Operations | Monitoring | ITSM | DevOps | Cloud

Leading Firms Specializing in ETL Migration and Data Pipeline Modernization

A lot of companies are running into the same problem: their data setups simply haven't kept up with how the business works today. Reports take too long, new data sources are hard to plug in, and old systems start breaking the moment you ask more from them than they were built for.

Planning a Smooth Cutover When You Change Critical Business Tools

A cutover is when you change from an old IT system to a new one. With technology advancing at a rapid rate, more and more businesses are learning about and implementing cutovers. If now's the time for you to execute a cutover, it's important that you plan everything effectively so that it goes smoothly. Planning a smooth cutover is easier said than done, however. There are some important things you need to know first. Until you conduct extensive online research, you're never going to be able to effectively plan a cutover.

What I Learned From Building an eBPF-Based Traffic Capture Application

I just finished building Speedscale’s eBPF-based component to capture and analyze network traffic in a Kubernetes cluster, and it forced me to confront some uncomfortable truths about observability. While there were certainly some challenges along the way, particularly in dealing with Go applications, the approach was relatively straightforward.

Rethinking developer productivity in the age of AI

For decades, engineering leaders have struggled to measure the productivity of their developers. Metrics such as number of PRs merged, lines of code changed, hours worked, and tickets closed were always flawed. They incentivized the wrong behaviors and ignored code quality and best practices. Ultimately, they were the perfect formula to make Goodhart's Law a reality. Measures became targets, which meant they ceased being good measures.

Docker Logs Command Reference: tail, follow, since Options

Managing Docker container logs is essential for debugging and monitoring application performance. Tailoring Docker logs allows for real-time insights, quick issue resolution, and optimized performance. This guide focuses on efficient methods for tailing Docker logs, with clear examples and command options to streamline log management.

Observability trends for 2026: Maturity, cost control, and driving business value

The observability landscape has undergone a fundamental transformation over the past several years. In a recent report, The Landscape of Observability in 2026: Balancing Cost and Innovation conducted by Dimensional Research and sponsored by Elastic, over 500 IT decision-makers were surveyed. It revealed that observability has definitively transitioned from an optional capability to a mission-critical business function.

The Indirect Cost Trap: Why Your Margins Look Better Than They Are (And How To Fix It)

When a SaaS company scales, something curious happens. The cloud bill grows. One team swears it’s Kubernetes. Another blames the Black Friday promo. But when you’re unsure whether that increase is tied to healthy SaaS growth or simply overspending, your margins are already at risk. That gap between what’s spent and what’s understood is where indirect costs live. Yet these costs rarely show up in dashboards. Well, until it’s too late.

The rhythm of reliability: inside Canonical's operational cadence

In software engineering, we often talk about the “iron triangle” of constraints: time, resources, and features. You can rarely fix all three. At many companies, when scope creeps or resources get tight, the timeline is often the first element of the triangle to slip. At Canonical, we take a different approach. For us, time is the fixed constraint. This isn’t just about strict project management. It is a mechanism of trust.

Harnessing the potential of 5G with Kubernetes: a cloud-native telco transformation perspective

Telecommunications networks are undergoing a cloud-native revolution. 5G promises ultra-fast connectivity and real-time services, but achieving those benefits requires an infrastructure that is agile, low-latency, and highly reliable. Kubernetes has emerged as a cornerstone for telecom operators to meet 5G demands.