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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

How PayPal hyperscaled Kubernetes routing with HAProxy Fusion

PayPal runs six data centers, each with around 60,000 containers. Their 30,000 employees spin up nearly 10,000 test environments every day — roughly 6 to 10 every minute. Each environment requires three config updates: one to create the virtual service, and additional calls to configure and deploy the applications. Do the math and you get a staggering 30,000 config updates per day.

Manage Hyperping with Terraform: Community Provider by Develeap

If you manage more than a handful of monitors, you have probably wanted to define them in code rather than clicking through a dashboard. Terraform is the standard tool for that in the infrastructure world, and now there is a Terraform provider for Hyperping. Develeap, a DevOps consultancy, built this provider while managing monitoring for 57 tenants at scale. They needed infrastructure as code for monitors, status pages, and incidents, so they built it, tested it in production, and open-sourced it.

What Is Snowflake? A Beginner-Friendly Guide

Imagine if you had a magic box where you could keep all your business information — sales numbers, customer feedback, everything — safe and sound, but also easy to look at whenever you needed. That’s kind of what Snowflake does, but for big organizations and using the cloud. It’s a new way for companies to store and use their data without getting bogged down by the techy details.

VMware Fusion vs. Parallels Desktop: Which Performs Better

Choosing the best virtual machine tool for a computer might enhance productivity and add some efficiency. Among them, two popular names tend to rise above the rest: VMware Fusion and Parallels Desktop. They both come with their individual offerings, but most of the time, it is performance that defines which one will cater to the users better. This article will help users to set meaningful priorities and make comparisons without unnecessary confusion.

OpenTelemetry Trace Testing for CI Release Gates

OpenTelemetry is great at answering one question: “what just broke?” The problem is that most teams need a different answer first: “what is about to break in this release?” That is where trace-based testing comes in, especially for teams running a vendor-neutral OTel stack (Collector + Tempo/Jaeger + Prometheus) and needing deterministic release gates.

When Your Observability Literally Stops Traffic

Last week, a fleet of autonomous robotaxis in China suddenly stopped working—at scale. Over a hundred vehicles stalled across a city, stranding passengers in traffic and raising immediate concerns about safety, reliability, and trust in autonomous systems. This wasn’t just a bad day for self-driving cars. It was a distributed systems failure, one that happened in the physical world, not just in dashboards.

VirtualMetric DataStream: Full setup from scratch in 14 minutes (v1.8.0)

From free trial signup to live security telemetry flowing into Microsoft Sentinel — this demo covers the full DataStream setup end to end, in under 14 minutes. No pre-built environment, no shortcuts. Watch the step-by-step tutorials.

VirtualMetric DataStream - Turn Chaos Into Clarity

Security teams lose time and detection quality to the same root cause: inconsistent, noisy, poorly structured data. VirtualMetric DataStream is a security data pipeline platform that fixes the data layer — so your SIEM, data lake, and analytics tools get clean, normalized, actionable telemetry. What DataStream delivers: The result: reliable security telemetry, faster threat correlation, and stronger detections across your entire stack.

AI Didn't Change the Game, It Just Exposed Your Bottlenecks w/ Ganesh Datta (CTO, Cortex)

Every engineering org says they want to improve reliability — but most can't even agree on what "good" looks like. Ganesh Datta, Co-Founder and CTO of Cortex, has spent the better part of a decade helping companies confront that gap.