Operations | Monitoring | ITSM | DevOps | Cloud

Kubeflow is a cloud-native, open source machine learning operations (MLOps) platform designed for developing and deploying ML models on Kubernetes. Kubeflow helps data scientists and machine learning engineers run the entire ML lifecycle within one tool. Charmed Kubeflow is Canonical’s official distribution of Kubeflow. The key benefits of Charmed Kubeflow include security maintenance of container images, enterprise support, and further tooling integration with Spark, Feast, MLFlow, and others.

Managing SharePoint storage efficiently is crucial as data grows—discover how Squirrel Archiving stacks up against Microsoft 365’s built-in options to cut costs and improve accessibility.

When systems fail and alerts start flooding in, having the right incident management software makes all the difference. Incident management is the process of identifying, responding to, and resolving unexpected disruptions which transforms chaos into coordinated action. Whether you're upgrading your current incident management solution or starting from scratch, we've got you covered.

That moment when your PHP application runs flawlessly on your local machine but crashes in production—we've all been there. The key difference between struggling with issues and resolving them efficiently often comes down to understanding PHP error logs. This guide will help you move from trial-and-error debugging to a structured approach for identifying and fixing problems faster.

Auto instrumentation might sound like something from a music studio, but it's one of the most powerful tools in a developer's arsenal for gaining visibility into applications without tedious manual code additions. If you're tired of littering your codebase with custom traces and want a more elegant solution, you're in the right place.

Have you ever watched your JavaScript app fail in production and wondered, “What just happened?” OpenTelemetry JavaScript helps answer that question, in a practical way to track what’s going on under the hood. Let’s walk through how it works, why it’s useful, and how to set it up without unnecessary complexity. If you've ever struggled with vague logs and slow API calls, this is for you.

Last week, the FinOps Foundation released its latest installment of the State of FinOps report. This year’s theme: Cloud+. Fortunately for all of us, Cloud+ isn’t yet another streaming service to add to an already infinite list. In the FinOps Foundation’s parlance, Cloud+ refers to all the non-public-cloud spending — e.g., SaaS, AI — that you’d want to group under the broad umbrella of “cloud spending.”

In today’s rapidly evolving technological landscape, observability has become essential for supporting robust, efficient systems. According to Gartner’s report “Preparing for the Future of Observability” from September 2024, OpenTelemetry (OTEL) is emerging as the standard framework for collecting telemetry data across different application pipelines.

The cloud landscape is evolving, and at Civo, we are committed to pushing boundaries and reimagining cloud infrastructure. At our recent Civo Navigate event in San Francisco, we unveiled a significant step forward in this mission—Civo FlexCore, a game-changing private cloud solution designed to bring the simplicity and efficiency of the public cloud to on-premises environments. For too long, enterprises have struggled with the limitations and costs imposed by hyperscale cloud providers.