Operations | Monitoring | ITSM | DevOps | Cloud

When you get paged at 3am, it takes about 30 seconds for the notification to reach you and maybe two minutes until you're in front of a laptop, awake enough to read. What you see then is usually a raw alert. A metric name, a threshold, a link to a dashboard. Then the ritual starts: open the dashboard, check what deployed in the last few hours, grep the logs for the first error, ask in Slack whether anyone touched the database. ‍ Most of that time is search.

One of the features I have been wanting in Kepler for a long time was the ability to use Pi as my agent when spinning up tasks. Pi is such a minimal harness that it doesn’t prompt for approval for every little thing and it’s system prompt let’s the model just be itself. That minimalism comes at a cost, though. Pi doesn’t have ACP support out of the box, so that means we haven’t been able to officially support it in Kepler, yet.

When something breaks in production, the questions that matter most are also the toughest to answer from metrics alone: who was affected, what did they actually see, and is this worth waking someone up for? Answering those questions requires a fuller picture of the issue and its impact on your users. That’s where Digital Experience Monitoring (DEM) in Grafana Cloud comes in.

You started with Ansible, and for a long time it was the only thing you needed. With a handful of playbooks and an inventory file, you got the job done. However, as the fleet grew, runs went from taking minutes to hours, and parts of the inventory were unreachable at any given moment. This is not an Ansible flaw. Push-based configuration and continuous state enforcement are simply two different jobs. This blog post is all about getting you started with a hybrid system.

For teams building AI agents, the feedback loop should already be a familiar idea: watch how the agent behaves, find what needs improvement, ship a change, and measure the result. In theory, each turn builds on the last until the loop becomes a flywheel and your agent is getting more effective with each turn. In practice, many of us are still in reaction mode. A user reports something strange, costs spike, or an eval score drops.

Learn how immutable backups protect data from deletion, encryption, and ransomware attacks so organizations can recover clean copies. Table of Contents Ransomware attacks are a major threat to modern organizations. Cybercriminals encrypt an organization’s data and demand payments to restore access to it. Modern ransomware also attempts to destroy existing backup files to prevent recovery. Therefore, you must protect backup targets with strong data isolation controls.

Blagomir Petrakiev, Data Centre Services Engineer in Maidenhead, made the move from automotive customer service to data centre operations after studying for his Cisco Certified Network Associate (CCNA) certification. In this Q&A, Blagomir shares what it’s like working behind the scenes at Pulsant, from infrastructure checks and remote hands tasks to learning new skills and building a career in digital infrastructure.

According to a 2025 report from Ravio, entry-level hiring (especially in engineering roles) has collapsed by more than 73% due to increasing AI capabilities. That means junior developer jobs are disappearing. At the same time, demand for senior engineers keeps climbing because organizations need more people to manage and optimize their complex AI agents.

Has your service desk ever filled with "the internet is down" tickets while every switch, firewall and uplink is reporting normal? The connection is usually fine. What has failed is name resolution, and the message your users see says the DNS server is not responding.