Operations | Monitoring | ITSM | DevOps | Cloud

You're building a classification model, and your framework throws around terms like "log loss" and "cross-entropy loss." Are they the same thing? When should you use binary cross-entropy versus categorical cross-entropy? What about focal loss? This blog breaks down these loss functions with practical examples and real-world implementations.

July 10, 2025: Today, Canonical announced the release of Charmed Feast, an enterprise solution for feature management with seamless integration with Charmed Kubeflow, Canonical’s distribution of the popular open source MLOps platform. Charmed Feast provides the full breadth of the upstream Feast capabilities, adding multi-cloud capabilities, and comprehensive support.

If there’s one thing we’ve learned from years of working with innovators across industries, it’s this: Progress happens when people come together—not just to showcase, but to share, ask questions, challenge one another, push both themselves and the industry to the next level, and co-create.

Improper artifact integrity validation is a critical vulnerability in CI/CD pipelines characterised by insufficient mechanisms to cryptographically verify the authenticity and integrity of code and build artifacts traversing the pipeline. When these controls are weak or absent, adversaries with access to any pipeline stage can inject malicious or tampered artifacts that appear legitimate, enabling undetected propagation through the pipeline and eventual deployment into production environments.

The conversation around ITOps vs DevOps continues as organizations pursue agile development and responsive service delivery. While both practices share the goal of improving software and infrastructure management, they emerge from distinct historical, operational, and cultural backgrounds. Understanding how these models differ at their core helps decision-makers choose the most suitable operating strategy and align their teams for smoother collaboration.

Learn how mid-size companies can dramatically cut cloud infrastructure costs using practical strategies like compute rightsizing, serverless, storage tiering, and automated scaling. This guide also explores how Qovery simplifies and automates cost optimization for growing teams - no full DevOps team required.

A lot can change in three years. The world of 2022 was a quite different place. Queen Elizabeth II was the longest-serving living monarch, the world population hadn’t yet cracked eight billion, and many of us were still emerging from the strangeness of the Covid years. Meanwhile, at HAProxyConf 2022, we unveiled HAProxy Fusion Control Plane for the first time.

When a container misbehaves, logs are the first place to look. Whether you're debugging a crash, tracking API errors, or verifying app behavior—docker logs gives you direct access to what's happening inside. This blog covers the full workflow: how to retrieve logs, filter them by time or service, and set up logging for production environments.