Topic

Cloud

Cloud infrastructure economics for AI — capacity commitments, GPU availability, pricing models and hyperscaler positioning.
Terraform vs Kubernetes: You Need Both, in Sequence

Terraform vs Kubernetes: You Need Both, in Sequence

Terraform and Kubernetes are not competitors. Terraform provisions the cluster; Kubernetes runs the workloads inside it. With Terraform 1.16.5 and Kubernetes 1.37.1 current, here is exactly where the boundary sits in 2026 — and where the Terraform Kubernetes provider stops working.
John Karpentar Cloud 6 min read
Top 7 Cloud Cost Management Tools for FinOps in 2026

Top 7 Cloud Cost Management Tools for FinOps in 2026

IBM Cloudability, CloudHealth, Flexera One, Vantage, CloudZero, Finout and Kubecost, ranked on cost allocation, verified FOCUS support and what they actually cost. Only one publishes real self-serve pricing, and CloudHealth is not dead.
John Karpentar Roundups 15 min read
Top 7 Vulnerability Management Tools in 2026

Top 7 Vulnerability Management Tools in 2026

Tenable, Qualys, Rapid7, Microsoft Defender, Wiz, Greenbone and Nucleus Security, ranked on detection breadth, documented risk scoring and real pricing. Rapid7 folded InsightVM into Exposure Command and Google closed its $32B Wiz deal in March 2026.
John Karpentar Roundups 15 min read
K3s vs K8s: Is K3s Production Ready in 2026?

K3s vs K8s: Is K3s Production Ready in 2026?

Every K3s vs K8s comparison on page one is published by a vendor with a stake in the answer, including SUSE, which owns K3s. Here are the verified October 2026 numbers: v1.37.0 shipped 19 days after upstream, the real footprint, the two-item removal list, and a clear verdict.
John Karpentar Cloud 9 min read
Top 7 EDR Tools for Endpoint Detection and Response in 2026

Top 7 EDR Tools for Endpoint Detection and Response in 2026

For security teams choosing or replacing an endpoint agent. Two things changed this year: four of the biggest vendors stopped showing up for MITRE's adversary emulation, and Elastic deleted per-endpoint pricing entirely.
John Karpentar Roundups 16 min read
Grafana vs Datadog: Which Should You Use in 2026?

Grafana vs Datadog: Which Should You Use in 2026?

Datadog starts at $15/host/month. Grafana Cloud Pro is $19/month plus usage. At managed scale they land within 2% of each other - the real differences are custom-metric billing, cardinality, and who operates the stack.
John Karpentar Engineering 9 min read
Temporal vs Airflow: Which Do You Actually Need?

Temporal vs Airflow: Which Do You Actually Need?

Most people searching this comparison are asking the wrong question. Airflow schedules batch data pipelines; Temporal runs stateful code that survives crashes. Here is how to tell which one you need.
John Karpentar Engineering 7 min read

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