but rather, how quickly it can be done. To address the need to provide tailored […]

Common use cases with different data flows through AWS Serverless services

Liberty IT Adopts Serverless Best Practices Using AWS Cloud Development Kit

This post was co-written with Matthew Coulter, Lead Technical Architect of Global Risk at Liberty Mutual Liberty IT Solutions, part of Liberty Mutual Group, has been using AWS CloudFormation to deploy serverless applications on AWS for the last four years. These deployments typically involve defining, integrating, and monitoring services such as AWS Lambda, Amazon API […]

AWS Well-Architected

Announcing the New Version of the Well-Architected Framework

“Nothing is constant except for change.” – Unknown We are announcing the availability of a new version of the AWS Well-Architected Framework. We’ve made changes in response to your feedback, as well as to industry trends that are becoming widely adopted. We focused on four themes: removing perceived repetition, adding content areas to explicitly call […]

AWS Well-Architected

What’s New in the Well-Architected Operational Excellence Pillar?

We recently released an updated version of the Operational Excellence pillar of the AWS Well-Architected Framework, which includes expanded guidance on operating model, and organizational culture, as well as some other refinements. Gerald Weinberg, in his 1985 book, The Secrets of Consulting, defined The Second Law of Consulting as “No matter how it looks at […]

AWS Well-Architected

What’s New in the Well-Architected Reliability Pillar?

The new version of the Reliability pillar for AWS Well-Architected includes expanded content across all areas of reliability. Guidance on distributed system architecture has been reorganized and expanded, and new best practices have been added as part of the Well-Architected Review. There is a sharper focus on chaos engineering with more explanation and examples. We’ve […]