Operations | Monitoring | ITSM | DevOps | Cloud

Shipped: Every AI provider, one cost story

If you were anywhere near LinkedIn last week, you probably saw us launch AI Signals. We weren’t exactly quiet about it. (Press release, a couple of blog posts, and more social posts than we’d like to admit. Sorry about your feed.) We covered the why behind AI Signals already, but I wanted to actually walk you through what you’re seeing on the screen. Sooner or later someone asks what the company spent on AI last month.

Never lose quorum in Apache Kafka - and what to do when you do

Apache Kafka's documentation and operational lore for KRaft are clear on one point: you shall never lose controller quorum. It is good advice, because a Raft quorum that can no longer elect a leader cannot commit metadata, and a Kafka cluster without a functioning controller cannot create topics, change ACLs, elect partition leaders, or otherwise make progress on its control plane.

Icinga Director v1.12.0 Release

Icinga Director 1.12.0 is out now. This release finally gives custom variables full support for dictionaries, fixes a long standing bug that broke user group restores, and raises the module’s minimum requirements to match the rest of the Icinga Web ecosystem. You can find issues and feature requests related to this release on our roadmap.

Miami Storage Vs Traditional Storage: Which Option Maximizes Space Utilization?

In real estate, efficient space utilization is a critical factor when choosing between storage options. Whether you're managing a property portfolio or seeking short-term storage solutions, understanding the differences between Miami Storage and traditional storage options can significantly impact your decision-making process. This article explores the nuances of these two types of storage facilities, analyzing their effectiveness in maximizing space. We'll also examine the factors influencing space efficiency and provide guidance on selecting the best storage option for your needs.

What Employers Often Miss When Evaluating Pharmacy Benefit Manager Performance

The healthcare system in America is convoluted and often expensive, which causes no small amount of stress for patients, providers, and pharmacies alike. For employers that provide health insurance and drug coverage for their workers especially, finding a solution that is both cost effective and ideally straightforward is often difficult. These healthcare purchasers turn to Pharmacy Benefit Managers (PBMs) and find great success, but there are a number of misconceptions and pitfalls employers can fall into when evaluating PBM performance.

The Context Switching Cost of On-Call Work, and How Teams Reduce It

Ask an engineer what on-call costs them and most will describe a page at three in the morning. Those nights are real, and they are also comparatively rare on a healthy rota. Teams plan for them, compensate for them, and talk about them openly. The larger cost is quieter and almost never discussed, because it does not look like an incident. It is what happens to an ordinary Tuesday when you are carrying the pager: work arrives in fragments, nothing deep gets finished, and by Friday you have been busy for five days without being able to say what you built.

How Creators Can Turn Everyday Photos Into Short-Form Video Content

Short-form video has become one of the most demanding content formats in digital marketing. Audiences expect fresh, visually engaging clips across social platforms, product pages, newsletters, and community channels. Yet for many creators and small teams, video production remains constrained by time, budgets, technical knowledge, and the need to publish consistently.

$1 Billion in Certified Commissions Pushes Qobra to Expand Its US Presence

Sales compensation software provider Qobra has passed $1 billion in commissions certified on its platform and is now strengthening its position in North America. The company has set up its US operations in New York to keep pace with growing demand from American finance and RevOps teams.

Kyle Robertson's Revolution Venture Studios Aims to Build Healthcare Companies From the Idea Up

After helping build two fast-growing telehealth businesses, Kyle Robertson is now focused on a model that could produce many companies instead of one. His New York-based venture studio creates startups from scratch, supplying the idea, the team and the first round of capital.

What Is Helium Used For? Key Applications and Concentration Monitoring

Most people encounter helium in party balloons, yet balloons account for only a small share of its use. The bulk of this gas goes into medicine, microelectronics, science, aerospace and welding. For many of these tasks, helium has no equivalent substitute, because no other gas offers the same combination of properties.