mirrord
Telepresence
Gefyra
Codezero
Railway
Coolify
OrbStack
Bunnyshell
AWS Lambda
Amazon API Gateway
Amazon S3
Google App Engine
DynamoDB
Google Cloud Functions
Amazon AWS
AWS Elastic Beanstalk
mirrord is an open-source tool that runs any process, on a developer's machine or in an AI agent's environment, as if it were a pod in a remote Kubernetes cluster. The process sees the cluster's real env vars, DNS, network, and (optionally) inbound traffic, so engineers and coding agents work against the cluster's real services from the first line of code, without deploying.
AI coding agents (Claude Code, Cursor, Codex) use mirrord through the official skills bundle (https://github.com/metalbear-co/skills) to run and verify the code they generate against real infrastructure instead of mocks. Customers include monday.com (350+ engineers on a single shared staging cluster), SurveyMonkey, Daylight Security, Cadence, CoLab, and zooplus.
Open source under MIT; the commercial mirrord Operator adds team-scale features like concurrent steal-with-filter, RBAC, database branching, and Kafka queue splitting.
mirrord
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I can debug my code on my machine while it's accessing resources on my k8s cluster.
mirrord is super easy to get started with and works out of the box on any deployment.
Based on our record, AWS Lambda seems to be a lot more popular than mirrord. While we know about 297 links to AWS Lambda, we've tracked only 14 mentions of mirrord. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.
If attaching to unmodified workloads via a node-level agent sounds like mirrord, it should โ that approach is the one mirrord is built around, and it is a good one. With 2.30, Telepresence offers both styles. The two tools still differ substantially in architecture โ Telepresence connects your whole workstation at the network level, mirrord links a single process at the syscall level โ and we maintain a detailed,... - Source: dev.to / 2 days ago
Have a new entry on mirrord (https://mirrord.dev/) and how it mirrors a process from your local machine to Kubernetes. In this post I particularly talk about the mirrord agent but in the subsequent one, I will also be discussing about the tools you need to employ if you had to make this possible for yourself. Mirrord mirrors (and can steal) traffic from your Kubernetes environment to a local process which is the... - Source: Hacker News / over 1 year ago
For more details check out the documentation on the mirrord website along with the code repository I created to demonstrate mirrod's features. - Source: dev.to / over 1 year ago
Mirrord lets you run a local process in the context of a cloud service, which means we can test our code on our staging cluster without actually deploying it there. This leads to shorter feedback loops (you donโt have to wait on long CI processes to test your code in staging conditions) and a more stable staging environment (since untested services arenโt being deployed there). There is a detailed overview of... - Source: dev.to / almost 2 years ago
So, you've been using mirrord to simplify your development process (if you havenโt, go here!). Naturally, you want the traffic from the app you're debugging to go through the cluster environment, so your app can communicate with its clustery pals. There is a problem though: your latest change adds some new columns to the database, and you donโt want to modify the database in the cluster and affect everyone else... - Source: dev.to / over 2 years ago
AWS Lambda is a service that runs your code without you managing any servers. You write your code, deploy it to Lambda, and it takes care of the infrastructure โ servers, networking, security, and scaling. - Source: dev.to / 2 months ago
Clay can replace the Lambda and API chain if you'd rather avoid custom code. You set up a Clay table as the enrichment layer, trigger it from Segment via webhook, and it handles the waterfall and CRM push without writing a function. The tradeoff: less control over scoring logic and higher cost per enriched contact. - Source: dev.to / 2 months ago
To show why this matters, take a look at the following example. I have three AWS Lambda functions, Lambda being the serverless compute service, that each handle a different endpoint on the same API. But, almost everything about them is the same. They have the same runtime, the same memory configuration, and nearly the same structure. The only differences are the name, handler, and possibly some environment variables. - Source: dev.to / 2 months ago
Query Expansion and Decomposition: Amazon Bedrock query expansion broadens search; AWS Lambda query decomposition breaks complex queries into sub-queries; AWS Step Functions orchestrates multi-step retrieval. - Source: dev.to / 3 months ago
You need to understand synchronous and asynchronous inference patterns, event-driven architectures using Amazon EventBridge, workflow orchestration with AWS Step Functions, data processing with AWS Lambda, state management with Amazon DynamoDB, and security with AWS Identity and Access Management (IAM). The exam tests your ability to design serverless architectures that scale automatically, handle failures... - Source: dev.to / 3 months ago
Telepresence - Telepresence is an open source tool that lets you develop and debug your Kubernetes services...
Amazon API Gateway - Create, publish, maintain, monitor, and secure APIs at any scale
Gefyra - Gefyra enables blazingly-fast, rock-solid, local application development with Kubernetes.
Amazon S3 - Amazon S3 is an object storage where users can store data from their business on a safe, cloud-based platform. Amazon S3 operates in 54 availability zones within 18 graphic regions and 1 local region.
Codezero - Collaborative Local Microservices Development
Google App Engine - A powerful platform to build web and mobile apps that scale automatically.