AWS Architecture Blog

When building a machine learning algorithm, such as a regression or classification algorithm, a common goal is to produce a generalized model. This is so that it performs well on new data that the model has not seen before. Overfitting and underfitting are two fundamental causes of poor performance for machine learning models. A model […]

AWS Storage Gateway is a set of services that provides on-premises access to virtually unlimited cloud storage. You can extend your on-premises storage capacity, and move on-premises backups and archives to the cloud. It provides low-latency access to cloud storage by caching frequently accessed data on premises, while storing data securely and durably in the […]

The AWS Architecture Center provides new and notable reference architecture diagrams, vetted architecture solutions, AWS Well-Architected best practices, whitepapers, and more. This blog post features some of our best picks from the new and newly updated content we released in the past month. 1. AWS Best Practices for DDoS Resiliency Prioritizing the availability and responsiveness […]

In Part 3 of this series, Improved Resiliency and Standardized Observability, we talked about design patterns that you can adopt to improve resiliency, achieve minimum business continuity, and scale applications with lengthy transactions (more than 3 minutes). As a refresher from previous blogs in this series, our example ecommerce company’s “Shoppers” application runs in the cloud. […]

Many businesses have an essential need for structured data stored in their own database for business operations and offerings. For example, a company that produces electronics may want to store a structured dataset of parts. This requires the following properties: color, weight, connector type, and more. This data may already be available from external sources. […]

As AWS adoption increases throughout an organization, the number of networks and virtual private clouds (VPCs) to support them also increases. Customers can see growth upwards of tens, hundreds, or in the case of the enterprise, thousands of VPCs. Generally, this increase in VPCs is driven by the need to: Simplify routing, connectivity, and isolation […]

April 2025: This blog post has been updated to include new features in Elastic Load Balancing (ELB). One of the best practices for building resilient systems in Amazon Virtual Private Cloud (VPC) networks is using multiple Availability Zones (AZ). An AZ is one or more discrete data centers with redundant power, networking, and connectivity. Using […]

Have you ever wondered how to move resources between Amazon Web Services (AWS) accounts? You can really view this as a migration of resources. Migrating resources from one AWS account to another may be desired or required due to your business needs. Following are a few scenarios where this may be of benefit: When you […]

Biopharmaceutical manufacturing is a highly regulated industry where deviation documents are used to optimize manufacturing processes. Deviation documents in biopharmaceutical manufacturing processes are geographically diverse, spanning multiple countries and languages. The document corpus is complex, with additional requirements for complete encryption. Therefore, to reduce downtime and increase process efficiency, it is critical to automate the […]

Event driven programs use events to initiate succeeding steps in a process. For example, the completion of an upload job may then initiate an image processing job. This allows developers to create complex architectures by using the principle of decoupling. Decoupling is preferable for many workflows, as it allows each component to perform its tasks […]