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Swapneswar Sundar Ray is a senior engineering leader with over 15 years of experience building enterprise-scale systems across financial services, insurance, and retail domains. His work focuses on distributed systems, API architecture, cloud-native platforms, and the practical adoption of AI in production environments. He has contributed to large-scale modernization initiatives involving microservices, API governance, and AI-assisted engineering frameworks designed to improve reliability and developer productivity. He actively writes about enterprise architecture, DevSecOps, and applied AI, with a strong interest in bridging real-world engineering challenges with scalable, production-ready solutions.

Rediscovering RocksDB - Embedded Storage in Cloud-Native Applications

Rediscovering RocksDB – Embedded Storage in Cloud-Native Applications

Originally developed at Facebook and built on top of LevelDB, RocksDB is an embedded key-value store designed for fast local storage ...
Swapneswar Sundar Ray | June 30, 2026 | cloud native, cloud-native applications, cloud-native storage
Stop Treating Your Models Like Microservices

Stop Treating Your Models Like Microservices

A few years ago, it felt like Kubernetes had become the universal answer to infrastructure problems. Teams wanted resiliency? Kubernetes. Faster deployments? Kubernetes. Scalability? Kubernetes again. Eventually, the industry stopped treating cloud-native ...
Swapneswar Sundar Ray | June 11, 2026 | AI infrastructure, cloud-native architecture, GPUs, kubernetes, observability
state, stateless, kubernetes, scanning, cloudsmith, stateless ephemeral stateful security Kubernetes unikernel Sumo Logic

Java Code Isn’t the Problem – The Container Is 

Learn how integrating Docker Scout into Java CI pipelines shifts container security left, replacing manual reviews with automated gates to secure base images and dependencies ...
Swapneswar Sundar Ray | May 11, 2026 | base image vulnerabilities, CI/CD pipeline, container security, DevSecOps, Docker Scout, GitHub Actions, Java security, jenkins, Maven dependencies, shift left security

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Modernize for the AI Era
14 October 2026
Modernize for the AI Era
Migrating Apache Solr Workloads to Amazon OpenSearch Service
29 September 2026
Migrating Apache Solr Workloads to Amazon OpenSearch Service
Kubernetes & AI: Powering the Next Generation of Intelligent Infrastructure
21 September 2026
Kubernetes & AI: Powering the Next Generation of Intelligent Infrastructure

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Practitioner Perspective: Achieving Fine-Grained Control for Data and AI on the Endpoint
20 October 2026
Practitioner Perspective: Achieving Fine-Grained Control for Data and AI on the Endpoint
Agentic Runtime Security on AWS: Identity, Least Privilege, and Audit for AI Agents with IBM Verify Identity Access and HashiCorp Vault
1 October 2026
Agentic Runtime Security on AWS: Identity, Least Privilege, and Audit for AI Agents with IBM Verify Identity Access and HashiCorp Vault
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

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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

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

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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

Docker Desktop Gets a Hypervisor of its Own

August 13, 2026

Red Hat Readies an MCP Server to Help LLMs Manage Kubernetes

August 19, 2026

RECENT POSTS

Autoscaling AI Workloads on Kubernetes With KEDA and What it Means for Agentic Systems
Contributed Content Kubernetes Social - Facebook Social - LinkedIn Social - X Topics 

Autoscaling AI Workloads on Kubernetes With KEDA and What it Means for Agentic Systems

August 26, 2026 Kishor Patil 0
Rearchitecting Legacy Systems for Real-Time AI: Practical Patterns for Cloud-Native Migration
Cloud-Native Architecture Cloud-Native Development Contributed Content Microservices Social - Facebook Social - LinkedIn Social - X Topics 

Rearchitecting Legacy Systems for Real-Time AI: Practical Patterns for Cloud-Native Migration

August 25, 2026 Prem Kumar Gadhanki 0
Cloud-Native Complexity Is a Cost: When More Platform Layers Stop Adding Value
Cloud-Native Platforms Contributed Content Platform Engineering Social - Facebook Social - LinkedIn Social - X 

Cloud-Native Complexity Is a Cost: When More Platform Layers Stop Adding Value

August 24, 2026 Yogesh Tatwal 0
When Kubernetes Meets Real Data Center Networking: Building a Routable, Resilient On-Prem Cluster with BGP and ECMP
Contributed Content Kubernetes Social - Facebook Social - LinkedIn Social - X Topics 

When Kubernetes Meets Real Data Center Networking: Building a Routable, Resilient On-Prem Cluster with BGP and ECMP

August 21, 2026 Sergey Speranskiy 0
Best Strategies for Cloud Native Cost Optimization
Cloud-Native Architecture Cloud-Native Platforms Contributed Content Platform Engineering Social - Facebook Social - LinkedIn Social - X Topics 

Best Strategies for Cloud Native Cost Optimization

August 20, 2026 Joydip Kanjilal 0
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