Updates and Press Releases
The Economics of Agent Optimization on Azure
Measuring ROI for AI agents beyond pilots—token cost, task completion, and human-in-the-loop overhead.
Scaling Trillion-Token Workloads with Microsoft Foundry
How enterprises plan capacity, routing, and observability when Foundry-hosted models hit extreme volume.
GPT-5.6 in Microsoft Foundry: What Enterprise Teams Should Evaluate
Upgrade criteria for latency, tool calling, safety filters, and regression suites before production cutover.
External Key Management for Azure Managed HSM
Bring-your-own-key patterns for regulated workloads that need cryptographic custody outside Azure.
Proaction boosts sales 60% and saves 75+ hours with Codex
With Codex, GPT-Live-1, and GPT-6 Astra, Proaction builds, operates, and sells modern fleet management faster.
Proving Application Resilience with Azure Chaos Studio
Fault injection for AKS, Front Door, and dependencies—turning resilience claims into evidence.
AI-Assisted Reliability Operations on Azure
How platform teams combine telemetry, automated remediation, and human approval for production incidents.
Azure Databricks for Platform Teams: Delivering Measurable Business Value
FinOps, MLOps, and governed data products that connect analytics spend to outcomes.
Database AI-Readiness on Azure: Reliability Meets Inference Workloads
What changes when Postgres and analytics platforms feed agentic applications.
Ship agents faster with expanded model choice, voice agents, and continuous optimization
The best model for your business will keep changing. Adopting it should move your business forward, not send your tea...
How Azure Resiliency Patterns Evolved for 2026 Platforms
Zone redundancy, chaos testing, and multi-region design lessons for European enterprises.
Migrating 1,500 Workloads to ROSA: Lessons from Large Insurance Platforms
Phased cutovers, landing zones, and operational readiness when leaving proprietary stacks for ROSA.
From Metal to Agents: Architecture Layers for Enterprise AI
Bare metal, OpenShift, model serving, and agent runtimes as one governed stack.
Bare-Metal-as-a-Service on OpenShift: Cloud Ops for Physical Nodes
Managing bare metal with cloud-like APIs while keeping latency and data residency advantages.
Introducing enhanced custom event buses in Amazon EventBridge for enterprise-scale event-driven applications
Amazon EventBridge announces an enhanced custom event bus for organizations scaling event-driven applications across ...
Operationalizing Agentic AI: A Day-0 to Day-2 Blueprint
Provisioning, guardrails, observability, and on-call ownership for autonomous agents.
Intelligent Windows Certificate Rotation with Ansible Automation Platform
Stopping outages caused by expired certs through policy-driven automation.
Policy as Code on Top of Existing Automation
Layering OPA/Gatekeeper-style enforcement onto Ansible and GitOps pipelines you already run.
Building Blocks for Government Cloud Platforms
Reusable landing zones, sovereign controls, and shared services for public-sector platforms.
Spotlight on SIG Apps
As Kubernetes adoption has grown, the conversation has shifted beyond running containers to managing increasingly com...
KYAML: Pretty-Printing Kubernetes Manifests Without Losing Diff Clarity
How teams keep readable YAML while preserving machine-friendly GitOps workflows.
Gateway API v1.6: TCPRoute and UDPRoute Reach Standard
What graduates mean for non-HTTP traffic, service meshes, and enterprise ingress roadmaps.
Kubernetes v1.37 Sneak Peek for Platform Teams
Features worth tracking for AKS and OpenShift upgrade planning.
How controller-runtime Caching Protects the API Server
Why poorly designed controllers hammer etcd—and how informers fix it.
Build plugins for Claude
Build plugins for Claude
Building a Custom Metrics Exporter for Kubernetes Workloads
When kube-state-metrics is not enough for SLIs that matter to your product.
Operating AI/ML Workloads on Kubernetes with Kubeflow Tooling
Day-2 operations for training and inference fleets on shared clusters.
Migrating from Kubernetes Dashboard to Headlamp
A practical path for clusters that need a maintained, plugin-friendly UI.
etcd v3.7: Upgrade Considerations for Control Planes
Compatibility, backup strategy, and performance notes before cluster upgrades.
Two years of OpenAI Academy
Marking two years of OpenAI Academy and bringing AI skills to even more communities.
Cluster API Visibility with Headlamp Plugins
Managing fleet lifecycle without living exclusively in kubectl and CRD dumps.
Self-Healing Kubernetes Upgrade Pipelines
Automating upgrade verification so human operators only handle exceptions.
Lightweight P2P Image Distribution Without a Heavy Database Stack
Speeding registry pulls in large clusters with Dragonfly-style architectures.
LLMOps and Platform Engineering: Who Owns the AI Pipeline?
Clear RACI for model serving, evaluation, and cost controls across teams.
Your architecture diagram is not your resilience
For years, resilience was something you set up once. That kept the lights on, but it treated resilience as a project ...
Building Observable Policy as Code
Policy that fails closed still needs dashboards, audit trails, and developer feedback loops.
Cloud Native Buildpacks Graduation: What It Means for Enterprise CI
Standardizing container builds without maintaining bespoke Dockerfiles everywhere.
Solving Mesh Observability When Telemetry Double-Counts
Practical debugging when service mesh metrics do not add up.
AI Inference and Agentic Tracks at KubeCon: Signals for Platform Roadmaps
How conference agendas foreshadow what enterprises will operationalize next.
Introducing Amazon CloudWatch Omni: collaborative AI-powered observability for your applications
Amazon CloudWatch Omni is the next evolution of CloudWatch — unified observability that brings your applications and ...
Does Kubernetes DRA Replace Traditional GPU Sharing Approaches?
Comparing Dynamic Resource Allocation with existing GPU virtualization patterns.
Forensic Container Checkpointing on EKS—and Lessons for AKS
Capturing runtime state for incident response without freezing production forever.
Advanced Control Plane Configuration Patterns from EKS
What Azure AKS teams can learn from fine-grained control plane knobs on other clouds.
Centralizing Cross-Account Container Telemetry with OpenTelemetry Gateways
Collector topologies that keep tenants isolated while ops stays unified.
Kubernetes v1.37: Tracking When a PersistentVolumeClaim Was Last Used (Beta)
Kubernetes v1.37 promotes the PersistentVolumeClaimUnusedSinceTime feature gate to Beta (enabled by default). With th...
Auto Mode Node Failure Detection and Repair Patterns
Ideas for AKS node auto-repair inspired by cloud-managed remediation loops.
GPU Batch Inference with Scale-to-Zero on Kubernetes
Cost control for bursty inference without keeping accelerators warm 24/7.
Zone-Aware Routing for Multi-AZ Kubernetes Services
Reducing cross-zone traffic cost and latency with topology-aware hints and mesh policies.
Zonal Shift with Karpenter-Style Autoscaling
Surviving AZ impairment when node pools and traffic shift together.
Coding sessions are longer and use more context. Claude Opus 5.5 is built with that in mind.
Coding sessions are longer and use more context. Claude Opus 5.5 is built with that in mind.
Accessing Private Git Repos from Managed Argo CD Capabilities
Credential patterns that keep GitOps working without long-lived PATs.
Graph Analytics for Trusted Agentic Workloads
Governing multi-hop context that agents retrieve before acting.
Post-Quantum Cryptography Roadmaps for Cloud Platforms
What to inventory now: TLS, HSMs, and long-lived signed artifacts.
AI-Assisted PostgreSQL Migrations Without Losing Control
Using copilots for schema moves while keeping review gates and rollback plans.
OpenAI extends cyber access to Ukraine for civilian defense
OpenAI is extending access to its Daybreak program to the Government of Ukraine to support the cyber defense of civil...
Semantic Layers That Keep Enterprise AI Honest
Metrics definitions agents can trust—and auditors can verify.
ClusterNetworkPolicy: Balancing Central Control and Team Autonomy
Policy hierarchies that let platform teams set defaults without freezing product velocity.
Azure DevOps Remote MCP Server: Agents That Talk to Your Boards
Connecting coding agents to work items and pipelines with scoped service connections.
Prefer Azure DevOps Service Connections Over PATs
Reducing secret sprawl in pipelines and agent runtimes.
Designing agent-first platforms: What changes when agents do the work
The organizations pulling ahead are not simply adding AI to what they already have. They are designing for a differen...
Finding Any Commit in Seconds Across Large Azure DevOps Orgs
Search and audit patterns for monorepos and multi-project estates.
Workload Identity Federation Changes in Azure DevOps
Migrating service connections before legacy issuer retirement breaks CI.
GitOps with Argo CD on AKS: Patterns for Enterprise Application Delivery
Argo CD ApplicationSets, Kustomize overlays, and environment promotion pipelines let platform teams manage dozens of apps across dev, staging, and prod—without kubectl drift.
Azure Front Door and Kubernetes Ingress: A Production Edge Architecture
Terminate TLS at Front Door, route to AKS via private origins, and keep in-cluster ingress HTTP-only—reducing certificate sprawl while maintaining global performance and WAF protection.
Introducing Amazon CloudWatch Omni: AI-powered observability for generative AI and agentic workloads
Learn how Amazon CloudWatch Omni delivers AI-powered observability purpose-built for generative AI and agentic worklo...
Running AI Coding Agents in Enterprise Environments: Security and Guardrails
AI agents that edit code and push to Git need isolation, scoped credentials, and audit trails. Learn how to deploy agent runtimes without exposing production secrets or unbounded repository access.
Multi-Tenant SaaS on AKS: Namespace Isolation That Scales
Shared clusters reduce cost, but tenants need hard boundaries. Combine namespaces, NetworkPolicies, resource quotas, and per-tenant ingress hosts for secure multi-tenant SaaS on Kubernetes.
Azure OpenAI Cost Governance: Quotas, Routing, and FinOps for LLM Workloads
Token spend can spike overnight without controls. Use deployment routing, caching, budget alerts, and model tiering to keep Azure OpenAI costs predictable at enterprise scale.
Pulumi for Azure Platform Teams: Infrastructure as Code That Stays in Sync
Imperative az CLI and kubectl patches cause drift. Pulumi keeps AKS, Front Door, DNS, and networking declarative—with reviewable diffs and a single source of truth for platform changes.
Kubernetes v1.37: Hardening Container Storage with Bind Mount Options and EmptyDir Permissions
Kubernetes v1.37 brings important storage security features: emptyDir permission modes and bind mount options. They h...
Cilium Network Policies: Zero-Trust Networking on Kubernetes
Default-allow pod networking is convenient and risky. Cilium NetworkPolicies enforce least-privilege east-west traffic—and integrate with ingress, observability, and eBPF-powered visibility.
Enterprise CI/CD: Building, Scanning, and Promoting Containers Across Environments
A proven pipeline builds once per commit, scans with Trivy, pushes to a private registry, and promotes image tags through dev → staging → prod—without rebuilding or retagging manually.
PostgreSQL on Azure for SaaS Platforms: Why Relational Data Still Matters
JSON files and NoSQL stores tempt early-stage products, but Postgres on Azure Flexible Server gives SaaS platforms transactions, migrations, and backups that production AI apps depend on.
Platform Engineering in 2026: Internal Developer Portals and Golden Paths
Platform teams succeed when developers self-serve through documented golden paths—scaffolded repos, standard deploy overlays, and observability baked in—not when every team reinvents Kubernetes from scratch.
Claude Tag now supports personal connectors in channels
Claude Tag now supports personal connectors in channels
AKS Node Auto-Provisioning: Scale Without Manual Pool Management
AKS Node Auto-Provisioning: Practical guide to automatic node groups and Karpenter-style scaling on AKS for enterprise teams on Azure and OpenShift.
Azure AI Content Safety: Moderation for Enterprise LLM Applications
Azure AI Content Safety: Practical guide to content filters, prompt shields, and compliance in production AI apps for enterprise teams on Azure and OpenShift.
GDPR-Compliant LLM Deployments: EU Data Residency and Processing
GDPR-Compliant LLM Deployments: Practical guide to personal data, DPAs, and model hosting in Europe for enterprise teams on Azure and OpenShift.
OpenShift GitOps and Tekton: CI/CD on the Enterprise Platform
OpenShift GitOps and Tekton: Practical guide to Argo CD, pipelines, and policy gates in OpenShift 4.x for enterprise teams on Azure and OpenShift.
Sam Altman’s remarks at the United Nations Security Council
OpenAI CEO Sam Altman discusses AI safety, human control, and international cooperation in remarks to the United Nati...
Azure Monitor Container Insights: Observability for AKS Workloads
Azure Monitor Container Insights: Practical guide to metrics, logs, and alerts for pods, nodes, and control plane for enterprise teams on Azure and OpenShift.
External Secrets Operator: Secure Secret Management on Kubernetes
External Secrets Operator: Practical guide to Azure Key Vault, rotation, and least privilege for applications for enterprise teams on Azure and OpenShift.
Hybrid Search for RAG: Combining Azure AI Search and Vector Search
Hybrid Search for RAG: Practical guide to keyword plus semantic search for more accurate enterprise answers for enterprise teams on Azure and OpenShift.
Pulumi Best Practices for AKS: Modules, Stacks, and Review Workflows
Pulumi Best Practices for AKS: Practical guide to reusable components and secure state management for enterprise teams on Azure and OpenShift.
GPT-6 Astra, Sol, and Luna: For production agents in Microsoft Foundry
Explore GPT-6 Astra, Sol, and GPT-6 Luna in Microsoft Foundry, with scalable model options for production AI agents, ...
Hubble for Kubernetes: Debugging Network Flows with Cilium
Hubble for Kubernetes: Practical guide to eBPF-based visibility for ingress and service issues for enterprise teams on Azure and OpenShift.
Azure OpenAI with Private Endpoints: Network Isolation for AI APIs
Azure OpenAI with Private Endpoints: Practical guide to VNet integration, DNS, and secure client connectivity for enterprise teams on Azure and OpenShift.
Argo CD Application Health: Sync Status and Drift Detection
Argo CD Application Health: Practical guide to Healthy, Degraded, Missing resources and automated remediation for enterprise teams on Azure and OpenShift.
OpenShift Service Mesh: mTLS and Traffic Management for Microservices
OpenShift Service Mesh: Practical guide to Istio-based policies, canary, and observability for enterprise teams on Azure and OpenShift.
AWS Weekly Roundup: AWS Builder Center mobile apps, Amazon Connect Talent GA, Amazon Corretto 27, and more (September 21, 2026)
Living in the Netherlands, I spend a fair amount of time on trains, and that is usually where I catch up on what the ...
Trivy in CI/CD: Scan Container Images Before Deploy
Trivy in CI/CD: Practical guide to CVE blocking, SBOM, and registry integration in GitHub Actions for enterprise teams on Azure and OpenShift.
Azure Front Door WAF: Rules for OWASP and Bot Protection
Azure Front Door WAF: Practical guide to managed rule sets, custom rules, and false positive tuning for enterprise teams on Azure and OpenShift.
Defending Against Prompt Injection: Security Patterns for LLM Apps
Defending Against Prompt Injection: Practical guide to input sanitization, system prompt design, and output validation for enterprise teams on Azure and OpenShift.
KEDA on AKS: Event-Driven Autoscaling Beyond CPU
KEDA on AKS: Practical guide to queue length, custom metrics, and scale-to-zero for workers for enterprise teams on Azure and OpenShift.
Kubernetes v1.37: Pod-Level Resource Managers graduated to Beta
With the release of Kubernetes v1.37, the Pod-Level Resource Managers feature has graduated to Beta status (disabled ...
Azure Database for PostgreSQL Flexible Server: HA and Backups
Azure Database for PostgreSQL Flexible Server: Practical guide to zone redundant, point-in-time recovery, and maintenance windows for enterprise teams on Azure and OpenShift.
Agentic AI Workflows: Autonomous Agents in Enterprise Processes
Agentic AI Workflows: Practical guide to tool use, orchestration, and human approval steps for enterprise teams on Azure and OpenShift.
OpenShift Virtualization: VMs and Containers on One Platform
OpenShift Virtualization: Practical guide to lift-and-shift, KubeVirt, and mixed workloads for enterprise teams on Azure and OpenShift.
Kubernetes RBAC: Least Privilege for Developers and CI
Kubernetes RBAC: Practical guide to RoleBindings, namespace scopes, and audit logs for enterprise teams on Azure and OpenShift.
Claude Marketplace: one place to discover plugins, agents, and services from our partners
Claude Marketplace: one place to discover plugins, agents, and services from our partners
Azure Cost Management: Tags, Budgets, and Showback for Platform Teams
Azure Cost Management: Practical guide to cost allocation, alerts, and FinOps dashboards for enterprise teams on Azure and OpenShift.
Fine-Tuning on Azure OpenAI: When Domain-Specific Models Pay Off
Fine-Tuning on Azure OpenAI: Practical guide to dataset quality, evaluation, and deployment strategies for enterprise teams on Azure and OpenShift.
GitHub Actions Reusable Workflows: Standardized Deploy Pipelines
GitHub Actions Reusable Workflows: Practical guide to org-wide templates, secrets, and version pinning for enterprise teams on Azure and OpenShift.
NIS2 and Kubernetes: Requirements for Critical Infrastructure
NIS2 and Kubernetes: Practical guide to incident response, logging, and supply chain security for enterprise teams on Azure and OpenShift.
Harvey turns legal context into stronger drafts with GPT-6 Astra
GPT-6 Astra produces more structured, context-aware legal documents, freeing lawyers to focus on strategy.
Azure AI Search Indexers: Automatically Index Documents for RAG
Azure AI Search Indexers: Practical guide to Blob Storage, SharePoint, and change detection for enterprise teams on Azure and OpenShift.
cert-manager on AKS: Automatic TLS Certificates for Ingress
cert-manager on AKS: Practical guide to Let's Encrypt, DNS-01, and certificate rotation for enterprise teams on Azure and OpenShift.
OpenShift Compliance Operator: Automated CIS Benchmark Checks
OpenShift Compliance Operator: Practical guide to scan profiles, remediation, and audit reports for enterprise teams on Azure and OpenShift.
Pod Security Standards: Hardening for AKS Workloads
Pod Security Standards: Practical guide to restricted vs baseline, admission, and migration for enterprise teams on Azure and OpenShift.
Claude Opus 5.5 comes to Microsoft Foundry for long-running coding and knowledge work
AI models are increasingly taking on work that extends far beyond a single prompt: building a feature across a codeba...
Azure Databricks MLOps: From Experiments to Production Models
Azure Databricks MLOps: Practical guide to MLflow, feature stores, and CI/CD for ML for enterprise teams on Azure and OpenShift.
LLM Evaluation: Frameworks for Quality and Regression Testing
LLM Evaluation: Practical guide to golden datasets, human review, and automated metrics for enterprise teams on Azure and OpenShift.
Secrets in Pulumi: Encrypted Config and Key Vault Integration
Secrets in Pulumi: Practical guide to stack secrets, CI integration, and rotation for enterprise teams on Azure and OpenShift.
Migrating to Gateway API: From Ingress to Modern Routing
Migrating to Gateway API: Practical guide to HTTPRoute, GRPCRoute, and phased migration for enterprise teams on Azure and OpenShift.
New low-cost burstable Amazon EC2 T8i instances are generally available
AWS introduces new low-cost burstable Amazon EC2 T8i instances powered by custom sixth generation Intel Xeon Scalable...
Logging on OpenShift: Cluster Log Forwarder and Central Analysis
Logging on OpenShift: Practical guide to Loki, Elasticsearch, and log retention policies for enterprise teams on Azure and OpenShift.
Azure Arc-enabled Kubernetes: Hybrid and Multi-Cloud Governance
Azure Arc-enabled Kubernetes: Practical guide to policy, GitOps, and unified monitoring for enterprise teams on Azure and OpenShift.
Cursor SDK in Enterprise Environments: Running Agents Safely
Cursor SDK in Enterprise Environments: Practical guide to isolated workspaces, token scopes, and audit for enterprise teams on Azure and OpenShift.
Disaster Recovery for AKS: Backup, Restore, and RTO Planning
Disaster Recovery for AKS: Practical guide to Velero, etcd snapshots, and multi-region strategies for enterprise teams on Azure and OpenShift.
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 r...
Stripe for SaaS: Billing in Multi-Tenant Platforms
Stripe for SaaS: Practical guide to plans, webhooks, and metering for AI products for enterprise teams on Azure and OpenShift.
Embedding Models on Azure OpenAI: Chunking and Index Design
Embedding Models on Azure OpenAI: Practical guide to text-embedding-3, dimensions, and cost optimization for enterprise teams on Azure and OpenShift.
OpenShift Pipelines with GitOps: Decouple Build and Deploy
OpenShift Pipelines with GitOps: Practical guide to Tekton tasks, triggers, and image promotion for enterprise teams on Azure and OpenShift.
ResourceQuotas and LimitRanges: Fairness in the Shared Cluster
ResourceQuotas and LimitRanges: Practical guide to CPU, memory, object counts, and tenant isolation for enterprise teams on Azure and OpenShift.
How to prepare for AI-driven code modernization projects
How to prepare for AI-driven code modernization projects
Secure Cluster Access: Azure Bastion and Private AKS APIs
Secure Cluster Access: Practical guide to private cluster, jump hosts, and break-glass for enterprise teams on Azure and OpenShift.
Multimodal AI on Azure: Vision, Audio, and Document Understanding
Multimodal AI on Azure: Practical guide to GPT-4o, Document Intelligence, and enterprise use cases for enterprise teams on Azure and OpenShift.
New Relic on Kubernetes: APM and Infrastructure Monitoring
New Relic on Kubernetes: Practical guide to auto-instrumentation, Pixie, and alert policies for enterprise teams on Azure and OpenShift.
Zero Trust on Kubernetes: Identity Over Network Perimeter
Zero Trust on Kubernetes: Practical guide to SPIFFE, mTLS, and policy as code for enterprise teams on Azure and OpenShift.
How invideo improves color grading 3x with GPT‑6 Astra
With GPT‑6 Astra, invideo plans edits with greater precision, improves color correction and grading threefold, and pr...
Azure AI Studio Agents: Assistants with Enterprise Governance
Azure AI Studio Agents: Practical guide to connections, tools, and VNet deployment for enterprise teams on Azure and OpenShift.
Jobs and CronJobs on AKS: Running Batch Workloads Reliably
Jobs and CronJobs on AKS: Practical guide to retry, deadlines, and parallelism for enterprise teams on Azure and OpenShift.
Advanced Cluster Management: Multi-Cluster Governance with OpenShift
Advanced Cluster Management: Practical guide to policy distribution, upgrades, and observability for enterprise teams on Azure and OpenShift.
Terraform vs Pulumi for Azure: Decision Guide for Platform Teams
Terraform vs Pulumi for Azure: Practical guide to state, language, testing, and team skills for enterprise teams on Azure and OpenShift.
Microsoft recognized as a Leader in the 2026 Gartner® Magic Quadrant™ for Distributed Hybrid Infrastructure
Gartner highlighted Microsoft’s unified single-product architecture, flexibility across hyperconverged and disaggrega...
LLM Response Caching: Redis for Recurring AI Queries
LLM Response Caching: Practical guide to semantic cache, TTL, and cost reduction for enterprise teams on Azure and OpenShift.
GitHub Apps for Kubernetes Deploy: Scoped Tokens Over PATs
GitHub Apps for Kubernetes Deploy: Practical guide to installation tokens, permissions, and rotation for enterprise teams on Azure and OpenShift.
EU AI Act: Implications for AI Workloads on Kubernetes
EU AI Act: Practical guide to risk classes, documentation, and technical controls for enterprise teams on Azure and OpenShift.
Azure Container Registry: Geo-Replication and Retention Policies
Azure Container Registry: Practical guide to Premium SKU, webhooks, and image signing for enterprise teams on Azure and OpenShift.
AWS Elastic Beanstalk introduces Cluster Mode
Run an application on AWS Elastic Beanstalk Cluster Mode without provisioning or operating the compute underneath it....
StatefulSets for Databases on Kubernetes: When Yes, When No
StatefulSets for Databases on Kubernetes: Practical guide to operators vs managed services, PVCs, and backups for enterprise teams on Azure and OpenShift.
OpenShift AI Notebooks: Running Data Science Securely in Teams
OpenShift AI Notebooks: Practical guide to shared storage, GPU quotas, and image streams for enterprise teams on Azure and OpenShift.
Chunking Strategies for RAG: Quality Starts at Segmentation
Chunking Strategies for RAG: Practical guide to fixed-size, semantic, and document-aware chunks for enterprise teams on Azure and OpenShift.
AKS Workload Identity: Passwordless Azure Access from Pods
AKS Workload Identity: Practical guide to federated credentials, managed identity, and Key Vault for enterprise teams on Azure and OpenShift.
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,...
Team Topologies for Platform Engineering: Stream, Platform, Enabling
Team Topologies for Platform Engineering: Practical guide to org design and delivery metrics for enterprise teams on Azure and OpenShift.
Azure OpenAI Rate Limits: Quota Requests and Load Distribution
Azure OpenAI Rate Limits: Practical guide to TPM, RPM, and multi-deployment routing for enterprise teams on Azure and OpenShift.
Cilium Ingress on AKS: HTTP Routing Without Classic LB Sprawl
Cilium Ingress on AKS: Practical guide to IngressClass, annotations, and TLS offloading for enterprise teams on Azure and OpenShift.
Security Context Constraints: Pod Hardening on OpenShift
Security Context Constraints: Practical guide to restricted SCCs, volume types, and migration for enterprise teams on Azure and OpenShift.
How CodeRabbit, Power Digital, and ThoughtSpot scale with Snowflake and Vercel on Claude Marketplace
How CodeRabbit, Power Digital, and ThoughtSpot scale with Snowflake and Vercel on Claude Marketplace
Secrets Store CSI Driver: Key Vault Secrets as Pod Volumes
Secrets Store CSI Driver: Practical guide to rotation, sync, and pod restart behavior for enterprise teams on Azure and OpenShift.
LLM Observability: Traces, Prompts, and Cost per Request
LLM Observability: Practical guide to OpenTelemetry, Langfuse, and production debugging for enterprise teams on Azure and OpenShift.
Topology Spread Constraints: HA Across Availability Zones
Topology Spread Constraints: Practical guide to pod distribution, zonal outages, and scheduling for enterprise teams on Azure and OpenShift.
Argo CD Image Updater: Automatic Tag Updates with Guardrails
Argo CD Image Updater: Practical guide to semver, digest pinning, and write-back for enterprise teams on Azure and OpenShift.
Ringg’s AI agents resolve up to 65% of customer calls with OpenAI
Using GPT-5.6, Ringg powers multilingual agents across voice, chat, WhatsApp, and web for 90% less cost vs. GPT-4.1.
Front Door Origin Health Probes: Failover and Latency Tuning
Front Door Origin Health Probes: Practical guide to health checks, priority, and weighted routing for enterprise teams on Azure and OpenShift.
Sovereign Cloud in Europe: Azure EU Data Boundary and Compliance
Sovereign Cloud in Europe: Practical guide to data residency, key sovereignty, and public sector for enterprise teams on Azure and OpenShift.
Default-Deny NetworkPolicies: Secure Baseline for Namespaces
Default-Deny NetworkPolicies: Practical guide to gradually opening ingress/egress rules for enterprise teams on Azure and OpenShift.
OAuth Proxy Pattern: SSO for Internal Tools on OpenShift
OAuth Proxy Pattern: Practical guide to route protection, groups, and token refresh for enterprise teams on Azure and OpenShift.
Microsoft named a Leader in the 2026 Gartner® Magic Quadrant™ for Container Management
Microsoft was named a Leader in the 2026 Gartner® Magic Quadrant™ for Container Management. Discover how AKS, Azure A...
AI Governance: Model Catalog and Approval Workflows
AI Governance: Practical guide to versioning, risk assessment, and audit for enterprise teams on Azure and OpenShift.
Connection Pooling for Postgres: PgBouncer in Kubernetes
Connection Pooling for Postgres: Practical guide to pool modes, timeouts, and AKS integration for enterprise teams on Azure and OpenShift.
Liveness vs Readiness Probes: Configuring Health Checks Correctly
Liveness vs Readiness Probes: Practical guide to startup probes, grace periods, and rolling updates for enterprise teams on Azure and OpenShift.
Azure OpenAI Batch API: Async Inference for Large Jobs
Azure OpenAI Batch API: Practical guide to cost, latency, and use cases for offline processing for enterprise teams on Azure and OpenShift.
AWS reimagines the getting started experience
AWS has reimagined the getting started experience with smart and sensible defaults to help developers get started fas...
Renovate for Dependency Updates: Automated PRs in Monorepos
Renovate for Dependency Updates: Practical guide to grouping, scheduling, and CVE prioritization for enterprise teams on Azure and OpenShift.
fsGroup and PVC Permissions: Non-Root Containers on Volumes
fsGroup and PVC Permissions: Practical guide to volume mount ownership and avoiding PermissionError for enterprise teams on Azure and OpenShift.
OpenShift Hosted Control Planes: Dense Multi-Tenant Clusters
OpenShift Hosted Control Planes: Practical guide to control plane isolation and fast cluster provisioning for enterprise teams on Azure and OpenShift.
Azure AI Document Intelligence: Preparing Forms and PDFs for RAG
Azure AI Document Intelligence: Practical guide to layout analysis, tables, and OCR pipelines for enterprise teams on Azure and OpenShift.
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 ...
Ephemeral Storage Limits: Avoiding Disk Pressure on Worker Nodes
Ephemeral Storage Limits: Practical guide to emptyDir, logs, and eviction thresholds for enterprise teams on Azure and OpenShift.
SLOs and Error Budgets for Platform Services
SLOs and Error Budgets for Platform Services: Practical guide to SLI definition, burn rate alerts, and release pacing for enterprise teams on Azure and OpenShift.
VNet Integration for AKS: Subnet Design and IP Planning
VNet Integration for AKS: Practical guide to overlay vs kubenet, peering, and private DNS for enterprise teams on Azure and OpenShift.
Guardrails for LLM Outputs: Structured Outputs and Validation
Guardrails for LLM Outputs: Practical guide to JSON schema, function calling, and retry logic for enterprise teams on Azure and OpenShift.
Projects redesigned: from folder to conversation
Projects redesigned: from folder to conversation
PodDisruptionBudgets: Safe Node Drains and Upgrades
PodDisruptionBudgets: Practical guide to minAvailable, maxUnavailable, and cluster upgrades for enterprise teams on Azure and OpenShift.
Developer Spaces on OpenShift: Onboarding Without Cluster Admin
Developer Spaces on OpenShift: Practical guide to self-service namespaces, quotas, and templates for enterprise teams on Azure and OpenShift.
Alerting for AKS: Action Groups, Metric Alerts, and Runbooks
Alerting for AKS: Practical guide to Node NotReady, Pod CrashLoop, and SLO alerts for enterprise teams on Azure and OpenShift.
Semantic Kernel for Enterprise: Orchestrating AI Plugins
Semantic Kernel for Enterprise: Practical guide to planner, memory, and Azure integration for enterprise teams on Azure and OpenShift.
Introducing MentalHealthBench
MentalHealthBench is an expert-informed benchmark for evaluating helpful and safe AI responses across realistic menta...
Init Containers: Migrations and Bootstrap Before App Start
Init Containers: Practical guide to Alembic, wait logic, and failure handling for enterprise teams on Azure and OpenShift.
GitHub Environments: Approval Gates for Staging and Prod
GitHub Environments: Practical guide to required reviewers, secrets, and deployment branches for enterprise teams on Azure and OpenShift.
Azure DDoS Protection: Edge Protection for Public Services
Azure DDoS Protection: Practical guide to Network Protection, Front Door, and monitoring for enterprise teams on Azure and OpenShift.
HPA v2: Custom Metrics and Scaling for Web and API Tiers
HPA v2: Practical guide to CPU, memory, Prometheus adapter, and KEDA for enterprise teams on Azure and OpenShift.
The Economics of Agent Optimization: How AI agent governance controls cost and proves ROI
This blog post is the fourth and final installment of The Economics of Agent Optimization, which shares the strategie...
Image Streams on OpenShift: Internal Registry Workflows
Image Streams on OpenShift: Practical guide to BuildConfigs, triggers, and image promotion for enterprise teams on Azure and OpenShift.
Vision API on Azure OpenAI: Image Analysis in Enterprise Apps
Vision API on Azure OpenAI: Practical guide to screenshots, diagrams, and multimodal RAG for enterprise teams on Azure and OpenShift.
pulumi preview in CI: Review Infrastructure Changes Before Merge
pulumi preview in CI: Practical guide to policy as code, drift detection, and approval for enterprise teams on Azure and OpenShift.
Service Mesh Without Mesh: mTLS with Cilium and Gateway API
Service Mesh Without Mesh: Practical guide to lightweight alternatives to full Istio for enterprise teams on Azure and OpenShift.
AWS Weekly Roundup: OpenAI GPT-6 Astra on Amazon Bedrock, Amazon Quick desktop GA, Kiro for students, and more (September 14, 2026)
There’s a particular energy to mid-September in New York. Pumpkin spice lattes are flowing, temperatures are dropping...
EU Cloud Code of Conduct: Certification for Cloud Providers and Customers
EU Cloud Code of Conduct: Practical guide to GDPR evidence and public tenders for enterprise teams on Azure and OpenShift.
Azure AI Speech: Transcription and Voice for AI Applications
Azure AI Speech: Practical guide to real-time, batch, and custom neural voice for enterprise teams on Azure and OpenShift.
LimitRanges: Defaults for Containers Without Explicit Resources
LimitRanges: Practical guide to requests, limits, and best practices for enterprise teams on Azure and OpenShift.
OpenShift Cluster Upgrades: Canary, EUS, and Maintenance Windows
OpenShift Cluster Upgrades: Practical guide to update paths, compatibility, and rollback for enterprise teams on Azure and OpenShift.
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...
GPT-4.1 and Enterprise Fine-Tuning: What Changed in 2026
OpenAI's GPT-4.1 family brings faster inference, longer context, and refined fine-tuning workflows. See how enterprises should evaluate upgrades, migration paths, and cost impact.
OpenShift AI 2.5: Distributed Inference and Model Serving Updates
Red Hat OpenShift AI 2.5 improves multi-GPU inference, model mesh routing, and MLOps pipelines. Learn what platform teams should plan for when scaling LLM serving on OpenShift.
Gateway API for AI Inference: Routing LLM Traffic on Kubernetes
The Kubernetes Gateway API is becoming the standard for ingress and traffic management—including AI inference. Explore patterns for canary rollouts, rate limiting, and multi-model routing.
Multi-Region Azure AI: Capacity Planning and Failover in 2026
Azure AI and OpenAI capacity varies by region. Learn how to design multi-region deployments with failover, quota management, and platform status monitoring for enterprise SLAs.
Working at the frontier: How Balyasny Asset Management evaluates and governs Claude Fable 5
Working at the frontier: How Balyasny Asset Management evaluates and governs Claude Fable 5
OpenAI Reasoning Models: What o1 and o3 Mean for Enterprise AI
OpenAI's reasoning models (o1, o3) represent a leap in chain-of-thought capabilities. Learn how enterprises can leverage these models for complex problem-solving, code generation, and strategic decision support.
ChatGPT API and Developer Platform: What's New for Builders
The ChatGPT API continues to evolve with new models, fine-tuning options, and developer tools. Discover how to build production AI applications with the latest OpenAI platform capabilities.
RAG for Enterprise: Building Production-Ready Retrieval Systems
Retrieval Augmented Generation (RAG) is essential for grounding LLMs in your data. Learn best practices for building scalable, accurate RAG pipelines in enterprise environments.
OpenShift AI: Running LLMs on Red Hat's Enterprise Platform
Red Hat OpenShift AI brings model serving, MLOps, and data science workflows to Kubernetes. Explore how to deploy and manage LLMs on OpenShift for enterprise AI initiatives.
ChatGPT Ads expands to Southeast Asia and Taiwan
ChatGPT Ads is expanding to Southeast Asia and Taiwan, giving eligible businesses new ways to reach people across mor...
Kubernetes and AI Workloads: Best Practices for 2026
Running AI and ML workloads on Kubernetes requires specific patterns for GPU scheduling, autoscaling, and cost optimization. Learn the latest best practices for production AI on K8s.
Azure OpenAI Service: Enterprise Deployment Patterns
Azure OpenAI Service provides enterprise-grade access to OpenAI models. Discover deployment patterns for security, compliance, and multi-region resilience.
AWS Bedrock: Model Evaluation and Governance at Scale
AWS Bedrock offers access to multiple foundation models with built-in evaluation and governance tools. Learn how to select, evaluate, and govern AI models in production.
LLM Observability: Monitoring AI Applications in Production
Production AI applications require specialized observability: latency, token usage, quality metrics, and cost. Explore tools and practices for LLM monitoring.
The future of infrastructure resiliency starts with modernization
Modernization only succeeds when organizations have confidence that their infrastructure can withstand disruption and...
Vibecoding and AI-Assisted Development: From Experiment to Enterprise
AI-assisted coding—vibecoding—is transforming how developers work. Learn how to adopt these tools at scale while maintaining code quality and architecture standards.
Multimodal AI: Beyond Text to Images, Code, and Actions
Multimodal models process text, images, audio, and video. Discover how enterprises are leveraging multimodal AI for document understanding, code generation, and agentic workflows.
5 Strategic Pillars for Building a Resilient Cloud Business in 2026
Discover five essential strategic pillars that help cloud businesses build resilience, drive innovation, and maintain competitive advantage in an evolving digital landscape.
Introducing Aardvark: OpenAI's Next-Gen Autonomous Agent
Discover OpenAI's Aardvark, a new autonomous agent that goes beyond text generation. Learn how it enables reasoning, planning, and real-world action — and what it means for developers and businesses.
Introducing Amazon EBS Volume Clones across AWS accounts
AWS introduces Amazon EBS Volume Clones with cross-account copy, so you can create copies of your EBS volumes into ot...
Red Hat build of Quarkus 3.27: Key Release Highlights for Developers
Explore the highlights of Red Hat build of Quarkus 3.27: improved data handling with Hibernate upgrades, new observability features and an AI-powered Dev Assistant, long-term support lifecycle, and how Cloudstrata can help your business implement it.
Introducing the Microsoft Agent Framework: Transforming Enterprise Productivity with AI
Discover how Microsoft's new Agent Framework empowers enterprises to build AI agents for automation and productivity. Learn key features, business benefits, and how Cloudstrata can help implement it.
Agentic AI – How autonomous agents drive AI-first business transformation
Agentic AI combines autonomous software agents, copilot functions and human ambition to transform companies into AI-first business models. This article explains concepts, examples and implementation tips.
Maximise Your OpenShift Investment: 6 Compelling Reasons to Upgrade to Platform Plus
Discover six reasons to upgrade from OpenShift Container Platform to Platform Plus, including built-in security, unified cluster management, integrated data services, developer productivity, consistency across environments, and support for modern and legacy workloads.
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, ...
Gemini 2.5 Now Live on Vertex AI: Pro, Flash & Model Optimizer
Gemini 2.5 Pro and Flash are now available on Vertex AI, offering advanced reasoning, speed, and efficiency for enterprise-scale AI development.
Technology and Business Trends 2025: A Strategic Outlook for IT Leaders
Explore the top technology and business trends IT leaders must prioritize in 2025 to stay competitive, secure, and innovative.
Breaking Through Bureaucracy: A Leader's Guide to Establishing Your First Autonomous Team
Learn how to launch your first autonomous team and break through organizational bureaucracy to foster innovation and agility.
Maximizing IT Investment Capacity: Four Proven Strategies for the Modern Enterprise
Discover four proven strategies enterprises use to unlock IT investment capacity and drive innovation without compromising performance.
Claude Cowork and chat are now one Claude
Claude Cowork and chat are now one Claude
From Possibility to Practice: Reinventing the Enterprise from the Inside
Learn how to drive real enterprise transformation by aligning people, processes, and technology from the inside out.
How to Use Offline LLMs for Highly Sensitive Data
Learn how to securely deploy offline LLMs to protect sensitive data while leveraging the power of generative AI.
Unlocking Innovation with Azure AI Services: A Game-Changer for Modern Businesses
Wie Unternehmen mit Azure AI Services Innovationen beschleunigen und Wettbewerbsvorteile sichern können.
Red Hat AI: Enterprise-Ready Open Source AI for the Real World
Wie Unternehmen mit Red Hat AI Open-Source-Innovation sicher und skalierbar in produktive KI-Lösungen umsetzen.
Airbnb widens access to GPT-6 Astra and OpenAI frontier models
Learn how Airbnb is expanding access to GPT-6 Astra and OpenAI frontier models to help engineering teams solve bugs, ...
Unlocking the Power of Azure Databricks: A Strategic Guide for Tech Leaders
Wie Tech-Leader Azure Databricks nutzen können, um Innovation zu beschleunigen und Datenstrategien erfolgreich umzusetzen.
How to Leverage AI in Marketing: A Guide for Modern Tech Leaders
Wie moderne Tech-Leader mit KI ihre Marketingstrategien automatisieren, personalisieren und skalieren.
Unlocking Innovation with Azure OpenAI Services: A Strategic Advantage for Developers and Business Leaders
How Azure OpenAI Services empower developers and business leaders with intelligent tools, faster time to market, and enterprise-grade security.
Unlocking Innovation with Azure AI Services: A Developer's Guide
A developer-focused guide to unlocking innovation with Microsoft Azure AI Services. Learn use cases, tools, and how to get started quickly.
Two zones or three? A design framework for zone-resilient Azure workloads
Zone resiliency isn't a single number you apply to a whole workload. The useful question isn't “how many zones?” but ...
Unlocking Multimodal Insights with Amazon Bedrock Data Automation
Insights and strategies about Unlocking Multimodal Insights with Amazon Bedrock Data Automation.
OpenShift Virtualization 4.18: A New Era for Managing VMs in a Hybrid Cloud
Insights and strategies about OpenShift Virtualization 4.18: A New Era for Managing VMs in a Hybrid Cloud.
Scalable Software: How Cloudstrata Develops Tailored Solutions for Your Business
Insights and strategies about Scalable Software: How Cloudstrata Develops Tailored Solutions for Your Business.
Embrace the future of container native storage with Azure Container Storage
Insights and strategies about Embrace the future of container native storage with Azure Container Storage.
AWS Weekly Roundup: Claude Fable 5.1 on AWS, Amazon Linux 2027 preview, AWS Certified AI Business Strategist, and more (September 7, 2026)
Last week, Claude Fable 5.1 became available on AWS. According to Anthropic, Claude Fable 5.1 delivers frontier intel...
Simplify identity management with Red Hat IdM
Insights and strategies about Simplify identity management with Red Hat IdM.
What is OpenTelemetry?
Insights and strategies about What is OpenTelemetry?.
Negotiation Strategies: A highly effective framework that will ensure success
Insights and strategies about Negotiation Strategies: A highly effective framework that will ensure success.
Install TA-LIB on Ubuntu Server
Insights and strategies about Install TA-LIB on Ubuntu Server.
Kubernetes v1.37: Advancing Workload-Aware Scheduling
AI/ML and complex batch workloads continue to push the boundaries of Kubernetes scheduling. Following the foundationa...
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