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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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Modernizing Manufacturing: How to Move from Legacy Infrastructure to Cloud-Ready Operations
18 August 2026
Modernizing Manufacturing: How to Move from Legacy Infrastructure to Cloud-Ready Operations
Migrating Apache Solr Workloads to Amazon OpenSearch Service
28 July 2026
Migrating Apache Solr Workloads to Amazon OpenSearch Service
From Pilot to Production: AI that Delivers Business Outcomes
27 July 2026
DevOps in the Age of AI Native
17 August 2026
DevOps in the Age of AI Native
AI Writes Code Fast. Can You Trust What Gets Deployed?
12 August 2026
AI Writes Code Fast. Can You Trust What Gets Deployed?
How the Biggest Banks Stay Fast, Nimble, and Multi-Vendor
5 August 2026
How the Biggest Banks  Stay Fast, Nimble, and Multi-Vendor

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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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MOST READ

Google OpenRL Tames AI Model Tuning, Kubernetes-Style

June 17, 2026

Linkerd 2.20, the Latest Release of the Cloud-Native Service Mesh, Arrives

June 24, 2026

Minimus Makes Hardened Container Images Freely Available to All Developers

June 23, 2026

Upbound Unfurls Control Plane for Managing AI Inference Workloads

June 23, 2026

The AI Native Stack Already Exists. We’ve Been Calling It Cloud Native

June 30, 2026

RECENT POSTS

Your Model Works in the Notebook and Breaks in the Cluster
Container Networking Container/Kubernetes Management Contributed Content Social - Facebook Social - LinkedIn Social - X 

Your Model Works in the Notebook and Breaks in the Cluster

July 10, 2026 Latika Chawla 0
Inside the Packet: How Kubernetes Networking Actually Works at L3/L4
Contributed Content Kubernetes Social - Facebook Social - LinkedIn Social - X Topics 

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

July 10, 2026 Pavan Madduri 0
Most Container Images You Pull Today Are Already Full of Vulnerabilities
Video Interviews 

Most Container Images You Pull Today Are Already Full of Vulnerabilities

July 9, 2026 Alan Shimel 0
Supermicro Debuts Kubernetes Edge AI Appliance with Red Hat and Everpure
Cloud-Native Platforms Features Kubernetes Kubernetes at the Edge Social - Facebook Social - LinkedIn Social - X 

Supermicro Debuts Kubernetes Edge AI Appliance with Red Hat and Everpure

July 8, 2026 James Maguire 0
Building a Secure Software Development Lifecycle (SSDLC) for Cloud-Native Teams
Cloud-Native Security Contributed Content Social - Facebook Social - LinkedIn Social - X 

Building a Secure Software Development Lifecycle (SSDLC) for Cloud-Native Teams

July 8, 2026 Sean Roth 0
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