Operations | Monitoring | ITSM | DevOps | Cloud

Without site context, your 5-minute fix becomes a 30-minute hunt through spreadsheets and Slack channels while users wait. This isn’t just inconvenient—it’s expensive. Every minute of downtime costs your business, and every minute spent playing IP detective is a minute not spent solving the actual problem. As networks scale across cloud, hybrid, and on-premises environments, this lack of infrastructure context creates real operational pain for your team.

When cloud costs spike, compute is often the culprit. Using Azure Spot Instances could cut your compute costs by up to 90%. But Spot VMs come with trade-offs, including unpredictable evictions and capacity constraints. And that makes them tricky to use without the right strategy and visibility. In this guide, we will share how to make them work for you.

"Show me all critical incidents from the last week." "Create an incident for the payment API being down." "What was the root cause of that database incident last Tuesday?" If you've ever wished you could just ask Claude (or any MCP client) to handle incident management tasks instead of context-switching between chat and your incident management dashboard, you're going to like what we built.

Application metrics are structured, quantifiable signals that reflect how your software behaves in production. They capture key aspects of performance, response times, error rates, throughput, and resource usage, giving you a real-time view into the health of your system. Tracking the right metrics helps detect regressions early, surface latent issues before they impact users, and guide optimization decisions based on hard data, not guesswork.

How many times has your team stared at a dashboard, pointed to a spike, and asked a question that charts alone can’t answer? “What was the real impact of that deployment?” “Why are our Kubernetes pods in the us-east-1 cluster suddenly crashing?” “Are we wasting money on overprovisioned servers?” Answering these questions is the real work of operations and SRE.

The rate at which vulnerabilities are being exploited is on the rise. The VulnCheck company, which specializes in vulnerability intelligence, found that in Q1 2025, 28.3% of vulnerabilities were exploited within 1 day of CVE disclosure. Keeping your systems up to date is more important than ever. The reality is that many security teams are running scans and then exporting to giant spreadsheets, which are “tossed over the wall” to the Operations team with little context.