New for AWS Lambda – Container Image Support | Amazon Web Services
AWS News Blog New for AWS Lambda – Container Image Support February 9, 2021: Post updated with the current regional availability of container image support for AWS Lambda. With AWS Lambda, you upload your code and run it without thinking about servers. Many customers enjoy the way this works, but if you’ve invested in container tooling for your development workflows, it’s not easy to use the same
GitHub - modelcontextprotocol/servers: Model Context Protocol Servers
Official integrations are maintained by companies building production ready MCP servers for their platforms. 21st.dev Magic - Create crafted UI components inspired by the best 21st.dev design engineers. ActionKit by Paragon - Connect to 130+ SaaS integrations (e.g. Slack, Salesforce, Gmail) with Paragon’s ActionKit API. Adfin - The only platform you need to get paid - all payments in one place, in
Introducing Amazon Managed Workflows for Apache Airflow (MWAA) | Amazon Web Services
AWS News Blog Introducing Amazon Managed Workflows for Apache Airflow (MWAA) As the volume and complexity of your data processing pipelines increase, you can simplify the overall process by decomposing it into a series of smaller tasks and coordinate the execution of these tasks as part of a workflow. To do so, many developers and data engineers use Apache Airflow, a platform created by the commun
AWS Lambda battle 2021: performance comparison for all languages (cold and warm start)
Let’s compare the performance of all supported runtimes + 2 custom runtimes (Rust and GraalVM). Will compare cold start and warm. Source code is here: https://github.com/Aleksandr-Filichkin/aws-lambda-runtimes-performance. It requires the minimum local setup(almost all is Dockerized) NodeJs (14.x)Python (3.9)Go(1.x)Ruby(2.7).Net(3.1)Java (11)Rust(1.54.0)GraalVM(21.2)Disclaimer:All benchmarks were
Introducing Amazon S3 Object Lambda – Use Your Code to Process Data as It Is Being Retrieved from S3 | Amazon Web Services
AWS News Blog Introducing Amazon S3 Object Lambda – Use Your Code to Process Data as It Is Being Retrieved from S3 March 15, 2023 – You can now use S3 Object Lambda with Amazon CloudFront to tailor content for end users. August 13, 2024 – Added a note clarifying that, when following the walkthrough, you should not mark the Specify Lambda function version option that was added after this post was p
This all started with a blog post back in 2020, from a tech curiosity: what's the fastest way to scale containers on AWS? Is ECS faster than EKS? What about Fargate? Is there a difference between ECS on Fargate and EKS on Fargate? I had to know this to build better architectures for my clients. In 2021, containers got even better, and I was lucky enough to get a preview and present just how fast t
Best practices for developing cloud applications with AWS CDK | Amazon Web Services
AWS DevOps & Developer Productivity Blog Best practices for developing cloud applications with AWS CDK April 20, 2022: Updates are available in the Best practices topic of the AWS CDK documentation. The documentation is the most up-to-date resource going forward. In this post, we discuss strategies for organizing the development of complex cloud applications with large teams, using the AWS Cloud D
Better together: AWS SAM and AWS CDK | Amazon Web Services
AWS Compute Blog Better together: AWS SAM and AWS CDK Today AWS is announcing the public preview of AWS Serverless Application Model CLI (AWS SAM CLI) support for local development and testing of AWS Cloud Development Kit (AWS CDK) projects. AWS SAM and AWS CDK are both open-source frameworks for building applications using infrastructure as code (IaC). AWS SAM is template-based using JSON or YAML
There are lots of posts trying to show how simple it is to get started with Kubernetes. But many of these posts use complicated Kubernetes jargon for that, so even those with some prior server-side knowledge might be bewildered. Let me try something different here. Instead of explaining one unfamiliar matter (how to run a web service in Kubernetes?) with another (you just need a manifest, with thr
AWS Lambda turns 10: A rare look at the doc that started it
AWS Lambda turns 10: A rare look at the doc that started itNovember 14, 2024 • 5460 words One of our strengths at AWS has always been our ability to get primitives into the hands of our customers and observe what they do. In nearly every instance, someone uses these building blocks in interesting ways that we didn’t expect. Sometimes it’s domain-specific innovation, but other times it’s customers
AWS News Blog New for App Runner – VPC Support With AWS App Runner, you can quickly deploy web applications and APIs at any scale. You can start with your source code or a container image, and App Runner will fully manage all infrastructure including servers, networking, and load balancing for your application. If you want, App Runner can also configure a deployment pipeline for you. Starting toda
AWS Lambda standardizes billing for INIT Phase | Amazon Web Services
AWS Compute Blog AWS Lambda standardizes billing for INIT Phase Effective August 1, 2025, AWS will standardize billing for the initialization (INIT) phase across all AWS Lambda function configurations. This change specifically affects on-demand invocations of Lambda functions packaged as ZIP files that use managed runtimes, for which the INIT phase duration was previously unbilled. This update sta
AWS Lambda SnapStart for Python and .NET functions is now generally available | Amazon Web Services
AWS News Blog AWS Lambda SnapStart for Python and .NET functions is now generally available Today, we’re announcing the general availability of AWS Lambda SnapStart for Python and .NET functions that delivers faster function startup performance, from several seconds to as low as sub-second, typically with minimal or no code changes in Python, C#, F#, and Powershell. In November 28, 2022, we introd
Better together: AWS SAM CLI and HashiCorp Terraform | Amazon Web Services
AWS Compute Blog Better together: AWS SAM CLI and HashiCorp Terraform This post is written by Suresh Poopandi, Senior Solutions Architect and Seb Kasprzak, Senior Solutions Architect. Today, AWS is announcing the public preview of AWS Serverless Application Model CLI (AWS SAM CLI) support for local development, testing, and debugging of serverless applications defined using HashiCorp Terraform con
Introducing VPC Lattice – Simplify Networking for Service-to-Service Communication (Preview) | Amazon Web Services
AWS News Blog Introducing VPC Lattice – Simplify Networking for Service-to-Service Communication (Preview) March 31, 2023 – Amazon VPC Lattice is now generally available with new capabilities. Modern applications are built using modular and distributed components. Each component is a service that implements its own subset of functionalities. To make these services communicate with each other, you
New – AWS Control Tower Account Factory for Terraform | Amazon Web Services
AWS News Blog New – AWS Control Tower Account Factory for Terraform December 7, 2023: Post updated to clarify AWS Regions availability. AWS Control Tower makes it easier to set up and manage a secure, multi-account AWS environment. AWS Control Tower uses AWS Organizations to create what is called a landing zone, bringing ongoing account management and governance based on our experience working wit
Serverless development and feedback loopsWith Serverless Dagster Cloud you can develop and deploy Dagster code without setting up either a local development environment or any cloud infrastructure. When you commit a change to GitHub, a GitHub Action builds and deploys your code directly to Dagster Cloud, where you can view and interact with your Dagster objects in the UI. With Dagster Cloud, remo
Announcing Amazon CodeCatalyst, a Unified Software Development Service (Preview) | Amazon Web Services
AWS News Blog Announcing Amazon CodeCatalyst, a Unified Software Development Service (Preview) Today, we announced the preview release of Amazon CodeCatalyst. A unified software development and delivery service, Amazon CodeCatalyst enables software development teams to quickly and easily plan, develop, collaborate on, build, and deliver applications on AWS, reducing friction throughout the develop
Introducing the AWS Integrated Application Test Kit (IATK) | Amazon Web Services
AWS Compute Blog Introducing the AWS Integrated Application Test Kit (IATK) This post is written by Dan Fox, Principal Specialist Solutions Architect, and Brian Krygsman, Senior Solutions Architect. Today, AWS announced the public preview launch of the AWS Integrated Application Test Kit (IATK). AWS IATK is a software library that helps you write automated tests for cloud-based applications. This
AWS Lambda Functions Powered by AWS Graviton2 Processor – Run Your Functions on Arm and Get Up to 34% Better Price Performance | Amazon Web Services
AWS News Blog AWS Lambda Functions Powered by AWS Graviton2 Processor – Run Your Functions on Arm and Get Up to 34% Better Price Performance December 13, 2022: Post updated to include all the AWS Regions where Lambda Functions can be powered by the Graviton2 Processor. June 19, 2023: List of AWS Regions updated. Many of our customers (such as Formula One, Honeycomb, Intuit, SmugMug, and Snap Inc.)
Building end-to-end AWS DevSecOps CI/CD pipeline with open source SCA, SAST and DAST tools | Amazon Web Services
AWS DevOps & Developer Productivity Blog Building end-to-end AWS DevSecOps CI/CD pipeline with open source SCA, SAST and DAST tools DevOps is a combination of cultural philosophies, practices, and tools that combine software development with information technology operations. These combined practices enable companies to deliver new application features and improved services to customers at a highe
Training a reinforcement learning Agent with Unity and Amazon SageMaker RL | Amazon Web Services
Artificial Intelligence Training a reinforcement learning Agent with Unity and Amazon SageMaker RL Unity is one of the most popular game engines that has been adopted not only for video game development but also by industries such as film and automotive. Unity offers tools to create virtual simulated environments with customizable physics, landscapes, and characters. The Unity Machine Learning Age
Awesome Terraform | Curated list of awesome lists | Project-Awesome.org
A curated list of resources on HashiCorp's Terraform. Your contributions are welcome! Terraform enables you to safely and predictably create, change, and improve production infrastructure. It is an open source tool that codifies APIs into declarative configuration files that can be shared amongst team members, treated as code, edited, reviewed, and versioned. Contents Legend Official Resources Com
Apache Airflow : 10 rules to make it work ( scale ) | Towards Data Science
Airflow is by default very permissive and without strict rules you are likely to create a chaotic code base that is impossible to scale and administrate. if you are not careful your shortcuts will cost you a lot afterwards Airflow permissive approach will let you schedule any custom code (jobs) but you will create a spaghetti stack if you do not follow very strict SEPARATION OF CONCERN design betw
Virus scan S3 buckets with a serverless ClamAV based CDK construct | Amazon Web Services
AWS Developer Tools Blog Virus scan S3 buckets with a serverless ClamAV based CDK construct Edit: March 10th 2022 – Updated post to use AWS Cloud Development Kit (CDK) v2. Protecting systems from malware is an essential part of a systems protection strategy. It is important to both scan binaries and other files before introducing them into your system boundary and appropriately respond to potentia
Introducing the Amazon Linux 2023 runtime for AWS Lambda | Amazon Web Services
AWS Compute Blog Introducing the Amazon Linux 2023 runtime for AWS Lambda This post is written by Rakshith Rao, Senior Solutions Architect. AWS Lambda now supports Amazon Linux 2023 (AL2023) as a managed runtime and container base image. Named provided.al2023, this runtime provides an OS-only environment to run your Lambda functions. It is based on the Amazon Linux 2023 minimal container image rel
statesunsetinwritingdate6/12/2020🌇 Sunset The sun is setting on these articles, they are still useful, but they are not the future. They are the past, and likely outdated. Read with caution. Writing code and deploying it to AWS Lambda is as easy as baking a cake (depending on the type of cake). Lambda performs the heavy lifting for you, from provisioning to scaling. But where is the magic happeni
re:Invent 2020 Liveblog: Andy Jassy Keynote | Amazon Web Services
AWS News Blog re:Invent 2020 Liveblog: Andy Jassy Keynote Jeff Barr‘s liveblog of Andy Jassy’s re:Invent keynote on Dec. 1, 2020 has ended, but you can read all about the event – from Jeff’s perspective – below. Be sure to follow along with all the top re:Invent announcements here, and we’ll also use this space to keep you posted about other re:Invent liveblogs as they happen! 10:58 AM – And we a
Cloud9 で SAM を利用し AWS サービス毎の請求額を毎日 Slack に通知する | DevelopersIO
Cloud9 を利用して AWS のサービス毎の料金を毎日 Slack に通知する仕組みを作成しました。 コーヒーが好きな emi です。 AWSサービス毎の請求額を毎日 Slack に通知するため、以下のブログ AWSサービス毎の請求額を毎日Slackに通知してみた を見ながら設定しようとしたのですが、手元の Windows 11 端末に AWS CLI、AWS SAM CLI、Python などの開発環境を整えるのが面倒…！！と思いました。 そこで、AWS Cloud9 を使って手軽に一時的な開発環境を構築し、AWS Serverless Application Model (SAM) でサーバレス通知システムを構築しました。 AWS Serverless Application Model (SAM) とは AWS SAM は、サーバーレスアプリケーション構築用のオープンソースフレー
Introducing Amazon Bedrock AgentCore: Securely deploy and operate AI agents at any scale (preview) | Amazon Web Services
AWS News Blog Introducing Amazon Bedrock AgentCore: Securely deploy and operate AI agents at any scale (preview) July 28, 2025: The the code and the steps of the demo have been updated to simplify the experience. In just a few years, foundation models (FMs) have evolved from being used directly to create content in response to a user’s prompt, to now powering AI agents, a new class of software app
Pulumi at NearMe: Embracing True Infrastructure as Code - NearMe Tech Blog
Introduction Infrastructure as Code (IaC) has revolutionized how organizations manage their cloud infrastructure, and at NearMe, our journey led us to choose Pulumi as our primary IaC tool. This article explores how Pulumi's unique approach to infrastructure management has transformed our Platform Engineering practices, enhanced developer productivity, and improved our infrastructure reliability.
Using AWS CodePipeline for deploying container images to AWS Lambda Functions | Amazon Web Services
AWS DevOps & Developer Productivity Blog Using AWS CodePipeline for deploying container images to AWS Lambda Functions AWS Lambda launched support for packaging and deploying functions as container images at re:Invent 2020. In the post working with Lambda layers and extensions in container images, we demonstrated packaging Lambda Functions with layers while using container images. This post will t
Handling binary data using Amazon API Gateway HTTP APIs | Amazon Web Services
AWS Compute Blog Handling binary data using Amazon API Gateway HTTP APIs This post is written by Rudolf Potucek, Startup Solutions Architect. Amazon API Gateway REST APIs have supported binary data since 2016. API Gateway HTTP APIs makes it easier to work with both binary and text media types. It supports a new payload format version and infers encoding based on request and response formats. In th
Lambda recently improved the cold start performance of container images by up to 15x, but this isn't the only reason you should use them. The tooling, ecosystem, and entire developer culture has moved to container images and you should too. January 2, 2024 When AWS Lambda first introduced support for container-based functions, the initial reactions from the community were mostly negative. Lambda i
Build secure multi-account multi-VPC connectivity for your applications with Amazon VPC Lattice | Amazon Web Services
Networking & Content Delivery Build secure multi-account multi-VPC connectivity for your applications with Amazon VPC Lattice Introduction In this blog post, we will discuss how you can use Amazon VPC Lattice to connect your services securely, and monitor communication flows, in a simple and consistent way across instances, containers, and serverless, in a multi-account and multi-Virtual Private C
Gregory Szorc's Digital Home | Modern CI is Too Complex and Misdirected
The state of CI platforms is much stronger than it was just a few years ago. Overall, this is a good thing: access to powerful CI platforms enables software developers and companies to ship more reliable software more frequently, which benefits its users/customers. Centralized CI platforms like GitHub Actions, GitLab Pipelines, and Bitbucket provide benefits of scale, as the Internet serves as a c
Artificial Intelligence Data processing options for AI/ML This blog post was reviewed and updated June, 2022 to include new features that have been added to the Data processing such as Amazon SageMaker Studio and EMR integration. Training an accurate machine learning (ML) model requires many different steps, but none are potentially more important than data processing. Examples of processing steps
AWS Distro for OpenTelemetry の新機能 – トレースのサポートが一般的に利用可能に | Amazon Web Services
Amazon Web Services ブログ AWS Distro for OpenTelemetry の新機能 – トレースのサポートが一般的に利用可能に 昨年の re:Invent の前、AWS でサポートされている OpenTelemetry プロジェクトの安全なディストリビューションである AWS Distro for OpenTelemetry のパブリックプレビューをご紹介しました。OpenTelemetry は、アプリケーションの動作とパフォーマンスをよりよく理解するために、テレメトリデータをインストルメント化、生成、収集、およびエクスポートするためのツール、API、および SDK を提供します。2021 年 9 月 22 日、アップストリームの OpenTelemetry は、そのコンポーネントのトレース安定性マイルストーンを発表しました。2021 年 9 月 23 日、
Working with Lambda layers and extensions in container images | Amazon Web Services
AWS Compute Blog Working with Lambda layers and extensions in container images In this post, I explain how to use AWS Lambda layers and extensions with Lambda functions packaged and deployed as container images. Previously, Lambda functions were packaged only as .zip archives. This includes functions created in the AWS Management Console. You can now also package and deploy Lambda functions as con
Developing enterprise application patterns with the AWS CDK | Amazon Web Services
AWS DevOps & Developer Productivity Blog Developing enterprise application patterns with the AWS CDK Enterprises often need to standardize their infrastructure as code (IaC) for governance, compliance, and quality control reasons. You also need to manage and centrally publish updates to your IaC libraries. In this post, we demonstrate how to use the AWS Cloud Development Kit (AWS CDK) to define pa
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Scaling containers on AWS in 2022
How Kubernetes Reinvented Virtual Machines (in a good sense)
New for App Runner – VPC Support | Amazon Web Services
Dagster Cloud: 5X Faster Deployments
Behind the Scenes Lambda
The case for containers on Lambda (with benchmarks)
Data processing options for AI/ML | Amazon Web Services