AWS Cloud Operations Blog

As machine learning models grow more advanced, they require extensive computing power to train efficiently. Many organizations are turning to GPU-accelerated Kubernetes clusters for both model training and online inference. However, properly monitoring GPU usage is critical for machine learning engineers and cluster administrators to understand model performance and to optimize infrastructure utilization. Without visibility […]

Some of my customers need assistance while operating their Amazon Elastic Compute Cloud (Amazon EC2) infrastructure. They need to: Review the disk usage of various volumes/ disks within an EC2 instance. To do it in a scalable way, one does not need to access the instance either through a Remote Desktop Session (RDP) or use […]

In today’s rapidly evolving digital landscape, the cloud has become the backbone of innovation, scalability, and efficiency for businesses worldwide. As customers embark on their cloud migration journeys, whether the migration has been motivated by the intention of accelerating innovation, reducing operational and infrastructure costs, or exiting your on-prem datacenter, migrating to the cloud presents […]

In January 2024, we introduced Migration Hub Journeys to guide and accelerate the migration and modernization of applications. Journeys help optimize planning, execution, and tracking through task-based templates with expert guidance, specialized tools, and cross-team collaboration, enabling you to migrate and modernize applications seamlessly. Today, we’re excited to publish new migration journey templates for AWS […]

Introduction Monitoring the health and performance of your media services is critical to ensuring a seamless viewing experience for your customers. Amazon CloudWatch provides powerful monitoring capabilities for Amazon Web Services (AWS) resources. Setting up comprehensive dashboards can be a time-consuming process, especially for organizations managing large number of resources across multiple regions. The Automatic CloudWatch […]

Introduction When I take my car in for service for a simple oil change, the technician often reads off a litany of other services my car needs that I had put off since the previous service (and maybe the service before that, too). I tend to wait for the “check engine” light to come on […]

Introduction In this blog, you will learn how to choose the right project management methodology to accelerate cloud transformations. According to the Harvard Business Review, over 70% of digital transformations fail. One of the reasons is the lack of proper governance leading to poor cross-functional alignment. To avoid this common pitfall, organizations must choose a […]

Customers who develop APIs can control access to them using Amazon Cognito user pools as an authorizer. Testing these APIs should take into account the additional security controls in place to effectively validate that the APIs are working, and Amazon CloudWatch Synthetics enables proactive testing of these APIs. If you are using Amazon Cognito User […]

At AWS, we consider reliability as a capability of services to withstand major disruptions within acceptable degradation parameters and to recover within an acceptable timeframe. Service reliability goes beyond traditional disciplines, such as availability and performance, to achieve its goal. Components of a system or application will eventually fail over time. Like our CTO Werner Vogels […]

Engaging effectively with application teams is key in scaling out your cloud migration initiative. Some application teams want minimal involvement in the migration process. Others view it as opportunity to enable their engineers and learn by doing. In this post, I discuss the pros and cons and suitability criteria of three engagement models. Deliver (“do-for” […]