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Pavan Madduri is a Cloud-Native Architect and a certified Golden Kubestronaut. With over a decade of experience transitioning from Java development to hyperscale Kubernetes ecosystems, he focuses on the intersection of GitOps, High-Performance Computing (HPC), and automated infrastructure. He is an active contributor to the CNCF ecosystem and speaks regularly on DevOps evolution.

SRE, autoscaling, Tailscale, Kubernetes, argo cd, Kubernetes v1.33,  AI, Nelm, Kubernetes, architecture, , architecture, Rackspace, GPUs, Kubernetes, Solo.io Kubernetes cloud foundry keptn cloud-native automation

Inside the Packet: How Kubernetes Networking Actually Works at L3/L4

Stop guessing why your Pods can't communicate. This deep dive strips away the magic of Kubernetes networking, providing a layer-by-layer breakdown of the dataplane using real packet captures, kernel data structures and ...
Pavan Madduri | July 10, 2026 | devops, kubernetes, PlatformEngineering, pod to pod
Stop Wasting GPU Budget: Autoscaling AI Inference on Kubernetes with KEDA

Stop Wasting GPU Budget: Autoscaling AI Inference on Kubernetes with KEDA

The rush to deploy Large Language Models (LLMs) and generative AI has created a massive infrastructure bottleneck. Platform engineering teams are spinning up expensive GPU node pools on Kubernetes, but they are ...
Pavan Madduri | June 8, 2026 | AI Inference, autoscaling, GPU Scaling, KEDA, kubernetes
CI/CD, GitOps, pipelines, Jenkins, kubernetes, kpack, buildpacks, CI/CD, Codefresh, Komodor, AI, clusters, kubernetes, generative AI Kubernetes Argo container security continuous SQL Server Windocks Tekton Kubeflow Red Hat CI/CD

Shattering the Kubernetes Registry Bottleneck: Scaling Enterprise CI/CD With P2P Mesh Architecture 

The transition from centralized infrastructure to decentralized topologies is inevitable as compute scales. Relying on a single registry to serve thousands of ephemeral containers is an architectural anti-pattern.  ...
Pavan Madduri | May 22, 2026 | cncf, Dragonfly, OpenSource, P2P Insfrastructure
SRE, autoscaling, Tailscale, Kubernetes, argo cd, Kubernetes v1.33,  AI, Nelm, Kubernetes, architecture, , architecture, Rackspace, GPUs, Kubernetes, Solo.io Kubernetes cloud foundry keptn cloud-native automation

The Inference Bottleneck: Architecting Kubernetes Autoscaling for Production LLMs 

Generative AI (GenAI) is moving into production, but native Kubernetes autoscaling is fundamentally broken for large language model (LLM) inference ...
Pavan Madduri | May 15, 2026 | kubernetes, LLMs, platform engineering
GitOps, Red Hat, Civo Flux ,GitOps. Weaveworks Sysdig AI

Architecting Enterprise GitOps: Scaling Argo CD on OKE 

The industry is shifting to pull-based GitOps with Argo CD to solve configuration drift across Kubernetes fleets ...
Pavan Madduri | May 13, 2026 | App-of-Apps Pattern, ApplicationSets, Argo CD, automation, Cloud Controller Manager (CCM), Configuration Drift, continuous deployment, Enterprise Cloud-Native., External Secrets Operator (ESO), GitOps, IAM Policies, Infrastructure as Code (IaC), Kubernetes Secret Management, multi-cluster orchestration, OCI Flexible Load Balancer, OCI Vault, OCIR, OIDC, OKE, Oracle Kubernetes Engine, Private VCN, Pull-based CI/CD, workload identity, Zero-Trust Architecture
CNCF, cloud native, NVIDIA, AI, Peritus microservices

Deploying Docker AI Agents on OCI and OKE 

This guide details the architectural transition of AI agents from experimental scripts to "first-class production workloads" using Oracle Cloud Infrastructure (OCI) and Oracle Kubernetes Engine (OKE). It emphasizes a zero-trust, scalable approach ...
Pavan Madduri | May 13, 2026 | Agentic Architecture, AI, AI agents, containerization, Data Minimization, docker, Event-Driven Autoscaling, GitOps, infrastructure as code, kagent, KEDA, Kubernetes CRD, Kyverno, LLM Inference, MCP server, Model Context Protocol, oci, OCI Generative AI, OCI Vault, OCIR, OKE, OpenTelemetry, Oracle Kubernetes Engine, Production Workloads., Terraform, Virtual Nodes, Zero-Trust Security
terraform, zero-trust, Tigera zero-trust GitOps DevSecOps Kubernetes

Zero-Trust on OKE: How to Actually Secure Your Clusters With Terraform 

Secure your OKE production clusters on Oracle Cloud (OCI). Learn how to use Terraform to implement VCN-Native CNI, private API endpoints, AMD SEV memory encryption, and OCI Workload Identity for a zero-trust ...
Pavan Madduri | March 26, 2026 | AMD SEV OCI, cloud-native isolation, Confidential Computing Kubernetes, infrastructure as code security, Kubernetes compliance OCI, Kubernetes Secrets best practices, micro-segmentation OKE, OCI Bastion Service, OCI IAM policy Kubernetes, OCI Network Security Groups pods, OCI VCN routing, OCI VCN-Native CNI, OCI Workload Identity, OKE 2026 security., OKE Enhanced Cluster, OKE node pool Terraform, OKE Terraform guide, Oracle Kubernetes Engine security, Private Kubernetes API Server, Shielded Instances OCI
GitOps, Red Hat, Civo Flux ,GitOps. Weaveworks Sysdig AI

Beyond the Green Checkmark: Using Formal Verification to Stop ArgoCD Drift 

In the cloud-native landscape, GitOps leads the way for continuous delivery, yet relying solely on synchronization can mask systemic issues. This article outlines the importance of formal verification in deploying Kubernetes manifests ...
Pavan Madduri | March 10, 2026 | ArgoCD, CI/CD pipeline, Configuration Drift, continuous delivery, Dependency Ordering, Deployment Stability, Formal Verification, GitOps, infrastructure as code, kubernetes, Mission-Critical Systems., Resource Invariants, Rollback Safety, Security Policies, Temporal Logic
SRE, autoscaling, Tailscale, Kubernetes, argo cd, Kubernetes v1.33,  AI, Nelm, Kubernetes, architecture, , architecture, Rackspace, GPUs, Kubernetes, Solo.io Kubernetes cloud foundry keptn cloud-native automation

The Efficiency Era: How Kubernetes v1.35 Finally Solves the “Restart” Headache 

Kubernetes v1.35 introduces in-place resource resizing, revolutionizing how stateful workloads are managed. Discover the benefits of dynamic resource allocation, traffic distribution, and the improvements that enhance operational efficiency for platform engineers ...
Pavan Madduri | March 3, 2026 | AI/ML workloads, cloud costs, Dynamic Resource Allocation, efficiency era, FinOps, immutability, Kubernetes architecture, Kubernetes enhancements, Kubernetes v1.35, Openshift, operational efficiency, resource resizing, self-healing infrastructure, Stateful Workloads, system performance, traffic distribution, vertical scaling
SRE, autoscaling, Tailscale, Kubernetes, argo cd, Kubernetes v1.33,  AI, Nelm, Kubernetes, architecture, , architecture, Rackspace, GPUs, Kubernetes, Solo.io Kubernetes cloud foundry keptn cloud-native automation

From PagerDuty to ‘Agentic Ops’: The Rise of Self-Healing Kubernetes 

Explore how the role of Site Reliability Engineers (SREs) is transforming with Agentic Ops, integrating technologies like eBPF, LLMs, and Kubernetes Operators to shift problem-solving from humans to intelligent systems ...
Pavan Madduri | February 27, 2026 | 3 A.M. PagerDuty, Agentic Ops, AI in DevOps, Automated Ops, cloud cost optimization, devops, eBPF, incident management, Kubernetes operators, LLMs, observability, policy as code, predictive scaling, root cause analysis, Site Reliability Engineer, SRE, System Automation, Technology Evolution

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Migrating Apache Solr Workloads to Amazon OpenSearch Service
29 September 2026
Migrating Apache Solr Workloads to Amazon OpenSearch Service
Modernize for the AI Era
16 September 2026
Modernize for the AI Era
The Strategic Imperative: Embracing Agentic B2B Selling
8 September 2026
The Strategic Imperative: Embracing Agentic B2B Selling

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Closing the Loop on AI Coders: 3,200 Vulns Fixed with Zero Human Triage
1 October 2026
Closing the Loop on AI Coders: 3,200 Vulns Fixed with Zero Human Triage
Agentic Runtime Security on AWS: Identity, Least Privilege, and Audit for AI Agents with IBM Verify Identity Access and HashiCorp Vault
29 September 2026
Agentic Runtime Security on AWS: Identity, Least Privilege, and Audit for AI Agents with IBM Verify Identity Access and HashiCorp Vault
Securely Migrate and Modernize your applications to AWS with Zscaler
17 September 2026
Securely Migrate and Modernize your applications to AWS with Zscaler

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ThreatHunter.ai Halts Hundreds of Attacks in the past 48 hours: Combating Ransomware and Nation-State Cyber Threats Head-On

ThreatHunter.ai Halts Hundreds of Attacks in the past 48 hours: Combating Ransomware and Nation-State Cyber Threats Head-On

Deloitte Partners with Memcyco to Combat ATO and Other Online Attacks with Real-Time Digital Impersonation Protection Solutions

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BellSoft Rings Change Bringing Zero-CVE Images to Buildpacks Users

July 21, 2026

Rust Rewrite Readies Kata Containers for Agent Sandboxing

July 24, 2026

NVIDIA Is Putting Real Skin in the Open AI Game

July 28, 2026

Kubernetes Key Management Streamlined by HashiCorp Vault Plug-In

August 6, 2026

The Foundation Was Already Poured

July 27, 2026

RECENT POSTS

The Hidden Cost of “Just Works” Load Balancing in a Service Mesh
Cloud-Native Networking Container/Kubernetes Management Contributed Content Service Mesh Social - Facebook Social - LinkedIn Social - X 

The Hidden Cost of “Just Works” Load Balancing in a Service Mesh

August 14, 2026 Sai Aneesh Mullapudi 0
How We Cut Kubernetes Deployment Validation From 45 Minutes to 2 minutes
Cloud-Native Development Contributed Content Kubernetes Social - Facebook Social - LinkedIn Social - X 

How We Cut Kubernetes Deployment Validation From 45 Minutes to 2 minutes

August 13, 2026 Sai Joshitha Kathari 0
Docker Desktop Gets a Hypervisor of its Own
Cloud-Native Development Containers Docker Features Social - Facebook Social - LinkedIn Social - X Virtualization 

Docker Desktop Gets a Hypervisor of its Own

August 13, 2026 Joab Jackson 0
Kubernetes Wasn’t Built for GPUs. Make It Behave
Contributed Content Kubernetes Social - Facebook Social - LinkedIn Social - X Topics 

Kubernetes Wasn’t Built for GPUs. Make It Behave

August 12, 2026 Sneha Gullapalli 0
How Open-Source Automation Tools Handle the Testing Problem That Cloud-Native Independent Deployment Creates  
Cloud-Native Development Contributed Content Social - Facebook Social - LinkedIn Social - X Topics 

How Open-Source Automation Tools Handle the Testing Problem That Cloud-Native Independent Deployment Creates  

August 12, 2026 Sancharini Panda 0
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