Operations | Monitoring | ITSM | DevOps | Cloud

August is a month when things typically quiet down. At VictoriaMetrics, however, we kept up the pace. This month saw two VictoriaMetrics releases, vmanomaly updates, a new Tech Talk, and great blog posts from the VictoriaMetrics team you might have missed.

In short, this is a beginner’s guide to deploying an AI agent on Kubernetes. You will containerize an agent, store its API key as a Kubernetes secret, write a deployment with health probes and resource limits, expose it with a service, and lock down its network egress, in that order, with a working manifest at every step. On a local kind cluster the whole walkthrough takes about an hour.

Learn what RPO means, how it differs from RTO, and how faster backup storage can help reduce data loss after disruption. When designing a backup and disaster recovery strategy, organizations often simply ask how quickly they can recover. But a more important question to ask is how much data they can afford to lose. Backups are only as useful as the point in time they can return you to. If a payment system fails at 2 p.m.

Compliance is often treated as a governance responsibility. But many of the conditions that determine whether controls continue to hold are created inside day-to-day IT operations. Operations teams manage the devices, configurations, changes, dependencies, and remediation activities where compliance can either remain aligned or begin to drift. Governance defines the requirements. Operations manages much of the environment where those requirements must remain true.

The help desk knowledge base has hundreds of articles. Search traffic looks healthy, and employees are reminded to try self-service first. Yet ticket volume barely moves. That gap appears when a knowledge base is measured as content instead of ticket prevention. Article counts, page views, and searches can rise while the queue remains busy. None proves that an employee received a trustworthy answer before filing a ticket.

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?