# Kubernetes Overview, News and Trends | The New Stack

Kubernetes (K8s) is a platform for cloud native computing that aids service discovery, monitoring, logging, and more. Read more about Kubernetes deployment.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## Kubernetes 1.36 restores a lost guarantee for database backups

DevFeed: [Kubernetes 1.36 restores a lost guarantee for database backups](<https://devfeed.tech/articles/kubernetes-1-36-restores-a-lost-guarantee-for-database-backups-26610.md>)

Original publisher: [Read original article](<https://thenewstack.io/kubernetes-volume-group-snapshots/>)

Author: Shubham Pampattiwar

Published: 2026-09-15T13:00:00Z

Content type: news

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>), [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [PostgreSQL](<https://devfeed.tech/topics/postgresql.md>), [Databases](<https://devfeed.tech/topics/databases.md>)

Tags: [backups](<https://devfeed.tech/tags/backups.md>), [cncf](<https://devfeed.tech/tags/cncf.md>), [consistency](<https://devfeed.tech/tags/consistency.md>), [database](<https://devfeed.tech/tags/database.md>), [databases](<https://devfeed.tech/tags/databases.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [snapshots](<https://devfeed.tech/tags/snapshots.md>), [sponsor-cncf](<https://devfeed.tech/tags/sponsor-cncf.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>), [stateful](<https://devfeed.tech/tags/stateful.md>), [storage](<https://devfeed.tech/tags/storage.md>)

### AI overview

The article explains how Kubernetes 1.36 restores coordinated snapshots for applications whose state spans multiple volumes, addressing inconsistent database backups caused by taking individual PersistentVolumeClaim snapshots at different times.

### Source excerpt

It's 2 a.m., and you're restoring a PostgreSQL cluster from last night's backup. Its data directory lives on one PersistentVolumeClaim The post Kubernetes 1.36 restores a lost guarantee for database backups appeared first on The New Stack.

## Kubernetes v1.37 brings 67 enhancements. Which matter for operators?

DevFeed: [Kubernetes v1.37 brings 67 enhancements. Which matter for operators?](<https://devfeed.tech/articles/kubernetes-v1-37-brings-67-enhancements-which-matter-for-operators-8480.md>)

Original publisher: [Read original article](<https://thenewstack.io/kubecon-kubernetes-updates-security/>)

Author: Bill Doerrfeld

Published: 2026-09-11T17:40:04Z

Content type: news

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>), [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Infrastructure as code](<https://devfeed.tech/topics/infrastructure-as-code.md>), [migration](<https://devfeed.tech/topics/migration.md>), [AI Platform](<https://devfeed.tech/topics/ai-platform.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [cloud-native-ecosystem](<https://devfeed.tech/tags/cloud-native-ecosystem.md>), [hpe](<https://devfeed.tech/tags/hpe.md>), [infrastructure-as-code](<https://devfeed.tech/tags/infrastructure-as-code.md>), [kubecon-cloudnativecon-na-2026](<https://devfeed.tech/tags/kubecon-cloudnativecon-na-2026.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [migration](<https://devfeed.tech/tags/migration.md>), [post](<https://devfeed.tech/tags/post.md>), [road-to-kubecon](<https://devfeed.tech/tags/road-to-kubecon.md>), [sponsor-hpe](<https://devfeed.tech/tags/sponsor-hpe.md>), [sponsored-post](<https://devfeed.tech/tags/sponsored-post.md>), [terraform](<https://devfeed.tech/tags/terraform.md>)

### AI overview

A Kubernetes roundup covers v1.37 enhancements, HPE Morpheus and Terraform provider changes, migration tooling, and recent CNCF project graduations including Kubeflow.

### Source excerpt

Welcome to the first edition of Road to KubeCon, where we'll track the world of Kubernetes as we approach KubeCon The post Kubernetes v1.37 brings 67 enhancements. Which matter for operators? appeared first on The New Stack.

## Cut GPU inference cold start from 8 minutes to less than a minute

DevFeed: [Cut GPU inference cold start from 8 minutes to less than a minute](<https://devfeed.tech/articles/cut-gpu-inference-cold-start-from-8-minutes-to-less-than-a-minute-17618.md>)

Original publisher: [Read original article](<https://thenewstack.io/cut-gpu-cold-starts/>)

Author: Sajjan Gundapuneedi

Published: 2026-09-03T18:30:00Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [GPU](<https://devfeed.tech/topics/gpu.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [model-deployment](<https://devfeed.tech/topics/model-deployment.md>), [Amazon Elastic Kubernetes Service](<https://devfeed.tech/topics/amazon-elastic-kubernetes-service.md>), [CUDA](<https://devfeed.tech/topics/cuda.md>), [Optimization](<https://devfeed.tech/topics/optimization.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>)

Tags: [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [amazon-eks](<https://devfeed.tech/tags/amazon-eks.md>), [aws-marketplace](<https://devfeed.tech/tags/aws-marketplace.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [cuda](<https://devfeed.tech/tags/cuda.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [inference](<https://devfeed.tech/tags/inference.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [large-language-models](<https://devfeed.tech/tags/large-language-models.md>), [optimization](<https://devfeed.tech/tags/optimization.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [s3](<https://devfeed.tech/tags/s3.md>), [sponsor-aws-marketplace](<https://devfeed.tech/tags/sponsor-aws-marketplace.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>)

### AI overview

The article measures GPU model startup from pod creation to the first inference response and identifies six sequential phases. It reports that CUDA kernel recompilation dominates startup for a 64 GB model, while S3 weight downloads dominate for a 203 GB model. Configuration and platform changes reduced warm-node startup times by 80-93%, with additional cold-node improvements requiring Amazon EKS Auto Mode.

### Source excerpt

We instrumented the full path from pod creation to first inference response on a GPU node running a 70B-class model. The post Cut GPU inference cold start from 8 minutes to less than a minute appeared first on The New Stack.

## Why fleet management matters for Kubernetes at the edge

DevFeed: [Why fleet management matters for Kubernetes at the edge](<https://devfeed.tech/articles/kubernetes-at-the-edge-has-hit-a-wall-fleet-management-is-the-way-through-17620.md>)

Original publisher: [Read original article](<https://thenewstack.io/edge-kubernetes-fleet-management/>)

Author: Arvind Bhoj

Published: 2026-08-20T13:00:00Z

Content type: opinion

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Cloud Native Ecosystem](<https://devfeed.tech/topics/cloud-native-ecosystem.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>)

Tags: [automation](<https://devfeed.tech/tags/automation.md>), [cloud-native](<https://devfeed.tech/tags/cloud-native.md>), [clusters](<https://devfeed.tech/tags/clusters.md>), [edge-computing](<https://devfeed.tech/tags/edge-computing.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [management](<https://devfeed.tech/tags/management.md>), [nutanix](<https://devfeed.tech/tags/nutanix.md>), [operations](<https://devfeed.tech/tags/operations.md>), [post](<https://devfeed.tech/tags/post.md>), [security](<https://devfeed.tech/tags/security.md>), [sponsor-nutanix](<https://devfeed.tech/tags/sponsor-nutanix.md>), [sponsored](<https://devfeed.tech/tags/sponsored.md>), [sponsored-post](<https://devfeed.tech/tags/sponsored-post.md>)

### AI overview

The article argues that edge computing has become a mainstream strategic concern and that Kubernetes provides a suitable platform for edge workloads, including generative AI. It identifies dispersed, customized clusters and piecemeal configuration as operational bottlenecks that fleet management can address.

### Source excerpt

Not too long ago, edge computing was seen as a niche use case, limited to telcos, manufacturing plants, and large The post Kubernetes at the edge has hit a wall. Fleet management is the way through. appeared first on The New Stack.

## Amazon EKS is replacing the deprecated aws-auth ConfigMap for IAM-to-cluster permission mapping

DevFeed: [Amazon EKS is replacing the deprecated aws-auth ConfigMap for IAM-to-cluster permission mapping](<https://devfeed.tech/articles/aws-deprecated-this-eks-auth-method-81-of-clusters-still-run-it-17631.md>)

Original publisher: [Read original article](<https://thenewstack.io/kubernetes-fleet-security-management/>)

Author: Yannick Struyf

Published: 2026-08-19T18:59:54Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Amazon EKS](<https://devfeed.tech/topics/amazon-eks.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [Access Control](<https://devfeed.tech/topics/access-control.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [migration](<https://devfeed.tech/topics/migration.md>)

Tags: [access-control](<https://devfeed.tech/tags/access-control.md>), [amazon-eks](<https://devfeed.tech/tags/amazon-eks.md>), [aws](<https://devfeed.tech/tags/aws.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [cloud-native](<https://devfeed.tech/tags/cloud-native.md>), [deprecated](<https://devfeed.tech/tags/deprecated.md>), [iam](<https://devfeed.tech/tags/iam.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [migration](<https://devfeed.tech/tags/migration.md>), [nutanix](<https://devfeed.tech/tags/nutanix.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post](<https://devfeed.tech/tags/post.md>), [report](<https://devfeed.tech/tags/report.md>), [security](<https://devfeed.tech/tags/security.md>), [sponsor-nutanix](<https://devfeed.tech/tags/sponsor-nutanix.md>), [sponsored](<https://devfeed.tech/tags/sponsored.md>), [sponsored-post](<https://devfeed.tech/tags/sponsored-post.md>)

### AI overview

The article examines security challenges in Kubernetes and cloud-native infrastructure, focusing on Amazon EKS's replacement of the deprecated aws-auth ConfigMap with an API-driven method for mapping IAM identities to cluster permissions. It also explains how Kubernetes security spans code, containers, clusters, and cloud infrastructure.

### Source excerpt

The migration to Kubernetes and cloud native infrastructure has been one of the defining IT trends of the past decade. The post AWS deprecated this EKS auth method. 81% of clusters still run it. appeared first on The New Stack.

## Pulling multi-gigabyte container images in seconds on Amazon EKS

DevFeed: [Pulling multi-gigabyte container images in seconds on Amazon EKS](<https://devfeed.tech/articles/pulling-multi-gigabyte-container-images-in-seconds-on-amazon-eks-17615.md>)

Original publisher: [Read original article](<https://thenewstack.io/accelerating-eks-image-pulls/>)

Author: Sri Saran Balaji Vellore Rajakumar

Published: 2026-08-10T16:00:00Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Amazon Elastic Kubernetes Service](<https://devfeed.tech/topics/amazon-elastic-kubernetes-service.md>), [container images](<https://devfeed.tech/topics/container-images.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [autoscaling](<https://devfeed.tech/topics/autoscaling.md>), [CUDA](<https://devfeed.tech/topics/cuda.md>)

Tags: [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [amazon-eks](<https://devfeed.tech/tags/amazon-eks.md>), [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [aws-marketplace](<https://devfeed.tech/tags/aws-marketplace.md>), [container](<https://devfeed.tech/tags/container.md>), [container-images](<https://devfeed.tech/tags/container-images.md>), [containers](<https://devfeed.tech/tags/containers.md>), [cuda](<https://devfeed.tech/tags/cuda.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [sponsor-aws-marketplace](<https://devfeed.tech/tags/sponsor-aws-marketplace.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>)

### AI overview

This article explains how a production ML platform on Amazon EKS reduced multi-minute pulls of roughly 30 GB container images to seconds. Profiling found that software use of available hardware, rather than network bandwidth or the registry, was the main constraint; the resulting changes are available by default in EKS Auto Mode and were contributed upstream to containerd and the SOCI snapshotter.

### Source excerpt

When the image is the bottleneck: Machine learning changed what a container image looks like. A typical application ships in The post Pulling multi-gigabyte container images in seconds on Amazon EKS appeared first on The New Stack.

## Why your KubeVirt VMs can't move between clusters -- and how EVPN fixes it

DevFeed: [Why your KubeVirt VMs can't move between clusters -- and how EVPN fixes it](<https://devfeed.tech/articles/why-your-kubevirt-vms-can-t-move-between-clusters-and-how-evpn-fixes-it-17635.md>)

Original publisher: [Read original article](<https://thenewstack.io/kubevirt-evpn-vm-migration/>)

Author: Miguel Duarte Barroso

Published: 2026-08-08T14:00:00Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [evpn](<https://devfeed.tech/topics/evpn.md>), [networking](<https://devfeed.tech/topics/networking.md>), [BGP](<https://devfeed.tech/topics/bgp.md>), [configuration](<https://devfeed.tech/topics/configuration.md>)

Tags: [bgp](<https://devfeed.tech/tags/bgp.md>), [cncf](<https://devfeed.tech/tags/cncf.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [evpn](<https://devfeed.tech/tags/evpn.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [kubernetes-networking](<https://devfeed.tech/tags/kubernetes-networking.md>), [network](<https://devfeed.tech/tags/network.md>), [networking](<https://devfeed.tech/tags/networking.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [sponsor-cncf](<https://devfeed.tech/tags/sponsor-cncf.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>)

### AI overview

The article explains why moving KubeVirt virtual machines between Kubernetes clusters requires a stretched Layer 2 network and a separate migration path. It presents EVPN/VXLAN, managed by OpenPERouter through Kubernetes custom resources, as an overlay-based approach intended to preserve VM IP and MAC addresses while separating migration traffic.

### Source excerpt

Your team has moved VMs to Kubernetes with KubeVirt. The workloads are running. The team is gaining confidence. Then someone The post Why your KubeVirt VMs can't move between clusters -- and how EVPN fixes it appeared first on The New Stack.

## "Just rewrite it": What platform teams really think about modernization

DevFeed: ["Just rewrite it": What platform teams really think about modernization](<https://devfeed.tech/articles/just-rewrite-it-what-platform-teams-really-think-about-modernization-17637.md>)

Original publisher: [Read original article](<https://thenewstack.io/nutanix-dual-native-architecture/>)

Author: Aarthi Mahesh

Published: 2026-08-06T16:00:00Z

Content type: opinion

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Platform Engineering](<https://devfeed.tech/topics/platform-engineering.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [on-prem](<https://devfeed.tech/topics/on-prem.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [cloud-native](<https://devfeed.tech/tags/cloud-native.md>), [cost](<https://devfeed.tech/tags/cost.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [legacy](<https://devfeed.tech/tags/legacy.md>), [modernization](<https://devfeed.tech/tags/modernization.md>), [nutanix](<https://devfeed.tech/tags/nutanix.md>), [platform](<https://devfeed.tech/tags/platform.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post](<https://devfeed.tech/tags/post.md>), [sponsor-nutanix](<https://devfeed.tech/tags/sponsor-nutanix.md>), [sponsored](<https://devfeed.tech/tags/sponsored.md>), [sponsored-post](<https://devfeed.tech/tags/sponsored-post.md>)

### AI overview

The article argues that platform teams often operate separate cloud-native/Kubernetes and virtual-machine environments, creating duplicated infrastructure, expertise, governance, and costs. It contends that rewriting mission-critical applications is often not a practical modernization strategy and recommends retaining them while expanding cloud-native platforms.

### Source excerpt

Mergers, acquisitions, and the steady churn of business and technology initiatives are creating something nobody asked for: Duplicate infrastructure and The post "Just rewrite it": What platform teams really think about modernization appeared first on The New Stack.

## How Kubernetes 1.34's Dynamic Resource Allocation improves GPU scheduling

DevFeed: [How Kubernetes 1.34's Dynamic Resource Allocation improves GPU scheduling](<https://devfeed.tech/articles/say-goodbye-to-k8s-gpu-pain-how-dra-changes-everything-17629.md>)

Original publisher: [Read original article](<https://thenewstack.io/kubernetes-dra-gpu-scheduling/>)

Author: Dawood Abbas

Published: 2026-08-06T16:00:00Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Kubernetes v1.34](<https://devfeed.tech/topics/kubernetes-v1-34.md>), [GPU](<https://devfeed.tech/topics/gpu.md>)

Tags: [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [andela](<https://devfeed.tech/tags/andela.md>), [common-expression-language](<https://devfeed.tech/tags/common-expression-language.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [helm-charts](<https://devfeed.tech/tags/helm-charts.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [sponsor-andela](<https://devfeed.tech/tags/sponsor-andela.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>)

### AI overview

The article explains how Kubernetes 1.34's Dynamic Resource Allocation changes GPU scheduling. It describes limitations of treating GPUs as identical resources, including out-of-memory errors, rigid MIG resource types, pending jobs, and wasted capacity, then presents DRA as a way for workloads to express more explicit GPU requirements.

### Source excerpt

Consider a platform team managing a shared GPU cluster with a mix of B200s, H100s, and recently added B300s. Every The post Say goodbye to K8s GPU pain: How DRA changes everything appeared first on The New Stack.

## How EKS is simplifying Kubernetes cluster lifecycle management

DevFeed: [How EKS is simplifying Kubernetes cluster lifecycle management](<https://devfeed.tech/articles/kubernetes-upgrades-don-t-have-to-break-things-how-eks-is-making-cluster-lifecycle-management-simpler-and-safer-17622.md>)

Original publisher: [Read original article](<https://thenewstack.io/eks-kubernetes-upgrade-rollback/>)

Author: Spyros Angelopoulos

Published: 2026-08-01T15:00:00Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Amazon Elastic Kubernetes Service](<https://devfeed.tech/topics/amazon-elastic-kubernetes-service.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Availability](<https://devfeed.tech/topics/availability.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>)

Tags: [availability](<https://devfeed.tech/tags/availability.md>), [aws-marketplace](<https://devfeed.tech/tags/aws-marketplace.md>), [cloud-services](<https://devfeed.tech/tags/cloud-services.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [devops](<https://devfeed.tech/tags/devops.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [lifecycle](<https://devfeed.tech/tags/lifecycle.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [sponsor-aws-marketplace](<https://devfeed.tech/tags/sponsor-aws-marketplace.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>), [upgrades](<https://devfeed.tech/tags/upgrades.md>)

### AI overview

The article describes the operational challenges of Kubernetes upgrades and EKS efforts to make cluster lifecycle management easier. It highlights Extended Support, which broadens the availability of each Kubernetes version to 26 months, giving organizations more time to validate and schedule upgrades.

### Source excerpt

Kubernetes moves at a pace of three minor version releases per year, and staying current is not optional if you The post Kubernetes upgrades don't have to break things: How EKS is making cluster lifecycle management simpler and safer appeared first on The New Stack.

## Managing Databases on Kubernetes Requires Platform Engineering and Automation

DevFeed: [Managing Databases on Kubernetes Requires Platform Engineering and Automation](<https://devfeed.tech/articles/kubernetes-made-deploying-easy-nobody-warned-you-about-the-databases-17628.md>)

Original publisher: [Read original article](<https://thenewstack.io/kubernetes-database-operations-platform/>)

Author: Oliver Wolf

Published: 2026-07-21T15:00:00Z

Content type: opinion

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [Platform Engineering](<https://devfeed.tech/topics/platform-engineering.md>), [internal developer platform](<https://devfeed.tech/topics/internal-developer-platform.md>), [Provisioning](<https://devfeed.tech/topics/provisioning.md>), [opensearch](<https://devfeed.tech/topics/opensearch.md>), [Redis](<https://devfeed.tech/topics/redis.md>)

Tags: [anynines](<https://devfeed.tech/tags/anynines.md>), [automation](<https://devfeed.tech/tags/automation.md>), [backups](<https://devfeed.tech/tags/backups.md>), [databases](<https://devfeed.tech/tags/databases.md>), [devops](<https://devfeed.tech/tags/devops.md>), [internal-developer-platform](<https://devfeed.tech/tags/internal-developer-platform.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [opensearch](<https://devfeed.tech/tags/opensearch.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post](<https://devfeed.tech/tags/post.md>), [provisioning](<https://devfeed.tech/tags/provisioning.md>), [redis](<https://devfeed.tech/tags/redis.md>), [sponsor-anynines](<https://devfeed.tech/tags/sponsor-anynines.md>), [sponsored-post](<https://devfeed.tech/tags/sponsored-post.md>)

### AI overview

The article argues that application teams should not be expected to manage the full operational burden of databases and data services on Kubernetes. It recommends internal developer platforms and Kubernetes-native automation so developers can request services while centralized systems handle provisioning, backups, patching, monitoring, recovery, and governance.

### Source excerpt

The DevOps movement, set in motion nearly 20 years ago, broke down the traditional divide between software developers and IT The post Kubernetes made deploying easy. Nobody warned you about the databases. appeared first on The New Stack.

## Self-healing GPU nodes in Kubernetes: What we learned building the EKS node monitoring agent

DevFeed: [Self-healing GPU nodes in Kubernetes: What we learned building the EKS node monitoring agent](<https://devfeed.tech/articles/self-healing-gpu-nodes-in-kubernetes-what-we-learned-building-the-eks-node-monitoring-agent-17639.md>)

Original publisher: [Read original article](<https://thenewstack.io/self-healing-gpu-nodes/>)

Author: Sajjan Gundapuneedi

Published: 2026-07-19T13:00:00Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Amazon EKS](<https://devfeed.tech/topics/amazon-eks.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>)

Tags: [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [amazon-eks](<https://devfeed.tech/tags/amazon-eks.md>), [aws-marketplace](<https://devfeed.tech/tags/aws-marketplace.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [pcie](<https://devfeed.tech/tags/pcie.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [self-healing](<https://devfeed.tech/tags/self-healing.md>), [sponsor-aws-marketplace](<https://devfeed.tech/tags/sponsor-aws-marketplace.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>)

### AI overview

The article describes how the EKS Node Monitoring Agent detects Kubernetes node failures, writes NodeConditions, and works with Karpenter to replace affected nodes. It explains design lessons from operating automatic repair at GPU scale and places the agent within EKS Auto Mode.

### Source excerpt

When you run Kubernetes at the scale we do on Amazon EKS, nodes break constantly. GPUs fall off the PCIe The post Self-healing GPU nodes in Kubernetes: What we learned building the EKS node monitoring agent appeared first on The New Stack.

## From intent to enforcement: Lessons from operating Kubernetes controllers at scale

DevFeed: [From intent to enforcement: Lessons from operating Kubernetes controllers at scale](<https://devfeed.tech/articles/from-intent-to-enforcement-lessons-from-operating-kubernetes-controllers-at-scale-17627.md>)

Original publisher: [Read original article](<https://thenewstack.io/kubernetes-controllers-at-scale/>)

Author: Sri Saran Balaji Vellore Rajakumar

Published: 2026-07-17T12:00:00Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Amazon Elastic Kubernetes Service](<https://devfeed.tech/topics/amazon-elastic-kubernetes-service.md>), [VPC](<https://devfeed.tech/topics/vpc.md>)

Tags: [amazon-eks](<https://devfeed.tech/tags/amazon-eks.md>), [aws-marketplace](<https://devfeed.tech/tags/aws-marketplace.md>), [clusters](<https://devfeed.tech/tags/clusters.md>), [controllers](<https://devfeed.tech/tags/controllers.md>), [declarative](<https://devfeed.tech/tags/declarative.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [networking](<https://devfeed.tech/tags/networking.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [policy-controller](<https://devfeed.tech/tags/policy-controller.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [reconciliation](<https://devfeed.tech/tags/reconciliation.md>), [scale](<https://devfeed.tech/tags/scale.md>), [security](<https://devfeed.tech/tags/security.md>), [sponsor-aws-marketplace](<https://devfeed.tech/tags/sponsor-aws-marketplace.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>), [vpc](<https://devfeed.tech/tags/vpc.md>)

### AI overview

This article explains lessons from operating Kubernetes controllers at scale in Amazon EKS. It focuses on how the Network Policy Controller and VPC Resource Controller reconcile declared intent with changing cluster state to enforce network traffic and AWS resource access policies.

### Source excerpt

Kubernetes controllers are what make the platform's declarative model real. They observe the state, reconcile toward the intent, and keep The post From intent to enforcement: Lessons from operating Kubernetes controllers at scale appeared first on The New Stack.

## You don't have a deployment problem. You have a validation problem.

DevFeed: [You don't have a deployment problem. You have a validation problem.](<https://devfeed.tech/articles/you-don-t-have-a-deployment-problem-you-have-a-validation-problem-17640.md>)

Original publisher: [Read original article](<https://thenewstack.io/solving-the-validation-problem/>)

Author: Arjun Iyer

Published: 2026-07-16T17:00:00Z

Content type: opinion

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Deployment](<https://devfeed.tech/topics/deployment.md>), [Microservice](<https://devfeed.tech/topics/microservice.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [feature flags](<https://devfeed.tech/topics/feature-flags.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [feature-flags](<https://devfeed.tech/tags/feature-flags.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [microservices](<https://devfeed.tech/tags/microservices.md>), [pipelines](<https://devfeed.tech/tags/pipelines.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [production](<https://devfeed.tech/tags/production.md>), [signadot](<https://devfeed.tech/tags/signadot.md>), [sponsor-signadot](<https://devfeed.tech/tags/sponsor-signadot.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>), [strategy](<https://devfeed.tech/tags/strategy.md>)

### AI overview

The article argues that organizations often have mature deployment tooling but still release changes in batches because they lack confidence in validating individual service changes against the live versions of their dependencies. It presents validation, rather than deployment mechanics, as the main constraint on independent releases and says coding agents are increasing the volume and opacity of batch changes.

### Source excerpt

Ask a platform team about their deployment capabilities, and you will usually hear a genuinely impressive story. Progressive rollouts that The post You don't have a deployment problem. You have a validation problem. appeared first on The New Stack.

## Google introduces Agent Substrate alongside GKE Agent Sandbox for AI agent runtimes

DevFeed: [Google introduces Agent Substrate alongside GKE Agent Sandbox for AI agent runtimes](<https://devfeed.tech/articles/kubernetes-won-the-container-decade-google-s-agent-substrate-wants-the-next-one-17626.md>)

Original publisher: [Read original article](<https://thenewstack.io/kubernetes-ai-agent-runtime/>)

Author: Janakiram MSV

Published: 2026-07-15T18:17:02Z

Content type: opinion

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Google](<https://devfeed.tech/topics/google.md>), [Processes](<https://devfeed.tech/topics/processes.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [google](<https://devfeed.tech/tags/google.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>)

### AI overview

The article discusses Google's GKE Agent Sandbox and Agent Substrate, arguing that AI agents have workload characteristics unlike Kubernetes's traditional long-running services. It describes agents as stateful sessions that often remain idle, execute bursts of model-generated code, require isolation and stable identity, and may need hibernation and resumption.

### Source excerpt

Google made GKE Agent Sandbox generally available in May 2026 and, in the same post, introduced a second project called The post Kubernetes won the container decade. Google's Agent Substrate wants the next one. appeared first on The New Stack.

## What running Kubernetes across millions of clusters taught AWS about zonal failures

DevFeed: [What running Kubernetes across millions of clusters taught AWS about zonal failures](<https://devfeed.tech/articles/what-running-kubernetes-across-millions-of-clusters-taught-aws-about-zonal-failures-17623.md>)

Original publisher: [Read original article](<https://thenewstack.io/eks-zonal-shift-resilience/>)

Author: Raghav Tripathi

Published: 2026-07-10T15:00:00Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Amazon EKS](<https://devfeed.tech/topics/amazon-eks.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Resilience](<https://devfeed.tech/topics/resilience.md>), [Availability](<https://devfeed.tech/topics/availability.md>)

Tags: [amazon-eks](<https://devfeed.tech/tags/amazon-eks.md>), [api](<https://devfeed.tech/tags/api.md>), [availability](<https://devfeed.tech/tags/availability.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-marketplace](<https://devfeed.tech/tags/aws-marketplace.md>), [cloud-services](<https://devfeed.tech/tags/cloud-services.md>), [health-checks](<https://devfeed.tech/tags/health-checks.md>), [kubectl](<https://devfeed.tech/tags/kubectl.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [networking](<https://devfeed.tech/tags/networking.md>), [operations](<https://devfeed.tech/tags/operations.md>), [outage](<https://devfeed.tech/tags/outage.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [resilience](<https://devfeed.tech/tags/resilience.md>), [sponsor-aws-marketplace](<https://devfeed.tech/tags/sponsor-aws-marketplace.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>)

### AI overview

AWS describes how years of engineering on Amazon EKS addressed zonal failures, including gray failures where a zone is degraded but still passes some health checks. The approach emphasizes static stability, preserving capacity, and routing around the impaired Availability Zone.

### Source excerpt

Handling the obvious failures is the easy part: a server goes down, you spin up another. The failures that actually The post What running Kubernetes across millions of clusters taught AWS about zonal failures appeared first on The New Stack.

## Develop like you deploy: closing the Kubernetes local-to-cluster gap

DevFeed: [Develop like you deploy: closing the Kubernetes local-to-cluster gap](<https://devfeed.tech/articles/develop-like-you-deploy-closing-the-kubernetes-local-to-cluster-gap-17624.md>)

Original publisher: [Read original article](<https://thenewstack.io/krumware-epinio-kubernetes-mcp/>)

Author: Katie Tincello

Published: 2026-07-09T15:00:00Z

Content type: opinion

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Platform Engineering](<https://devfeed.tech/topics/platform-engineering.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [Application Development](<https://devfeed.tech/topics/application-development.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [application-development](<https://devfeed.tech/tags/application-development.md>), [critical-infrastructure](<https://devfeed.tech/tags/critical-infrastructure.md>), [krumware](<https://devfeed.tech/tags/krumware.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [model-context-protocol-mcp](<https://devfeed.tech/tags/model-context-protocol-mcp.md>), [observability](<https://devfeed.tech/tags/observability.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post](<https://devfeed.tech/tags/post.md>), [sponsor-krumware](<https://devfeed.tech/tags/sponsor-krumware.md>), [sponsored-post](<https://devfeed.tech/tags/sponsored-post.md>)

### AI overview

The article argues that platform engineering should close the gap between local Kubernetes development and cluster deployment. It presents Krumware's open-source Epinio application development engine and Epinio MCP server as ways to reduce tool fragmentation, support enterprise guardrails, and improve Kubernetes workflows.

### Source excerpt

Despite significant investments and technological developments in platform engineering over the past decade, most developers still face the same problem The post Develop like you deploy: closing the Kubernetes local-to-cluster gap appeared first on The New Stack.

## Operating Kubernetes at scale: a few stories from running Amazon EKS

DevFeed: [Operating Kubernetes at scale: a few stories from running Amazon EKS](<https://devfeed.tech/articles/operating-kubernetes-at-scale-a-few-stories-from-running-amazon-eks-17621.md>)

Original publisher: [Read original article](<https://thenewstack.io/eks-kubernetes-etcd-scale/>)

Author: Neelendra Bhandari

Published: 2026-06-30T13:00:00Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Amazon EKS](<https://devfeed.tech/topics/amazon-eks.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Availability](<https://devfeed.tech/topics/availability.md>), [systems](<https://devfeed.tech/topics/systems.md>), [Apache Spark](<https://devfeed.tech/topics/spark.md>), [AI Platform](<https://devfeed.tech/topics/ai-platform.md>)

Tags: [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [amazon-eks](<https://devfeed.tech/tags/amazon-eks.md>), [apache-spark](<https://devfeed.tech/tags/apache-spark.md>), [availability](<https://devfeed.tech/tags/availability.md>), [aws-marketplace](<https://devfeed.tech/tags/aws-marketplace.md>), [cloud-services](<https://devfeed.tech/tags/cloud-services.md>), [data](<https://devfeed.tech/tags/data.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [sponsor-aws-marketplace](<https://devfeed.tech/tags/sponsor-aws-marketplace.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>), [systems](<https://devfeed.tech/tags/systems.md>)

### AI overview

This article describes how operating Amazon EKS at very large scale shaped approaches to Kubernetes control-plane resilience. It argues that availability problems often arise when components amplify faults, and explains how changing workload patterns--including foundation-model training, real-time inference, Apache Spark analytics, and agentic AI--create extremely rapid state transitions that challenge traditional Kubernetes operating assumptions.

### Source excerpt

Amazon EKS runs hundreds of thousands of Kubernetes clusters across more than thirty AWS regions. Operating at that scale has The post Operating Kubernetes at scale: a few stories from running Amazon EKS appeared first on The New Stack.

## Kubernetes teams trust automation to ship code but not to touch CPU, and AI is raising the stakes

DevFeed: [Kubernetes teams trust automation to ship code but not to touch CPU, and AI is raising the stakes](<https://devfeed.tech/articles/kubernetes-teams-trust-automation-to-ship-code-but-not-to-touch-cpu-and-ai-is-raising-the-stakes-17632.md>)

Original publisher: [Read original article](<https://thenewstack.io/kubernetes-teams-trust-automation/>)

Author: Yasmin Rajabi

Published: 2026-06-23T20:56:47Z

Content type: opinion

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Optimization](<https://devfeed.tech/topics/optimization.md>), [autoscaling](<https://devfeed.tech/topics/autoscaling.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [AI Inference](<https://devfeed.tech/topics/ai-inference.md>)

Tags: [ai-inference](<https://devfeed.tech/tags/ai-inference.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [ci](<https://devfeed.tech/tags/ci.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [contributed](<https://devfeed.tech/tags/contributed.md>), [contributed-cloudbolt](<https://devfeed.tech/tags/contributed-cloudbolt.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [finops](<https://devfeed.tech/tags/finops.md>), [inference](<https://devfeed.tech/tags/inference.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [optimization](<https://devfeed.tech/tags/optimization.md>)

### AI overview

A survey of 321 enterprise Kubernetes practitioners finds a sharp trust gap between automated software delivery and automated resource optimization. While 82% report high or complete trust in delivery controls, 71% require human review for resource optimization recommendations and only 27% allow CPU and memory changes to be applied automatically. The article explains that rightsizing is perceived as riskier because it changes scheduling and runtime resource constraints.

### Source excerpt

Kubernetes teams automate deployments without thinking about it. CI/CD pipelines fire dozens of times a day, autoscaling adjusts replicas in The post Kubernetes teams trust automation to ship code but not to touch CPU, and AI is raising the stakes appeared first on The New Stack.

## Agentic Development Loops Shift the Unit of Work and Increase the Need for Verification

DevFeed: [Agentic Development Loops Shift the Unit of Work and Increase the Need for Verification](<https://devfeed.tech/articles/loops-are-replacing-prompts-verification-is-about-to-be-your-biggest-problem-17616.md>)

Original publisher: [Read original article](<https://thenewstack.io/agent-loops-cloud-native-verification/>)

Author: Arjun Iyer

Published: 2026-06-13T16:00:00Z

Content type: opinion

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [ai-coding](<https://devfeed.tech/topics/ai-coding.md>), [Development](<https://devfeed.tech/topics/development.md>), [coding](<https://devfeed.tech/topics/coding.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [agentic-development](<https://devfeed.tech/tags/agentic-development.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [ai-engineering](<https://devfeed.tech/tags/ai-engineering.md>), [cloud-native](<https://devfeed.tech/tags/cloud-native.md>), [coding](<https://devfeed.tech/tags/coding.md>), [development](<https://devfeed.tech/tags/development.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [loops](<https://devfeed.tech/tags/loops.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [signadot](<https://devfeed.tech/tags/signadot.md>), [sponsor-signadot](<https://devfeed.tech/tags/sponsor-signadot.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>), [verification](<https://devfeed.tech/tags/verification.md>)

### AI overview

The article argues that agentic development is moving from prompt-driven and specification-driven workflows toward loops that generate, evaluate, and retry work. For cloud-native teams, this shift increases the importance of verification and the surrounding infrastructure needed to help agent-driven work converge on correct results.

### Source excerpt

Something shifted in the AI coding discourse this month. The argument is no longer about whether agents can write production The post Loops are replacing prompts. Verification is about to be your biggest problem. appeared first on The New Stack.

## Why the need for humans won't disappear in the age of autonomous databases

DevFeed: [Why the need for humans won't disappear in the age of autonomous databases](<https://devfeed.tech/articles/why-the-need-for-humans-won-t-disappear-in-the-age-of-autonomous-databases-17619.md>)

Original publisher: [Read original article](<https://thenewstack.io/dba-role-kubernetes-autonomous-databases/>)

Author: Chris J. Preimesberger

Published: 2026-06-04T17:18:07Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Databases](<https://devfeed.tech/topics/databases.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Automation](<https://devfeed.tech/topics/automation.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [automation](<https://devfeed.tech/tags/automation.md>), [database](<https://devfeed.tech/tags/database.md>), [databases](<https://devfeed.tech/tags/databases.md>), [event-coverage](<https://devfeed.tech/tags/event-coverage.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [percona](<https://devfeed.tech/tags/percona.md>), [sponsor-percona](<https://devfeed.tech/tags/sponsor-percona.md>), [sponsored-event-coverage](<https://devfeed.tech/tags/sponsored-event-coverage.md>)

### AI overview

The article argues that autonomous databases will change rather than eliminate the database administrator role. Routine patching, scaling, and maintenance may increasingly be handled by machine learning and AI agents, while human expertise shifts toward data integrity, access patterns, system architecture, and governance. It also links database autonomy to cloud-native infrastructure and Kubernetes.

### Source excerpt

The promise of fully autonomous systems -- databases that manage, heal, and optimize themselves amid rapidly increasing data stores -- The post Why the need for humans won't disappear in the age of autonomous databases appeared first on The New Stack.

## How to secure Kubernetes in the age of AI workloads

DevFeed: [How to secure Kubernetes in the age of AI workloads](<https://devfeed.tech/articles/how-to-secure-kubernetes-in-the-age-of-ai-workloads-17638.md>)

Original publisher: [Read original article](<https://thenewstack.io/securing-kubernetes-ai-agents/>)

Author: Mary Branscombe

Published: 2026-06-04T16:45:57Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Azure Kubernetes Service](<https://devfeed.tech/topics/azure-kubernetes-service.md>), [networking](<https://devfeed.tech/topics/networking.md>), [zero trust networking](<https://devfeed.tech/topics/zero-trust-networking.md>), [Access Control](<https://devfeed.tech/topics/access-control.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>), [Azure](<https://devfeed.tech/topics/azure.md>), [Secrets Management](<https://devfeed.tech/topics/secrets-management.md>)

Tags: [access-control](<https://devfeed.tech/tags/access-control.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [azure](<https://devfeed.tech/tags/azure.md>), [azure-kubernetes-service](<https://devfeed.tech/tags/azure-kubernetes-service.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [microsoft-azure](<https://devfeed.tech/tags/microsoft-azure.md>), [networking](<https://devfeed.tech/tags/networking.md>), [post](<https://devfeed.tech/tags/post.md>), [secrets](<https://devfeed.tech/tags/secrets.md>), [security](<https://devfeed.tech/tags/security.md>), [sponsor-microsoft-azure](<https://devfeed.tech/tags/sponsor-microsoft-azure.md>), [sponsored-post](<https://devfeed.tech/tags/sponsored-post.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>), [zero-trust](<https://devfeed.tech/tags/zero-trust.md>)

### AI overview

The article examines how AI workloads and agents increase Kubernetes security challenges through unpredictable processes, traffic, tool use, registry access, and shared GPU infrastructure. It discusses a zero-trust approach and describes AKS network-isolated clusters that can bootstrap without public-internet egress by using private endpoints and Azure Container Registry.

### Source excerpt

Securing Kubernetes has always been complex -- spanning access control, image vulnerabilities, secrets management, and networking. AI workloads make it The post How to secure Kubernetes in the age of AI workloads appeared first on The New Stack.

## Cloud native application challenges: installing the walking skeleton

DevFeed: [Cloud native application challenges: installing the walking skeleton](<https://devfeed.tech/articles/cloud-native-application-challenges-installing-the-walking-skeleton-17634.md>)

Original publisher: [Read original article](<https://thenewstack.io/kubernetes-yaml-management-scale/>)

Author: Manning Book Authors

Published: 2026-05-13T13:00:00Z

Content type: tutorial

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [YAML](<https://devfeed.tech/topics/yaml.md>), [Containers](<https://devfeed.tech/topics/containers.md>), [Platform Engineering](<https://devfeed.tech/topics/platform-engineering.md>)

Tags: [applications](<https://devfeed.tech/tags/applications.md>), [article](<https://devfeed.tech/tags/article.md>), [chronosphere](<https://devfeed.tech/tags/chronosphere.md>), [cloud-native-ecosystem](<https://devfeed.tech/tags/cloud-native-ecosystem.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [container](<https://devfeed.tech/tags/container.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [environment-variables](<https://devfeed.tech/tags/environment-variables.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [platform](<https://devfeed.tech/tags/platform.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [secrets](<https://devfeed.tech/tags/secrets.md>), [sponsor-chronosphere](<https://devfeed.tech/tags/sponsor-chronosphere.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>), [yaml](<https://devfeed.tech/tags/yaml.md>)

### AI overview

This excerpt from Platform Engineering on Kubernetes explains how Kubernetes YAML defines and configures containerized applications. It introduces Deployments, Services, Ingress, and ConfigMaps or secrets, including their roles in replication, traffic routing, service discovery, and configuration management.

### Source excerpt

Editor's note: This article is an excerpt from Chapter 1 of the Manning book, Platform Engineering on Kubernetes. This excerpt The post Cloud native application challenges: installing the walking skeleton appeared first on The New Stack.

## Why Prometheus couldn't see Cilium metrics at 2 a.m.

DevFeed: [Why Prometheus couldn't see Cilium metrics at 2 a.m.](<https://devfeed.tech/articles/why-prometheus-couldn-t-see-cilium-metrics-at-2-a-m-17617.md>)

Original publisher: [Read original article](<https://thenewstack.io/cncf-projects-integration-production/>)

Author: Rishi Mondal

Published: 2026-05-10T14:00:00Z

Content type: article

Language: en

Sources: [Kubernetes Overview, News and Trends | The New Stack](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md>)

Topics: [Prometheus](<https://devfeed.tech/topics/prometheus.md>), [Cilium](<https://devfeed.tech/topics/cilium.md>), [Grafana](<https://devfeed.tech/topics/grafana.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Cloud Native Ecosystem](<https://devfeed.tech/topics/cloud-native-ecosystem.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>)

Tags: [cilium](<https://devfeed.tech/tags/cilium.md>), [cloud-native-ecosystem](<https://devfeed.tech/tags/cloud-native-ecosystem.md>), [cncf](<https://devfeed.tech/tags/cncf.md>), [grafana](<https://devfeed.tech/tags/grafana.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [network](<https://devfeed.tech/tags/network.md>), [networking](<https://devfeed.tech/tags/networking.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [post-contributed](<https://devfeed.tech/tags/post-contributed.md>), [prometheus](<https://devfeed.tech/tags/prometheus.md>), [sponsor-cncf](<https://devfeed.tech/tags/sponsor-cncf.md>), [sponsored-post-contributed](<https://devfeed.tech/tags/sponsored-post-contributed.md>), [tls](<https://devfeed.tech/tags/tls.md>)

### AI overview

This article examines the integration tax that platform teams encounter when combining CNCF projects in production. It uses Prometheus and Cilium metrics as an example, and discusses integration failures involving Hubble, Grafana, cert-manager, ingress controllers, and cloud DNS configuration.

### Source excerpt

I still remember the first time we lost sleep over something that wasn't a bug. It was a Tuesday. Grafana The post Why Prometheus couldn't see Cilium metrics at 2 a.m. appeared first on The New Stack.

[Next page](<https://devfeed.tech/sources/kubernetes-overview-news-and-trends-the-new-stack.md?cursor=WyIyMDI2LTA1LTEwVDE0OjAwOjAwKzAwOjAwIiwgImQ2OTVhNTBmLWM5NGItNGMwZS05NjM1LTdiOTdmM2FlZjQzNCJd>)