Operations | Monitoring | ITSM | DevOps | Cloud

On-Demand Vs. Spot Instances: What's The Difference?

Whether you’re in finance or engineering, you know keeping your customers happy is the key to success. That means, your SaaS product or service needs to be available, reliable, and cost-effective virtually all the time. On that note, you can determine how stable and high-performing your service is depending on whether you use On-Demand or Spot Instances. Pricing, capacity, and flexibility will also vary depending on which of the two instances you choose.

Your Data is Whispering and Needs a Human to Listen

If you have ever owned, operated, or supported a piece of technology, you have probably built a dashboard. Maybe it started as a quick chart to answer a simple question, then quietly grew into something more important. Dashboards are often created by the people who know the systems best, the ones who can wire together data sources and click all the right buttons. But those same builders are rarely trained in how humans actually interpret data.

Canonical and Ubuntu RISC-V: a 2025 retro and looking forward to 2026

2025 was the year that RISC-V readiness gave way to RISC-V adoption. It’s been quite a journey. What began years ago as early architectural exploration and enablement has matured into real silicon, systems, and deployments. In particular, RVA23 provides a stable and predictable baseline we can align on with our wider ecosystem of partners. At Canonical, we’re committed to making RISC-V a viable option for anyone who wishes to adopt it.

Understanding L1, L2, L3 escalation policy

L1, L2, L3 is one of the most common ways to structure an escalation policy. The idea is simple: an incident triggers and lands with a first responder. If it needs more attention, it moves up the chain to someone with more expertise. This guide explains how each tier works, when this structure makes sense, and what to keep in mind when setting one up.

The Complexity Myth in Test Data Management

This is a guest post from James Hemson. For years, the test data management market has told smaller companies the same story. Test data is complex. You need consultants. Compliance is expensive. Expect a six-month implementation before you see any value. At Redgate we think that's wrong. And we think it's wrong by design. Complexity creates services revenue. It creates switching costs. Most vendors have built their businesses around this.

Escalation policies for critical incidents

When a critical incident triggers, there’s no time to figure out who to call. That decision needs to be made well before the incident arrives. A dedicated escalation policy for critical incidents gives your team a clear path to follow the moment things go wrong, rather than leaving it to whoever happens to be around. This guide covers the key decisions involved in building that policy.

Technology behind modern video communication platforms

Over the last decade, video communication has evolved from a convenient tool into an everyday necessity. People use it for work, learning, casual conversations and even medical consultations. This rapid adoption has pushed companies to upgrade the underlying communication technologies, making video calls smoother, faster and far more interactive than they used to be. According to several industry reports, global usage of online video services increased by more than 300% between 2019 and 2023, which demonstrates how essential these platforms have become.

Are Your Pages Competing Against Each Other? A Business Owner's Guide To Fixing Keyword Cannibalization

You put time into content, but the results feel scattered. This is a common issue identified by SEO experts helping Ohio businesses, and it often traces back to keyword cannibalization, where multiple pages target the same search term and force Google to choose which one should rank. When that overlap is addressed with a clear strategy, those competing pages can be transformed into a stronger, more focused path to better rankings and qualified leads.