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Important cloud, infrastructure, DevOps, container and security updates — collected from trusted technical sources.

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AWS What’s New

OpenAI GPT-6 Astra is now generally available on Amazon Bedrock

Today, AWS announces the general availability of GPT-6 Astra from OpenAI on Amazon Bedrock. The latest and most capable model from OpenAI to date, GPT-6 Astra brings deeper reasoning and judgment, professional-quality writing and design, and advanced computer and browser use to demanding business workflows. It supports a context window of up to 1 million input tokens and can produce output aligned with organizational voice, templates, and standards. The Amazon Bedrock inference engine delivers the performance, security, and scale required for production workloads. You can call GPT-6 Astra directly through supported Amazon Bedrock APIs or con…

6 days ago
Why it mattersWorth checking promptly because it may affect security, exposure, compatibility, or production operations.

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KUBERNETES★★★★★

Kubernetes v1.36: Mixed Version Proxy Graduates to Beta

Back in Kubernetes 1.28, we introduced the Mixed Version Proxy (MVP) as an Alpha feature (under the feature gate UnknownVersionInteroperabilityProxy) in a previous blog post. The goal was simple but critical: make cluster upgrades safer by ensuring that requests for resources not yet known to an older API server are correctly routed to a newer peer API server, instead of returning an incorrect 404 Not Found. We are excited to announce that the Mixed Version Proxy is moving to Beta in Kubernetes 1.36 and will be enabled by default! The feature has evolved significantly since its initial release, addressing key gaps and modernizing its archite…

Kubernetes Blog · 15 May 2026Read →
KUBERNETES★★★★★

Kubernetes v1.36: More Drivers, New Features, and the Next Era of DRA

Dynamic Resource Allocation (DRA) has fundamentally changed how platform administrators handle hardware accelerators and specialized resources in Kubernetes. In the v1.36 release, DRA continues to mature, bringing a wave of feature graduations, critical usability improvements, and new capabilities that extend the flexibility of DRA to native resources like memory and CPU, and support for ResourceClaims in PodGroups. Driver availability continues to expand. Beyond specialized compute accelerators, the ecosystem includes support for networking and other hardware types, reflecting a move toward a more robust, hardware-agnostic infrastructure. W…

Kubernetes Blog · 07 May 2026Read →
KUBERNETES★★★★★

Kubernetes v1.36: Pod-Level Resource Managers (Alpha)

Kubernetes v1.36 introduces Pod-Level Resource Managers as an alpha feature, bringing a more flexible and powerful resource management model to performance-sensitive workloads. This enhancement extends the kubelet's Topology, CPU, and Memory Managers to support pod-level resource specifications (.spec.resources), evolving them from a strictly per-container allocation model to a pod-centric one. Why do we need pod-level resource managers?When running performance-critical workloads such as machine learning (ML) training, high-frequency trading applications, or low-latency databases, you often need exclusive, NUMA-aligned resources for your pri…

Kubernetes Blog · 01 May 2026Read →
KUBERNETES★★★★

Kubernetes v1.37: Memory QoS Graduates to Beta

Memory QoS has graduated to Beta in Kubernetes v1.37 and is now enabled by default. On Linux nodes running cgroup v2, the feature uses the memory controller to give the kernel better guidance on how to treat container memory. It was first introduced as Alpha in v1.22, and expanded in v1.36 with tiered memory reservation. This post covers what changed in v1.37, what the Beta promotion means for cluster operators, and how to configure the feature. What changed in v1.37Memory QoS is Beta and enabled by defaultThe MemoryQoS feature gate is now Beta in v1.37. This means every v1.37 kubelet has the feature gate turned on without any configuration …

Kubernetes Blog · 19 hr agoRead →
KUBERNETES★★★★

Kubernetes Changed Block Tracking API - Beta Differences

Changed Block Tracking (CBT) support for CSI drivers shipped as Alpha in September 2025. With the March 2026 v1.0.0 release of the external-snapshot-metadata project, the feature moved to Beta. If you aren't yet familiar with changed block tracking for storage in Kubernetes, the Alpha announcement covers the motivation, the three primary components (the CSI SnapshotMetadata gRPC service, the SnapshotMetadataService CRD, and the external-snapshot-metadata sidecar), and a walkthrough of how to use the API. CBT currently applies to block volumes; file-volume and network file-share changed-list tracking is not covered by this feature. This post …

Kubernetes Blog · 19 hr agoRead →
KUBERNETES★★★★

Kubernetes v1.37: Native Histograms Graduates to Beta

I'm excited to announce that native histogram support for Kubernetes metrics is graduating to Beta and is enabled by default in Kubernetes v1.37! Native histograms (previously introduced as Alpha in Kubernetes v1.36 under KEP-5808) bring high-resolution, low-cardinality observability to Kubernetes metrics. By adopting Prometheus Native Histograms, Kubernetes components now expose latency and duration metrics with far greater accuracy while significantly reducing telemetry storage and scraping overhead. Why move beyond classic histograms?Since the early days of Kubernetes observability, duration and latency metrics (such as API server request…

Kubernetes Blog · 3 days agoRead →
KUBERNETES★★★★

Kubernetes v1.37: Scheduler Preemption for In-Place Pod Resize (Alpha)

In Kubernetes, resource allocation has historically been a static decision made during a Pod's initial scheduling and placement. With the graduation of the core in-Place Pod resize feature to General Availability in v1.35, application developers and cluster operators gained the powerful ability to dynamically adjust CPU and memory allocations of running containers without incurring disruptive restarts or application downtime. However, in-place resizing introduced a unique resource scheduling gap: if a running Pod requested a resource scale-up that exceeded the host node's allocatable headroom, the Kubelet was forced to mark the request as De…

Kubernetes Blog · 4 days agoRead →
KUBERNETES★★★★

Kubernetes v1.37: Introducing Node Lifecycle Conditions

Kubernetes has many ways to describe what is happening on a Node. Readiness, taints, Pod state, labels, annotations, and provider-specific APIs each expose part of the picture. What has been missing is a shared, Kubernetes-owned way to say that a Node is draining, undergoing maintenance, or undergoing Graceful Node Shutdown. Kubernetes v1.37 introduces five well-known Node conditions that provide that description: DrainInProgress Drained MaintenancePlanned MaintenanceInProgress GracefulNodeShutdownInProgress The new Node lifecycle conditions Condition What it reports DrainInProgress The Node is actively being drained according to the adminis…

Kubernetes Blog · 5 days agoRead →
KUBERNETES★★★★

AWS Private CA EKS add-on and Connector for AD now available in AWS GovCloud (US)

AWS Private Certificate Authority (AWS Private CA) announces the availability of the AWS Private CA Connector for Kubernetes as a managed Amazon EKS add-on and the AWS Private CA Connector for Active Directory in AWS GovCloud (US-East) and AWS GovCloud (US-West) Regions. These launches expand certificate automation capabilities available to AWS GovCloud (US) customers managing government workloads. The AWS Private CA Connector for Kubernetes EKS add-on provides simplified installation, configuration, and lifecycle management through the EKS console, CLI, and API. The connector works with cert-manager to automate certificate requests, distrib…

AWS What’s New · 6 days agoRead →
KUBERNETES★★★★

Kubernetes v1.37: Advancing Workload-Aware Scheduling

AI/ML and complex batch workloads continue to push the boundaries of Kubernetes scheduling. Following the foundational workload-centric enhancements introduced in previous releases, Kubernetes v1.37 delivers the next major milestone in the Workload-Aware Scheduling (WAS) journey. In this release, the core Workload and PodGroup APIs—enabling gang scheduling—along with Workload-Aware Preemption (WAP) and shared DRA ResourceClaims for PodGroups, all graduate to Beta, solidifying their role in the Kubernetes ecosystem. To address the hierarchical scheduling requirements of modern high-performance distributed workloads, v1.37 introduces the new C…

Kubernetes Blog · 6 days agoRead →
KUBERNETES★★★★

Kubernetes v1.37: KubeletInUserNamespace (aka Rootless mode) Graduates to Beta

Kubernetes v1.37 promotes the KubeletInUserNamespace feature gate to beta. With this feature enabled, all of the node components (kubelet, CRI and OCI runtimes, CNI plugins, and kube-proxy) can run as a non-root user on the host, using a Linux user namespace. This technique is also known as rootless mode. The work started as an experiment in 2018, and was merged into Kubernetes v1.22 (2021) as an alpha feature (Kubernetes Enhancement Proposal KEP-2033). This feature should not be confused with user namespaces for pods (hostUsers: false with the UserNamespacesSupport feature gate, GA since v1.36), which puts pods in user namespaces but still …

Kubernetes Blog · 04 Sep 2026Read →
KUBERNETES★★★★

Kubernetes v1.37: DRA Updates

Kubernetes 1.37 is here and Dynamic Resource Allocation (DRA) keeps pushing past where it started! This release brings DRA Extended Resource support to GA, a milestone the team has been building toward for three straight releases. Several more features graduate to Beta or GA. A fresh batch of alpha features rounds out the release. I'll dive into what's new for DRA in Kubernetes 1.37! What's stable in 1.37DRA Extended Resource support has graduated to GA. This is the mechanism that lets DRA drivers satisfy requests made through the traditional extended resource API, think example.com/gpu in a Pod spec, without requiring a separate device plug…

Kubernetes Blog · 03 Sep 2026Read →