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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

ShipTalk S4E5 | How to Build Real-World ML for 2D Drawings | Marina Petzel (Senior ML Engineer)

What does it actually take to ship AI into a 40+ year old product used by millions of professionals? In this episode of ShipTalk, Dewan Ahmed (Principal Developer Advocate, Harness) chats with Marina Petzel, Senior ML Engineer and AI Productivity Lead at Autodesk, about building and shipping practical AI, not just flashy demos.

Ubuntu Summit 25.10 | Opening remarks

Canonical's Founder and CEO, Mark Shuttleworth, welcomes the attendees of the Ubuntu Summit 25.10. He highlights the interdependence of the open source ecosystem and the role of Ubuntu as both an aggregator and an innovator. He also discusses key partnerships across silicon, cloud, ISVs, and the Ubuntu community, and introduces a new global grassroots strategy leading into future summits.

9 Monitoring Tools That Deliver AI-Native Anomaly Detection

The observability market has moved beyond manual threshold-setting. Modern platforms use statistical algorithms, machine learning, and causal AI to detect anomalies automatically. Some work immediately after deployment. Others train on your data for better accuracy. Each approach has technical trade-offs worth understanding. This guide compares how nine monitoring solutions handle automated anomaly detection and root cause analysis.

Make Data-Driven Decisions with Warehouse Native Experimentation

As organizations accelerate their AI-driven development, the need for trustworthy and transparent experimentation is greater than ever. Warehouse Native Experimentation keeps analysis where the data already lives, enabling teams to validate features with metrics and reliable SQL logic. The result is faster iteration with less risk, and decisions rooted in the same source of truth the business already trusts.

Digital sovereignty: US sanctions and the control of European cloud

"There's a big potential kill switch sitting on his desk." This clip from our Digital Sovereignty Panel exposes a fundamental threat: how US geopolitical interests can compel cloud providers like Microsoft to suspend services, even for international organizations. Panelist Johan David Michels discusses the shocking case of the ICC prosecutor, Karim Khan, whose work email was withdrawn by Microsoft following US sanctions. This illustrates the fundamental lack of digital sovereignty over data hosted by US hyperscalers.

Best Cyber Monday VPS Deals 2025: How to Evaluate Real Value Beyond Discounts

December brings a flood of Cyber Monday VPS deals, each promising unbeatable savings. The challenge isn't finding deals. It's identifying which ones deliver actual long-term value versus temporary promotional pricing that evaporates after a few billing cycles. This guide evaluates Cyber Monday VPS deals using three core metrics: total cost over realistic usage periods, included features versus add-on fees, and management requirements that impact your team's time investment.
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End-to-End Testing for Microservices: A 2025 Guide

End-to-end testing has always been a double-edged sword - even more so in the world of microservices. On one hand, E2E tests are critical for validating that all services work together seamlessly in real user flows. On the other hand, many experts warn that heavy reliance on end-to-end testing in a microservices architecture can create a "distributed monolith," slowing down deployments and undermining the very agility microservices promise. There's truth to that: if done poorly, E2E tests can become brittle, flaky, and a bottleneck that reduces your deployment frequency.

Usability Testing Explained: How to Evaluate User Experience and Improve Product Design with Harness

Usability testing is a powerful method for understanding how real users interact with your product, and uncovering the friction, confusion, and hidden roadblocks that can impact the user experience. In this video, we break down what usability testing is, why it matters, and how observing real user behaviour can help teams create more intuitive, user-friendly software.