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

Compliance guardrails for regulated delivery

One multinational running on Upsun operates more than 400 websites. Each subsidiary has its own sites, its own team, its own release schedule, and its own local requirements. What they share is one infrastructure control layer: the same access model, the same encryption defaults, the same activity records, the same region and backup policy on every project. Adding the 401st site does not add a 401st set of infrastructure controls for someone to review.

Are AI agents about to break cloud computing?

AI agents can write code and run tools on their own now. The problem is they still need somewhere to actually do it. exe.dev's David Crawshaw joins Michael Reid to break down why persistent virtual machines might become the backbone of agentic AI, and what happens to cloud economics when one person is running dozens of agents at once.

Shipped: Know what you actually pay per token on OpenAI

Picture two teams running the same million input tokens through the same model. One team’s tokens are cache hits, queued through the batch API. The other team’s are fresh, sent live. On a current-generation OpenAI model, cached input runs about a tenth the price of a fresh token, and batch processing cuts whatever’s left in half. Stack the two: at a list rate of $2 per million tokens, one team’s bill comes to 10 cents, the other’s to two dollars.

Edge Sites and Server Rooms: Cooling Assumptions That Break Past 40kW a Rack

There is a moment in many infrastructure projects where the conversation stops being about IT and turns into one about plumbing. It tends to arrive about three weeks after someone signs off a GPU refresh, when a facilities manager asks a question nobody can answer: where is all that heat actually going?

Proxmox - A VMware Alternative?

For over two decades, VMware has been the dominant platform for enterprise virtualization. Organizations worldwide have relied on VMware to consolidate servers, improve hardware utilization, and simplify infrastructure management.Broadcom officially completed its acquisition of VMware in 2023 and subsequently there were many changes for VMware users.

Five Ways to Use OpenTelemetry Beyond Observability

OpenTelemetry graduated from the CNCF in May 2026 as, in the foundation’s own words, the de facto observability standard. The JavaScript API package alone did 1.36 billion downloads in twelve months. That kind of win has a side effect nobody plans for. Once a wire format is everywhere, has a receiver for every source, a transform language, and an agent your platform team already operates, people start putting things on it that have nothing to do with knowing whether a service is healthy.

SIEM Pricing 2026: Major Providers Compared (& How to Lower Your Bill)

Every major security information and event management (SIEM) platform prices on the volume of data you send it. Microsoft Sentinel meters per gigabyte across two tiers. Splunk charges per gigabyte indexed or per compute unit. Google SecOps draws down a prepaid gigabyte credit balance. Elastic Security bills ingest plus retention, or the resources your cluster consumes. Three of the four keep their real rates quote-only. Budgeting starts with the meter.

Turn off your GPU to fix GitKraken on WSL (and three other things support is fielding this week)

Every so often we sit down with someone from our support team and turn their week into a blog post. This time, Roberto walks us through four things generating tickets right now: an upcoming Microsoft authentication change, how AI credit pools actually work, multi-account support in Kepler, and a one-line fix for laggy GitKraken on Linux or WSL. Here’s what’s changing and what to do about it.