Blog
Practitioner notes from real engagements.
What we've learned shipping infrastructure for fintech, healthcare, retail, and climate-tech teams.
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FRAMEWORK GUIDE
What Is DevOps Maturity, and How Do You Actually Measure It?
A practical framework for measuring DevOps maturity across six dimensions — CI/CD, infrastructure as code, observability, security, reliability, and developer experience — plus how to use the result instead of just admiring the score.
July 8, 2026 · 7 min
By Nikita Dugar
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COMPARISON GUIDE
Datadog vs Grafana Stack in 2026: Which Observability Platform Should You Pick?
A practitioner's comparison of Datadog and the open-source Grafana stack (Prometheus, Loki, Tempo) for metrics, logs, and traces — pricing, setup time, Kubernetes-native fit, and the decision criteria that actually matter.
July 1, 2026 · 8 min
By Himanshu Ahir
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COMPARISON GUIDE
SOC 2 vs ISO 27001 in 2026: Which Compliance Framework Do You Actually Need?
A practitioner's comparison of SOC 2 and ISO 27001 — attestation vs certification, who actually asks for each, timeline and recurring cost, and how to decide instead of pursuing both "to be safe."
July 1, 2026 · 8 min
By Archit Chopra
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COMPARISON GUIDE
Terraform vs Pulumi vs AWS CDK in 2026: Which Infrastructure-as-Code Tool Should You Pick?
A practitioner's comparison of Terraform, Pulumi, and AWS CDK — state management, language support, multi-cloud reach, and the decision criteria that actually matter for a production infrastructure-as-code stack.
June 30, 2026 · 8 min
By Vaibhav Pendhare
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AUDIT PLAYBOOK
SOC 2 readiness for cloud-native startups: the engineering checklist
What SOC 2 Type II actually requires, why enterprise buyers won't sign without it, and the gap-assessment process that turns "we think we're compliant" into an audit-ready evidence packet.
June 29, 2026 · 8 min
By HarmanJyot Kaur
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COMPARISON GUIDE
ArgoCD vs Flux in 2026: Which GitOps Tool Should You Pick?
A practitioner's comparison of ArgoCD and Flux for Kubernetes GitOps — architecture, UI, multi-tenancy, ecosystem, and the decision criteria that actually matter in production.
June 23, 2026 · 8 min
By HarmanJyot Kaur
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INDUSTRY GUIDE
DevOps for Fintech: Infrastructure That Passes Audits and Handles Scale
The infrastructure decisions fintech startups face — PCI-DSS scoping, SOC 2 readiness, zero-downtime deployments, and the DevOps practices that satisfy auditors without slowing down engineering.
June 23, 2026 · 8 min
By Vaibhav Pendhare
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INDUSTRY GUIDE
DevOps for Healthcare Startups: What HIPAA Actually Means for Your Infrastructure
What healthcare startups get wrong about HIPAA-compliant infrastructure, and the specific DevOps practices — encrypted pipelines, audit logging, access controls, and BAAs — that make compliance straightforward rather than painful.
June 23, 2026 · 8 min
By Nikita Dugar
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COMPARISON GUIDE 2026
EKS vs GKE vs AKS in 2026: Which Managed Kubernetes Should You Pick?
A practitioner's comparison of Amazon EKS, Google GKE, and Azure AKS — pricing, networking, autoscaling, add-on ecosystem, and the decision criteria that actually matter when you're committing a production workload.
June 23, 2026 · 9 min
By Deepak Verma
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SRE PRACTICE
SLOs that actually drive decisions (not just dashboards nobody reads)
Most SLOs are vanity metrics that decorate a dashboard and decide nothing. Here's the framework for writing SLOs that actually govern releases, on-call priorities, and roadmap trade-offs.
June 22, 2026 · 7 min
By HarmanJyot Kaur
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FINOPS PLAYBOOK
GPU cost optimization on AWS in 2026: a working playbook
A practitioner's playbook for cutting AWS GPU spend 40-60% — instance selection, Spot strategy, utilization monitoring, and the scheduling patterns that keep H100s from sitting idle.
June 15, 2026 · 8 min
By HarmanJyot Kaur
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PRICING GUIDE 2026
How Much Does It Cost to Set Up Production-Grade Kubernetes in 2026?
A direct cost breakdown for production-grade Kubernetes in 2026 — from a $2,500 fixed-price readiness build to a full 8-12 week platform engagement — plus the factors that move the number up or down.
June 12, 2026 · 7 min
By HarmanJyot Kaur
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FINOPS DEEP DIVE
Why your Kubernetes cluster wastes 40% of its budget — and how to fix it
The four places Kubernetes spend leaks out unnoticed, and the concrete levers — Karpenter, VPA, bin-packing, and spot mix — that typically cut 30-50% without touching reliability.
June 9, 2026 · 7 min
By HarmanJyot Kaur
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COMPANY NEWS
Welcome to the CloudWizz blog
Notes on DevOps, cloud, and platform engineering from the team that ships them.
May 10, 2026 · 2 min
By HarmanJyot Kaur
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PRACTITIONER NOTES
Running vLLM on EKS — a production checklist
The non-obvious settings that decide whether your LLM serving is reliable at p99, not just at p50.
May 8, 2026 · 6 min
By HarmanJyot Kaur
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PRACTITIONER NOTES
GPU node pools on Kubernetes — five sharp edges to know
The non-obvious failure modes that bite teams running their first GPU workload on EKS, GKE, or AKS.
May 5, 2026 · 5 min
By HarmanJyot Kaur
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PRACTITIONER NOTES
LLM observability with Langfuse — the minimum viable setup
What to wire up first, what to defer, and how to get useful production traces without becoming an observability vendor's full customer.
May 2, 2026 · 5 min
By HarmanJyot Kaur
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