Operations | Monitoring | ITSM | DevOps | Cloud

Monitor Databricks with Datadog

Earlier in this series, we covered key metrics for monitoring performance in Databricks and discussed Databricks’ native resources for accessing those metrics and other key observability data, such as logs and data lineage. In this post, we’ll cover using the Databricks integration to bring that data into Datadog and monitor your Databricks analytics and AI/ML workloads alongside the rest of your end-to-end data pipelines and distributed infrastructure. We’ll show you how to.

What Is GitOps? Principles, Benefits, and How It Works

With GitOps, you can roll back your cluster with git revert and explain each approved change through a commit log. Routing normal changes through Git and running an in-cluster agent that detects drift from the repository gives infrastructure changes the same review and rollback discipline as application code, and Git preserves their history. This guide covers the four GitOps principles, the pull-based reconciliation workflow, and the tools and practices you need to get started.

Emergency Plumber vs Standard Plumber: Which Service Is Right For Your Urgent Repairs?

Plumbing issues can disrupt the peace and comfort of your home, often striking at the most inconvenient times. Imagine a burst pipe or a flooded bathroom in the middle of the night - situations that require immediate attention. This article will explore the differences between emergency plumbing services and standard plumbing services, helping you decide which is best suited for your urgent repair needs. We'll also consider the key factors you should weigh when choosing between these two options.

A Simple First-Project Workflow for Trying Seedance 2.5

A first AI video project becomes difficult to evaluate when the idea includes several subjects, changing locations, camera moves, and a detailed story. If the output fails, a beginner may have no clear way to tell what went wrong. A small project gives each revision a useful purpose. Try Seedance 2.5 with one visible action and a simple ending. Treat the first output as a draft to inspect before editing.

Azure Monitor pricing: What you pay vs. what you get

Azure Monitor doesn't have a price. It has a bill and those are very different. There's no plan tier to pick, monthly set fee, or simple number to sanity-check against your budget. Instead, you're charged across a handful of separate meters: log ingestion, log queries, retention, alert rules, web tests, and custom metrics. Each of these metrics scale independently. Most teams don't see the full cost until the bill arrives.

NetScaler Console Indicators of Compromise Detection

On September 27, 2026, Citrix published a security bulletin covering eight new vulnerabilities in NetScaler ADC and NetScaler Gateway. Some of these vulnerabilities are critical and have already been exploited in the wild. Citrix released fixed NetScaler builds and recommends upgrading affected appliances as soon as possible. However, when a vulnerability is already being actively exploited, installing the update only solves part of the problem.