Practitioner insight.
Written by people who operate cloud.
These articles come from running 24/7 cloud operations, not from reading about them. Critical Cloud is the world's first Powered by Datadog accredited MSP. What we publish here is original, experience-led, and intended to be useful to a real buyer evaluating cloud managed services, observability, or incident response.
Small number of carefully written articles. Not a content farm. Each piece links to the service pages it's relevant to.
Original writing from the team
AIOps is finally real: what changed and what it means for cloud operations
After years of hype and underwhelming results, AIOps has reached a genuine inflection point. What changed in the models and data quality — and what it actually does in production.
Observability and AI: a two-way street
AI improves observability. AI in production also changes what observability needs to do. Why both directions matter and what good AI observability looks like for live workloads.
The future of cloud operations: why autonomy is the direction of travel
Cloud operations is going to become largely autonomous. The three foundations required, what engineers do in an autonomous-first model, and why to build those foundations now.
FinOps in practice: why controlling cloud cost is an operations problem
Cloud bills don't spiral because of bad procurement. They spiral because nobody owns cost in the day-to-day. How to make FinOps a continuous engineering discipline rather than a quarterly panic.
AWS vs Azure managed support: choosing the right operating model
Platform choice matters less than operating model. A framework for deciding between AWS and Azure for managed cloud operations, drawing on what we see running both every day.
What good 24/7 cloud incident response actually looks like
The five-stage lifecycle, the SEV model, and the critical difference between response time and recovery time. What to demand from a provider and what to own yourself.
Managed cloud for start-ups: how much support do you actually need?
You don't need an enterprise 24/7 contract on day one — but you do need a plan for 3am. How to right-size cloud support as a start-up scales, from incident-only cover to full managed ops.
How to buy managed cloud operations: beyond break-fix
Most cloud "support" is a ticket queue. The questions that separate a real operations partner from a break-fix vendor — and why the difference shows up at the worst possible moment.
How to choose a Datadog partner in the UK
What "Powered by Datadog" accreditation means versus standard partner tiers, and why that distinction matters when you need someone running Datadog on your behalf, not just configuring it.
Deeper topic libraries
These three specialist blogs go deeper on their respective topics. They cover a higher volume of subject-matter content across Datadog, AWS, and Azure.
Datadog blog
In-depth coverage of Datadog observability: configuration, monitoring, LLM observability, dashboards, and more.
datadog.criticalcloud.ai →AWS blog
AWS-focused content on managed operations, architecture patterns, cost, security, and observability on Amazon Web Services.
aws.criticalcloud.ai →Azure blog
Azure-focused content on managed operations, Well-Architected, Defender, cost management, and observability on Microsoft Azure.
azure.criticalcloud.ai →Working through a cloud or Datadog decision?
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