Operations | Monitoring | ITSM | DevOps | Cloud

The rise of large language models (LLMs) and agentic applications promises to transform enterprise workflows. Yet, the core challenge remains: How do we ensure these powerful agents generate accurate, relevant, and trustworthy responses based on proprietary enterprise data rather than relying solely on their generic training knowledge? The answer lies in grounding — connecting the LLM to verified, trusted, and up-to-date information.

Editor’s note: This blog originally published in May 2025 when Azure Monitor dashboards with Grafana became available in public preview. It was updated in November 2025 to reflect general availability. The Grafanaverse just got a little bit bigger.

The cloud has long promised limitless scalability and near-perfect uptime. But if you tried to access your Microsoft 365 dashboard or recline your smart bed last week, and got nothing but a spinning icon, you weren’t alone. In the span of 10 days, both Amazon Web Services (AWS) and Microsoft’s Azure Cloud suffered widespread outages that rippled across industries.

Running multiple LLMs without aggregation can feel like managing five different clouds with no dashboard. Sure, you can make it work, but you won’t like the bill. And most SaaS teams didn’t start with a multi-LLM strategy. It just happened. You added one model for reasoning, another for summarization, or maybe a fine-tuned version for customer support. Fast-forward six months, and your AI stack looks like a tangle of APIs. And each charges tokens on its own terms.

KubeCon Atlanta 2025 felt different this year — and CloudZero had a full team on the ground to capture it. Engineers, product leaders, sales reps, and CTO Erik Peterson spent three days embedded across the show floor. Their vantage points were complementary: the outbound conversations, the inbound questions, the demos, the technical deep-dives, and the quieter moments between sessions. Five perspectives stood out.

InfluxDB Cloud Dedicated provides hosted and managed InfluxDB Cloud clusters in a single-tenant environment and is optimized to handle high write and query loads. Today, InfluxData is releasing a visual overhaul and new features for its Admin UI. Among the recent updates are live observability for customer clusters, overhauled site navigation, and improved visibility into table schemas.

Pulsant recently pledged to slash its carbon and other emissions as part of a thorough review of the entire business. Our goal is to halve all emissions by 2030 and achieve Net Zero by 2050 at the latest. This will require a continued and sustained effort. To be effective we will need to understand our connections to bring all our suppliers, vendors, clients, and of course our people, with us. Our ambition will be validated in accordance with the Science Based Targets Initiatives’ Net Zero Standard.

“As the UK’s hybrid cloud specialist we are already helping clients reduce their environmental impact by ensuring the most efficient use of their technology infrastructure. I am really proud that this pledge to shift to Net Zero takes us, and our clients, to the next stage on this vital journey.” – Rob Coupland, CEO, Pulsant Pulsant is promising to achieve Net Zero by 2050, and earlier, if possible.