AWS Architecture Blog
Category: Architecture
Field Notes: Comparing Algorithm Performance Using MLOps and the AWS Cloud Development Kit
Comparing machine learning algorithm performance is fundamental for machine learning practitioners, and data scientists. The goal is to evaluate the appropriate algorithm to implement for a known business problem. Machine learning performance is often correlated to the usefulness of the model deployed. Improving the performance of the model typically results in an increased accuracy of […]
Building a Controlled Environment Agriculture Platform
This post was co-written by Michael Wirig, Software Engineering Manager at Grōv Technologies. A substantial percentage of the world’s habitable land is used for livestock farming for dairy and meat production. The dairy industry has leveraged technology to gain insights that have led to drastic improvements and are continuing to accelerate. A gallon of milk […]
Field Notes: Managing an Amazon EKS Cluster Using AWS CDK and SHI’s Cloud Resource Property Manager
This post is contributed by Bill Kerr and Raj Seshadri For most customers, infrastructure is hardly done with CI/CD in mind. However, Infrastructure as Code (IaC) should be a best practice for DevOps professionals when they provision cloud-native assets. Microservice apps that run inside an Amazon EKS cluster often use CI/CD, so why not the […]
Field Notes: Ingest and Visualize Your Flat-file IoT Data with AWS IoT Services
Customers who maintain manufacturing facilities often find it challenging to ingest, centralize, and visualize IoT data that is emitted in flat-file format from their factory equipment. While modern IoT-enabled industrial devices can communicate over standard protocols like MQTT, there are still some legacy devices that generate useful data but are only capable of writing it […]
Field Notes: Migrating File Servers to Amazon FSx and Integrating with AWS Managed Microsoft AD
Amazon FSx provides AWS customers with the native compatibility of third-party file systems with feature sets for workloads such as Windows-based storage, high performance computing (HPC), machine learning, and electronic design automation (EDA). Amazon FSx automates the time-consuming administration tasks such as hardware provisioning, software configuration, patching, and backups. Since Amazon FSx integrates the file […]
Real-Time In-Stream Inference with AWS Kinesis, SageMaker, & Apache Flink
As businesses race to digitally transform, the challenge is to cope with the amount of data, and the value of that data diminishes over time. The challenge is to analyze, learn, and infer from real-time data to predict future states, as well as to detect anomalies and get accurate results. In this blog post, we’ll […]
Serving Content Using a Fully Managed Reverse Proxy Architecture in AWS
With the trends to autonomous teams and microservice style architectures, web frontend tiers are challenged to become more flexible and integrate different components with independent architectures and technology stacks. Two scenarios are prominent: Micro-Frontends, where there is a single page application and components within this page are owned by different teams Web portals, where there […]
Field Notes: Setting Up Disaster Recovery in a Different Seismic Zone Using AWS Outposts
Recovering your mission-critical workloads from outages is essential for business continuity and providing services to customers with little or no interruption. That’s why many customers replicate their mission-critical workloads in multiple places using a Disaster Recovery (DR) strategy suited for their needs. With AWS, a customer can achieve this by deploying multi Availability Zone High-Availability […]
Fast and Cost-Effective Image Manipulation with Serverless Image Handler
As a modern company, you most likely have both a web-based and mobile app platform to provide content to customers who view it on a range of devices. This means you need to store multiple versions of images, depending on the device. The resulting image management can be a headache as it can be expensive […]
Field Notes: Automating Migration Requests for Reserved Instances and Savings Plans in Closed Accounts
Enterprise AWS customers are often managing many accounts under a payer account, and sometimes accounts are closed before Reserved Instances (RI) or Savings Plans (SP) are fully used. Manually tracking account closures and requesting RI and SP migration from the closed accounts can become complex and error prone. This blog post describes a solution for automating […]









