AWS Architecture Blog

Category: Amazon Elastic Kubernetes Service

Architecture diagram showing the ComfyUI integration with Amazon EKS

How to build custom nodes workflow with ComfyUI on Amazon EKS

ComfyUI is an open-source node-based workflow solution for Stable Diffusion and increasingly being used by many creators. We previously published a blog and solution about how to deploy ComfyUI on AWS. Typically, ComfyUI users use various custom nodes, which extend the capabilities of ComfyUI, to build their own workflows, often using ComfyUI-Manager to conveniently install and manage their […]

AWS Outposts and AWS Local Zones at athenahealth

Hybrid Cloud Journey using Amazon Outposts and AWS Local Zones

This post was co-written with Amy Flanagan, Vice President of Architecture and leader of the Virtual Architecture Team (VAT) at athenahealth, and Anusha Dharmalingam, Executive Director and Senior Architect at athenahealth. athenahealth has embarked on an ambitious journey to modernize its technology stack by leveraging AWS’s hybrid cloud solutions. This transformation aims to enhance scalability, […]

Architecture for deploying stable diffusion on ComfyUI

Deploy Stable Diffusion ComfyUI on AWS elastically and efficiently

Introduction ComfyUI is an open-source node-based workflow solution for Stable Diffusion. It offers the following advantages: Significant performance optimization for SDXL model inference High customizability, allowing users granular control Portable workflows that can be shared easily Developer-friendly Due to these advantages, ComfyUI is increasingly being used by artistic creators. In this post, we will introduce […]

Let's Architect

Let’s Architect! Discovering Generative AI on AWS

Generative artificial intelligence (generative AI) is a type of AI used to generate content, including conversations, images, videos, and music. Generative AI can be used directly to build customer-facing features (a chatbot or an image generator), or it can serve as an underlying component in a more complex system. For example, it can generate embeddings […]

Cell-based architecture

Journey to Cloud-Native Architecture Series #7:  Using Containers and Cell-based design for higher resiliency and efficiency

In our previous Journey to Cloud-Native blogposts, we talked about evolving our architecture to become more scalable, secure, and cost effective to handle hyperscale requirements. In this post, we take these next steps: 1/ containerizing our applications to improve resource efficiency, and, 2/ using cell-based design to improve resiliency and time to production. Containerize applications […]

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Let’s Architect! Security in software architectures

Security is fundamental for each product and service you are building with. Whether you are working on the back-end or the data and machine learning components of a system, the solution should be securely built. In 2022, we discussed security in our post Let’s Architect! Architecting for Security. Today, we take a closer look at […]

Single-tenant configuration

AWS Cloud service considerations when modernizing account-per-tenant solutions

An increasing number of software as a service (SaaS) providers are modernizing their architectures to utilize resources more efficiently and reduce operational costs. There are multiple strategies that can be used when refining your multi-tenant architecture. This blog will look at a specific scenario where SaaS providers move from an account-per-tenant to an Amazon Elastic […]

Architecture flow for Microservices to simulate a realistic failure scenario

Simulating Kubernetes-workload AZ failures with AWS Fault Injection Simulator

In highly distributed systems, it is crucial to ensure that applications function correctly even during infrastructure failures. One common infrastructure failure scenario is when an entire Availability Zone (AZ) becomes unavailable. Applications are often deployed across multiple AZs to ensure high availability and fault tolerance in cloud environments such as Amazon Web Services (AWS). Kubernetes […]

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Let’s Architect! Designing architectures for multi-tenancy

Understanding architectural patterns for multi-tenancy has become crucial for architects and developers aiming to deliver scalable, secure, and cost-effective solutions. Isolating tenant data is a fundamental responsibility for Software as a Service (SaaS) providers. In this edition of Let’s Architect!, we talk about comprehensive exploration of multi-tenant architectures, covering various aspects, such as SaaS microservices, […]