Operations | Monitoring | ITSM | DevOps | Cloud

Have you ever looked at your monitoring dashboard and wondered, "Why is my Kafka consumer lag spiking again?" It’s a common frustration. Consumer lag isn’t just an inconvenience—it’s a sign that something’s wrong with your data pipeline. When lag builds up, you're facing delayed data processing and the risk of system failures.

Server uptime monitoring is critical for ensuring the reliability and availability of your infrastructure and services. By keeping track of server uptime, you may be able to identify and address potential issues before they impact your end-users. Why just “may be able to”? Because “it depends”. It depends on whether your infrastructure/applications/deployments are built with redundancy in mind. Even if you have a redundant setup, it depends whether it actually works.

For B2B SaaS companies, downtime isn’t just an inconvenience—it’s a direct threat to customer satisfaction and revenue. Unlike consumer applications, they serve a mix of power users pushing the system to its limits and new users expecting a seamless experience from day one. Reliability isn’t just about keeping services online—it’s about ensuring every user interaction runs smoothly. A minor hiccup for one customer might be a major disruption for another.

Today, the workforce is more geographically dispersed than ever before. In the past, remote access was primarily used by IT teams or freelancers who needed to access specific resources from afar. For several years, remote work has been gaining traction, and the COVID-19 pandemic accelerated the adoption of remote and hybrid work environments. Now, businesses of all sizes rely on remote access software to empower employees, maintain productivity, and stay connected across various locations and time zones.

Datadog is the leader in monitoring software. But that doesn't mean it's the best choice for everyone. And if you're reading this, you probably have your doubts. While Datadog used to be the default choice for DevOps teams, today's organizations often struggle to justify its complex pricing model and steep learning curve. Many companies that started with Datadog have found it becoming prohibitively expensive and harder to use as they scale.

Cloud computing offers many advantages over on-premises environments, including scalability, flexibility, and cost-efficiency. Yet, simply using a “lift and shift” strategy — moving your application as-is from an on-premise environment to the cloud with minimal modification can lead to several issues (such as inefficient design, bloated costs, etc.). If you design software or applications for the cloud, it is often best to consider making them cloud-native.

Most of the time, the dashboards we create are querying data from SQL databases, Web APIs or large backend systems. Sometimes though, we might want to visualize an ad hoc data set – and this is where the SquaredUp CSV plugin really shines. You can create powerful dashboards just by pointing to the path of a CSV file, or even just paste your CSV data into a text box.