I first came across Project Copacetic (#Copa for short) in @markrussinovich keynotes about Azure where they use it to patch vulns in millions of container images a month, internally and for Azure users and I thought 'doesn't everyone with container images need to do this'?

Turns out, that's exactly what the Copa team (who also worked on tools like #Radius and #Dapr) thought, and when they open sourced it, other tools like Kubescape started to use it; Anubhav Gupta told me why it's so useful for platform teams. @descopeinc built a whole self-patching registry on top of it. Copa isn't perfect but Vadim Bauer told me it might be a useful plugin for updating images in Harbor the way Microsoft does in ACR with Copa and Dalec.

Microsoft still uses it at massive scale: "every build that goes through our engineering system for any team, runs through Copa,” @sozercan told me.

Copa doesn't create patches but as soon as there is a patch for an issue Trivy (or other scanners) find, it can apply it as a patch layer so you don't have to wait for an official image or even an image rebuild; you can use it with GitHub Actions and Dependabot; it does OS patches, distroless and now app runtime patches for Node.js, Python, .NET and soon Go patching too.

One of the frustrating things with open source is you don't always know who's using it: Bank of America and thousands of other companies are using Copa, almost everyone who's heard of it loves is but it still feels like a bit of a hidden secret in the #CNCF sandbox; maybe this will help!

Extra thanks to everyone who talked to me for this piece, since it was either in the run up to or actually at #Kubecon when everyone is extra busy! Also, hit me up if you're on Mastodon and I haven't tagged you here because @ mentions are being weird for me today...

https://www.thestack.technology/copacetic-copa-patch-containers-automatic-scale/

Copacetic: Patch containers instead of rebuilding them

“We’d be dealing with the dependencies of dependencies and sometimes you couldn't do anything because you had to work with three other teams.”

The Stack
Async workflows are great for building systems. Observing them end-to-end is hard. At #ContainerDays London, @[email protected] and Mauricio Salatino show how teams keep distributed workflows observable with #Dapr + #OpenTelemetry - when systems stop being linear. You will also find us at Booth A6👋

#OTel is for everyone...even other open source projects! Find out how #Dapr contributors improved tracing observability with #OpenTelemetry.

https://opentelemetry.io/blog/2026/dapr-workflow-observability/

Explore hands‑on examples of building agentic LLM applications with Dapr on Kubernetes. Learn how to stitch together OpenAI models, micro‑services, and event‑driven workflows—all in an open‑source repo. Perfect for developers eager to turn AI ideas into production‑ready services. #AgenticAI #Dapr #LLM #Kubernetes

🔗 https://aidailypost.com/news/panaversitylearn-agentic-ai-handson-llm-app-examples-dapr

My last Cloud Native Computing Foundation blog for 2025 is out:
Building microservices the easy way with Dapr
https://www.cncf.io/blog/2025/12/09/building-microservices-the-easy-way-with-dapr/

#dapr #microservices #cloudnative #cncf

Building microservices the easy way with Dapr

Ambassador post originally published on Medium by Dotan Horovits Microservices have been with us for nearly two decades, but it’s still far from easy to develop at scale, in a polyglot environment.

CNCF
Dapr is a dev's best friend: How to convince your colleagues to use Dapr

You might see the value Dapr can bring to our organization’s development efforts, but how do you bring others along? Dapr has evolved significantly since it’s inception in 2019, so whether you are pitching it for the first time or building your case for Dapr adoption in your organization, this guide is your cheat sheet for making the case for Dapr: why developers love it, why architects trust it, why managers back it, and why your organization can adopt it with confidence.

🍿 L'enregistrement de mon talk "Simplifier les tests d'app cloud native avec #dapr et @microcksio" est déjà disponible sur la chaîne de @cloud_nord 🎉

Merci encore à l'équipe pour l'opportunité et le boulot de fou! 👏

https://youtu.be/jKl8xOtTP1I

Simplifier les tests d'applications cloud natives avec Dapr et Microcks - Laurent Broudoux

YouTube

Building #Microservices The Easy Way With #Dapr.

Get the latest on this #opensource #cloudnative project, a graduated #CNCF project, from the project co-creator:
medium.com/p/eb2f4013d9a1

From event-driven architectures to autoscaling, from #cloudnative #microservices to agentic AI, from corporate to #opensource and startups - the latest episode of OpenObservability Talks has it all!

I invited co-creator of #Dapr & #KEDA @yaronschneider to give us us the grand tour:
https://medium.com/p/eb2f4013d9a1

with future plans for KEDA to enhance responsiveness to message loads.

Key lessons: Test performance quantitatively, account for data size, and implement queuing for message handling.

#Azure #Kubernetes #Dapr #TechCommunity

For more information check: https://devblogs.microsoft.com/ise/learnings-from-external-data-handling-learnings/.

Learnings from External Data Handling - ISE Developer Blog

This blog post discusses the challenges and solutions encountered by the ISE team at Microsoft while making a distributed system production-ready. It focuses on issues including slow processing speeds and out-of-memory exceptions, and provides insights into the methods used to address these problems.

ISE Developer Blog