Operations | Monitoring | ITSM | DevOps | Cloud

By 2026, the GPU shortage isn’t a supply-chain hiccup anymore. It’s baked into the system. Even after pouring billions into CapEx, most enterprises still want 40% more GPU capacity than they actually have. And it’s not because they’re chasing moonshots. Technology companies are training foundation models while serving inference for millions of users on the same clusters. AI labs are juggling fine-tuning, evaluation, and real-time experimentation side by side.

On March 2, 2026 at 23:30:24 UTC, we experienced an issue where the Zoom AI scribe was unable to join calls, rendering Zoom meeting transcription unavailable for all users. On March 2, 2026 at 23:30:24 UTC, we experienced an issue where the Zoom AI scribe was unable to join calls, rendering Zoom meeting transcription unavailable for all users. The issue persisted from approximately February 28 through March 5, 2026.

Short Summary: This article explains how to expand your CLI query tool so it can handle multiple databases. First, we focus on key relational systems, then move to data warehouses. We’ll use dbForge Edge as a reference point, showing how different databases can be managed in one place while keeping automation simple.

Picking an SQLite ODBC driver is like choosing a key; you need one that opens every door cleanly, without snapping or jamming. The right driver must connect your data effortlessly—no errors, no limitations. It also has to withstand real challenges: complex queries, cross-platform environments, and large datasets. In this guide, we’ll show you which 2026 drivers stand up to these demands, so you can pick the one that won’t let you down.

Short Summary: In this guide, we address performance problems that occur when PostgreSQL queries very large tables containing low-cardinality boolean fields. It also demonstrates how composite indexes, created and tested with Devart tools, allow PostgreSQL to locate the required rows directly instead of scanning the entire table.

Engineering teams are writing more code than ever. AI coding tools have made individual developers dramatically more productive, yet most organizations report moving only about 20% faster than before. The real constraint has always been the operational fabric surrounding the act of writing code. The processes, standards, visibility, and coordination that determine whether hundreds of engineers and thousands of services ship reliable software at speed have always been where the real work happens.

Last year, we launched a powerful new way for partners to transform how they resell and manage connectivity globally. With Console Connect Private Label, partners can deliver on-demand NaaS capabilities to their customers under their own brand, without the cost, risk or complexity of building and maintaining a SaaS platform.

Sovereignty is a concept that can have shown nuances in the way it is currently used by states and industry to describe some services. The term “strategic autonomy” has also been used, as to describe the need for governments to ensure that they have a hand on the full value chain (or at least know the gaps and accept the risks) and can apply their rules while it seats in its jurisdiction (autonomy derives from the greek autos (self) nomos (rule).

Over the past few months, we’ve shipped a significant amount of functionality in Konstruct. To make sense of it all, I’m kicking off a new monthly series where we’ll share what’s new, why we built it, and where it’s going next.