Operations | Monitoring | ITSM | DevOps | Cloud

Launches are high-stakes moments for product managers (PMs), but understanding how a new product or feature is performing can be difficult. Teams may lack the instrumentation they need to track performance, or they may miss defects that affect specific user segments during QA.

Azure Virtual Desktop (AVD) puts the user’s desktop at the end of a long delivery chain: the Azure control plane, host pools, session hosts, profile storage, the network, and the endpoint on the user’s desk. Any one of them can make a session feel slow, and none of them looks broken from inside the others. That is why performance work on AVD starts with continuous monitoring across the whole chain rather than at either end of it. Azure Virtual Desktop Monitoring is what closes that gap.

Across a same-store panel of 430 CloudZero customer organizations, AI reached 2.66% of the median company's cloud bill in August 2026, up from 2.61% in July and roughly four times its level a year ago. The 75th percentile crossed 11%. The share of organizations with at least 10% of cloud spend attributed to AI jumped to 28.2% from 23.9%, the largest one-month move that tier has posted. Two-thirds of the panel now spends at least $1,000 a month on AI. The typical bill barely shifted.

The ServiceNow integration is in Labs now, which means any CloudZero admin can switch it on and start routing cost work into their incident queue the same day. What that gives you is a full loop between the money and the work. A monthly Optimize pass surfaces recommendations with a dollar figure on each one. Pick the ones worth acting on, open incidents for all of them at once, and each ticket shows up carrying the resource, the finding, and the context an engineer needs.

GitHub's research found that developers using Copilot completed tasks 55% faster than those who didn't. Tools like GitHub Copilot and Cursor, powered by large language models such as Claude or GPT, are designed to automate the tedious parts of programming so engineers can focus on harder, more creative problems. With this. new repos spin up every week. The promise is being kept. But where are the products?

There’s no scenario in which you should be required to run six monitoring tools at once. OK, I may have been a bit dramatic there, you might actually be at a scale where you need it. But for the rest of us, it’s certainly overkill. Using UptimeRobot for, “Is the site up?”, Papertrail for logs, PagerDuty so someone actually gets notified… Tons of logins, tons of invoices, tons of separate configs, and the worst thing is, they are all unaware of each other.