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Engineering Insights & Best Practices

Deep dives into Kubernetes, cloud-native architecture, DevOps automation, and AI infrastructure — from engineers who run production.

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AI Agent Observability on Kubernetes: What to Watch and Why It Matters
Uncategorized

AI Agent Observability on Kubernetes: What to Watch and Why It Matters

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DRA vs HAMi: Choosing a GPU Sharing Strategy for Kubernetes in 2026
Uncategorized

DRA vs HAMi: Choosing a GPU Sharing Strategy for Kubernetes in 2026

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Kubernetes 1.37: What Lands in the Next Release (and Why It Matters)
Uncategorized

Kubernetes 1.37: What Lands in the Next Release (and Why It Matters)

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Per-Token Inference Costs on Kubernetes: OpenCost 1.121.0
Uncategorized

Per-Token Inference Costs on Kubernetes: OpenCost 1.121.0

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Building the Business Case for Kubernetes Optimization
Uncategorized

Building the Business Case for Kubernetes Optimization

How to build a Kubernetes optimization business case that gets executive approval. Three-bucket ROI model (cost, performance, productivity), a 5-slide deck template, and the pitfalls that derail proposals.

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BMC Communication: IPMI, Redfish, and the Modern Hardware Management Stack
Infrastructure
12 min read min read

BMC Communication: IPMI, Redfish, and the Modern Hardware Management Stack

IPMI or Redfish? A practical guide to BMC communication for enterprise server fleets — security, automation, Kubernetes integration, and a phased migration plan.

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Kubernetes Monitoring and Observability: A Practical Guide for Enterprise Teams
Uncategorized

Kubernetes Monitoring and Observability: A Practical Guide for Enterprise Teams

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Kubernetes GitOps & CI/CD Pipelines Guide
kubernetes
14 min read min read

Kubernetes GitOps & CI/CD Pipelines Guide

Enterprise-grade GitOps workflows and CI/CD pipelines for Kubernetes. Practical guide for CTOs on ArgoCD, Flux, and automated deployment strategies.

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Kubernetes Multi-Cluster Strategy: A Practical Guide for Enterprise CTOs
kubernetes
12 min read min read

Kubernetes Multi-Cluster Strategy: A Practical Guide for Enterprise CTOs

Plan your kubernetes multi-cluster deployment with this enterprise guide. Covers architecture patterns, cross-cluster networking, state management, and implementation roadmap.

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Kubernetes HIPAA Compliance in 2026: A Practical Guide for Healthcare CTOs
kubernetes
11 min read min read

Kubernetes HIPAA Compliance in 2026: A Practical Guide for Healthcare CTOs

Kubernetes HIPAA compliance in 2026: HHS OCR enforcement trends, technical controls, audit-ready architecture patterns. A practical guide for healthcare CTOs.

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Kubernetes Service Mesh: Istio, Linkerd, and Anthos Comparison for Enterprise CTOs
kubernetes
14 min read min read

Kubernetes Service Mesh: Istio, Linkerd, and Anthos Comparison for Enterprise CTOs

Compare Istio, Linkerd & Anthos service meshes for enterprise Kubernetes deployments. Expert guide for CTOs evaluating kubernetes service mesh solutions.

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Kubernetes Security Best Practices: A Practical Guide for Enterprise CTOs
kubernetes
15 min read min read

Kubernetes Security Best Practices: A Practical Guide for Enterprise CTOs

A practical framework for securing Kubernetes environments. Covers authentication, network policies, pod hardening, secrets management, image security, and compliance requirements for enterprise CTOs.

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Kubernetes Cost Optimization: A Practical Guide for Enterprise Teams
Kubernetes
15 min read min read

Kubernetes Cost Optimization: A Practical Guide for Enterprise Teams

Enterprise Kubernetes deployments overspend 30-40% on cloud infrastructure. This guide covers battle-tested strategies for cutting Kubernetes costs without sacrificing reliability.

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Running GPU Workloads on Kubernetes: A Practical Guide
Kubernetes
8 min read min read

Running GPU Workloads on Kubernetes: A Practical Guide

GPUs on Kubernetes require more than just installing drivers. Learn how to schedule, share, and optimize GPU resources for AI/ML workloads at scale.

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The AI Infrastructure Gap: Why Demos Don't Deploy
AI/ML
6 min read min read

The AI Infrastructure Gap: Why Demos Don't Deploy

87% of AI projects never make it to production. The gap between a working Jupyter notebook and a reliable production system is where most organizations fail.

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Advanced GPU Scheduling in Kubernetes: Beyond the Basics
Kubernetes
10 min read min read

Advanced GPU Scheduling in Kubernetes: Beyond the Basics

The default Kubernetes scheduler wastes GPUs. Learn about priority classes, preemption, gang scheduling, and topology-aware placement for AI workloads.

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CI/CD Pipeline Optimization: From 45 Minutes to 5
DevOps
7 min read min read

CI/CD Pipeline Optimization: From 45 Minutes to 5

Slow CI/CD kills developer productivity. Learn practical techniques for parallelization, caching, and selective testing that cut build times by 90%.

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Zero-Trust Kubernetes: Network Policy From First Principles
Kubernetes
9 min read min read

Zero-Trust Kubernetes: Network Policy From First Principles

Default Kubernetes networking trusts everything. Here's how to implement zero-trust with network policies, service mesh, and proper segmentation.

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Kubernetes FinOps: Stop Burning Money on Overprovisioned Clusters
Kubernetes
8 min read min read

Kubernetes FinOps: Stop Burning Money on Overprovisioned Clusters

Most Kubernetes clusters run at 20-30% utilization. Here's how to implement FinOps practices that cut costs without sacrificing reliability.

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HIPAA Compliance on Kubernetes: A Technical Guide
Security
10 min read min read

HIPAA Compliance on Kubernetes: A Technical Guide

Running healthcare workloads on Kubernetes requires specific controls. Here's how to meet HIPAA requirements with proper encryption, access controls, and audit logging.

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FedRAMP Kubernetes: Running Containers for Federal Workloads
Security
11 min read min read

FedRAMP Kubernetes: Running Containers for Federal Workloads

Federal agencies want Kubernetes but FedRAMP adds complexity. Here's how to architect Kubernetes for FedRAMP Moderate and High baselines.

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Achieve Rock Bottom Cloud Costs with Kubecost
Cloud

Achieve Rock Bottom Cloud Costs with Kubecost

See how IBM Kubecost delivers real-time Kubernetes cost visibility, identifies wasted resources, and helps teams cut cloud spend by 30-50%.

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Demystifying Red Hat OpenShift: What Is It?
Cloud Native

Demystifying Red Hat OpenShift: What Is It?

Understand what Red Hat OpenShift adds to Kubernetes, how it compares to vanilla K8s, and whether it's the right enterprise platform for your organization.

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Kubernetes Development with Red Hat OpenShift Local
Kubernetes

Kubernetes Development with Red Hat OpenShift Local

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Why US Companies Should NOT Offshore IT
Cloud

Why US Companies Should NOT Offshore IT

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Exploring Kubernetes 1.29: A Deep Dive into the Latest Features and Enhancements
Kubernetes

Exploring Kubernetes 1.29: A Deep Dive into the Latest Features and Enhancements

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A Glimpse into KubeCon + CloudNativeCon 23 🌐
Kubernetes

A Glimpse into KubeCon + CloudNativeCon 23 🌐

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Crossplane: A Game-Changer for Midmarket Companies
Cloud Native

Crossplane: A Game-Changer for Midmarket Companies

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Logging in Kubernetes: Best Practices
Kubernetes
8 min read

Logging in Kubernetes: Best Practices

A practical guide to Kubernetes logging — centralized architecture, backend selection, structured logging, retention policies, and troubleshooting patterns.

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The Cloud Native Ecosystem: An Overview
Cloud Native
8 min read

The Cloud Native Ecosystem: An Overview

A practical map of the CNCF ecosystem: project tiers, stack layers from runtime to observability, and a four-level maturity model for enterprise cloud native adoption.

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Scaling Cloud Native Applications: Techniques and Strategies
Cloud
8 min read

Scaling Cloud Native Applications: Techniques and Strategies

Scaling is a cost problem as much as a performance problem. How to use Kubernetes autoscalers, caching, CDNs, and right-sizing to scale cloud applications without blowing your budget.

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Essential Tools for Cloud Native Development
Cloud Native
8 min read

Essential Tools for Cloud Native Development

A practical guide to the CNCF landscape: the tool categories that matter, the projects that have earned production trust, and a framework for avoiding tool sprawl.

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Networking in Kubernetes: An Overview
Kubernetes
9 min read

Networking in Kubernetes: An Overview

A deep dive into Kubernetes networking — CNI plugins, service types, ingress controllers, network policies, service mesh, DNS, and debugging techniques.

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Security Considerations for Cloud Native Applications
Cloud Native
8 min read

Security Considerations for Cloud Native Applications

The security practices that actually matter for Kubernetes workloads: shift-left scanning, supply chain integrity, runtime protection, secrets management, and zero-trust networking.

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Strategies for Successful Cloud Migration
Cloud
8 min read

Strategies for Successful Cloud Migration

Most cloud migrations fail for predictable reasons. Here is a practical framework for choosing the right strategy, avoiding common pitfalls, and executing a multi-wave migration without the usual carnage.

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Microservices Architecture: A Cloud Native Approach
Cloud Native
8 min read

Microservices Architecture: A Cloud Native Approach

Microservices are a trade-off, not a default. This guide covers when they work, how to decompose correctly, data management patterns, and the operational complexity your team needs to be ready for.

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Exploring Serverless Architecture in Cloud Native Development
Cloud Native
8 min read

Exploring Serverless Architecture in Cloud Native Development

Serverless eliminates infrastructure management but introduces new trade-offs. We compare FaaS providers, analyze cold starts and costs, and explain when serverless fits enterprise workloads.

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Enhancing Security in Kubernetes Environments
Kubernetes
9 min read

Enhancing Security in Kubernetes Environments

A practical guide to Kubernetes security covering RBAC, network policies, pod security standards, secrets management, runtime detection, and supply chain security.

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Monitoring Cloud Native Applications: Tools and Techniques
Cloud
8 min read

Monitoring Cloud Native Applications: Tools and Techniques

Monitoring tells you something is broken. Observability tells you why. A practical guide to the three pillars, OpenTelemetry, SLO-based alerting, and building a stack that does not burn out your on-call team.

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Integrating DevOps with Cloud Native Technologies
Cloud
8 min read

Integrating DevOps with Cloud Native Technologies

Cloud-native technology without cloud-native delivery practices is just expensive infrastructure. How to integrate GitOps, IaC, CI/CD, and platform engineering into a developer experience that ships.

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The Benefits of Containerization in Cloud Native Development
Containers
8 min read

The Benefits of Containerization in Cloud Native Development

Containers changed how we build and ship software. Here is what actually matters: runtime choices, image optimization, security hardening, and knowing when VMs are still the right call.

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On-Premise vs Cloud: Which is Right for You?
Cloud
8 min read

On-Premise vs Cloud: Which is Right for You?

The on-prem vs cloud debate should not be tribal. A practical framework for total cost of ownership analysis, compliance considerations, hybrid architectures, and when cloud repatriation actually makes sense.

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Kubernetes Operations: Best Practices
Kubernetes
10 min read

Kubernetes Operations: Best Practices

A complete guide to Kubernetes day-two operations covering cluster upgrades, node management, autoscaling, backup, disaster recovery, and GitOps.

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Cloud Native Architecture: Principles and Practices
Cloud Native
8 min read

Cloud Native Architecture: Principles and Practices

The architectural principles that separate production-grade cloud native systems from containerized monoliths: twelve-factor design, honest microservices tradeoffs, event-driven patterns, and resilience engineering.

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Understanding Kubernetes: A Beginner's Guide
Kubernetes
8 min read

Understanding Kubernetes: A Beginner's Guide

A practical introduction to Kubernetes covering core concepts, enterprise adoption drivers, common pitfalls, and a pragmatic approach to getting started.

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ThnkBIG Partners with Run:ai
Cloud

ThnkBIG Partners with Run:ai

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KubeCon EU 2023 Recap
Kubernetes

KubeCon EU 2023 Recap

THNKBIG's takeaways from KubeCon EU 2023 including platform engineering trends, CNCF project updates, and emerging cloud native patterns.

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KubeCon EU 2023: ThnkBIG and Partners Pave the Way to Cloud-Native Success
Kubernetes

KubeCon EU 2023: ThnkBIG and Partners Pave the Way to Cloud-Native Success

THNKBIG and partners at KubeCon EU 2023. Booth highlights, partner announcements, and cloud native collaboration updates.

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Shaping the Future of Cloud: THNKBIG's Trailblazing Vision with Rudy McComb
Cloud Native
8 min read

Shaping the Future of Cloud: THNKBIG's Trailblazing Vision with Rudy McComb

Rudy McComb founded THNKBIG because the consulting model was broken. This is the story of building a cloud native firm around senior engineers, knowledge transfer, and AI infrastructure.

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ThnkBIG and Kubecost partner to reduce Kubernetes costs
Cloud

ThnkBIG and Kubecost partner to reduce Kubernetes costs

THNKBIG and Kubecost partner to help enterprises gain visibility into Kubernetes spending and reduce cloud costs without sacrificing performance.

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Cloud Native and Kubernetes in Agriculture: The Future of Farming
Cloud Native
5 Min min read

Cloud Native and Kubernetes in Agriculture: The Future of Farming

Explore how farms and agribusinesses use Kubernetes and cloud native tech to optimize irrigation, automate equipment, and boost yields with real-time data.

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ThnkBIG Joins Cloud Native Computing Foundation
Cloud Native

ThnkBIG Joins Cloud Native Computing Foundation

THNKBIG is now a CNCF member, reinforcing our commitment to helping enterprises adopt Kubernetes and cloud native technologies.

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AWS re:Invent 2022 - Kubernetes Keynote Review
AWS
7 min read

AWS re:Invent 2022 - Kubernetes Keynote Review

AWS re:Invent 2022 signaled a maturation of Kubernetes on AWS. Here is what the EKS Anywhere updates, add-ons expansion, and container strategy mean for enterprise adopters.

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KubeCon NA 2022 Prep: Co-located Events Everywhere
Kubernetes

KubeCon NA 2022 Prep: Co-located Events Everywhere

Plan your KubeCon NA 2022 experience with our guide to co-located events including ArgoCon, BackstageCon, EnvoyCon, and more.

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KubeCon NA 2022 Prep: Install Containers and Kubernetes on M1 Mac
Kubernetes

KubeCon NA 2022 Prep: Install Containers and Kubernetes on M1 Mac

Get your M1 Mac ready for KubeCon with our step-by-step guide to installing Docker, Kubernetes, and essential cloud native tools on Apple Silicon.

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Cloud Drops Episode #004 - Security Security Security
Security

Cloud Drops Episode #004 - Security Security Security

This week's cloud native news focuses on security: vulnerability disclosures, new security tools, and best practices for protecting your clusters.

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Cloud Drops Episode #003 - Kubernetes Documentary, Rakuten acquires Robin, Platform9 and more
Cloud

Cloud Drops Episode #003 - Kubernetes Documentary, Rakuten acquires Robin, Platform9 and more

Explore Kubernetes updates, Rakuten's acquisition, and more in Cloud Drops Ep. 003. Stay informed on the latest in cloud tech!

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Cloud Drops Episode #002: Snyk Sysdig and Observability
Cloud
5 min min read

Cloud Drops Episode #002: Snyk Sysdig and Observability

Cloud native news covering Snyk and Sysdig updates, observability trends, and other stories from the Kubernetes ecosystem this week.

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Neutralize Your Software Supply Chain From Cyber Attacks - SBOM Security Explained
Security

Neutralize Your Software Supply Chain From Cyber Attacks - SBOM Security Explained

Learn how Software Bill of Materials (SBOM) helps you identify vulnerabilities, meet compliance requirements, and secure your software supply chain.

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Happy Thanksgiving CNCF
Cloud Native
2 Min min read

Happy Thanksgiving CNCF

THNKBIG gives thanks to the cloud native community, CNCF, and the open source contributors who make Kubernetes and modern infrastructure possible.

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Kubernetes Can't Solve Your Management & Organizational Issues
Kubernetes
2 Min min read

Kubernetes Can't Solve Your Management & Organizational Issues

Technology alone doesn't solve process issues. Why Kubernetes adoption fails without organizational alignment and clear ownership models.

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Winterizing Your Kubernetes Clusters
Kubernetes

Winterizing Your Kubernetes Clusters

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Image Registry Snowed In: What You Need to Know About the k8s.gcr.io Freeze
Kubernetes

Image Registry Snowed In: What You Need to Know About the k8s.gcr.io Freeze

Prepare for the Kubernetes image registry migration from k8s.gcr.io to registry.k8s.io. Timeline, impact assessment, and migration steps.

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KubeCon 2022 Recap: Insights from the Kubernetes Community
Kubernetes

KubeCon 2022 Recap: Insights from the Kubernetes Community

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Observability vs Data Governance: A Strategic Insight for IT and Cloud Operations Leadership
Cloud

Observability vs Data Governance: A Strategic Insight for IT and Cloud Operations Leadership

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The Software Supply Chain: Its Importance for Midmarket Cloud Native Businesses
Security

The Software Supply Chain: Its Importance for Midmarket Cloud Native Businesses

Protect your software supply chain with SBOMs, signed artifacts, and secure CI/CD practices. Essential guidance for midmarket enterprises.

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What is Backstage? Spotify's Open-Source Platform
Cloud Native

What is Backstage? Spotify's Open-Source Platform

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