The current situation is being driven by a combination of global and regional factors.
The explosive growth of AI workloads has fundamentally changed demand patterns across hyperscale cloud providers. Large Language Models (LLMs), AI training clusters, inferencing workloads, Microsoft Fabric, Azure OpenAI, and AI applications require enormous amounts of compute, GPU resources, memory, storage, and networking infrastructure.
According to industry observations highlighted by Azure community experts, this is not a Microsoft-only challenge. AWS, GCP, and other cloud hyperscalers are experiencing similar pressures as AI workloads compete for the same finite global infrastructure resources.
Demand for CPUs, GPUs, high-density memory, networking components, and specialist AI hardware continues to exceed supply in many cases. Even the world’s largest technology companies are competing for the same resources.
While Microsoft continues investing billions into Azure infrastructure, adding capacity is not simply a matter of ordering more servers. Hardware must be manufactured, delivered, installed, connected to power, tested, and brought into production.
For Irish organisations, there’s an additional local factor. North Europe (Dublin) is one of Microsoft’s most established and most heavily utilised Azure regions. It is the default choice for many customers across Ireland and Europe due to its location, regulatory alignment, and strong connectivity. This concentration of demand creates additional pressure.
Recent analysis from KPMG highlights that Ireland’s data centre sector has faced significant growth challenges due to electricity grid capacity constraints. Dublin hosts Europe’s second-largest data centre cluster, but expansion slowed following restrictions on new grid connections introduced in 2021. New policy measures are now being introduced to enable future growth while protecting grid stability. Data centres accounted for 22% of Ireland’s electricity consumption in 2024, with demand projected to grow further in the coming years. Ireland’s data centre policy reset: Europe digital infrastructure
The result is that North Europe is experiencing both global cloud demand pressure and local infrastructure constraints simultaneously.
Customers may encounter:
Importantly, this is not just a Virtual Machine issue. As Microsoft’s underlying infrastructure becomes constrained, both IaaS and PaaS services can be affected.
Examples may include:
Everything ultimately runs on physical infrastructure somewhere, whether managed directly by the customer or abstracted through a platform service
While no customer can eliminate regional capacity constraints, organisations can significantly reduce risk through proactive planning.
Many organisations optimise costs by shutting down non-production workloads overnight and restarting them each morning. In a constrained region, however, there is a growing risk that the capacity required to restart those workloads may not be immediately available. Azure Reservations can deliver significant cost savings while also providing greater certainty around capacity availability for long-running workloads.
Not every VM family experiences the same demand patterns. For example, while a particular VM family may be unavailable, newer generations or alternative VM families may still have capacity available. Microsoft has also indicated that new capacity investment is focused on newer VM generations rather than older SKU families. Customers should avoid hard dependencies on a single VM series wherever possible.
Just because North Europe is experiencing pressure does not mean every Azure region is. Depending on application architecture, compliance requirements, and latency considerations, alternative European regions may offer greater availability. Microsoft support teams frequently recommend evaluating regions such as Sweden Central when deployment restrictions are encountered.
Historically, cloud architects rarely had to ask, “Will capacity be available?” That question is becoming increasingly relevant. Modern Azure architecture should now consider:
Capacity planning is becoming part of cloud architecture in the same way that resilience, security, and cost optimisation already are.
The important message is that Azure remains an exceptionally strong platform and Microsoft continues to invest heavily in datacentre expansion across Europe and globally. Capacity constraints are not a sign of Azure weakness. If anything, they are evidence of the unprecedented demand being placed on cloud and AI infrastructure worldwide.
However, organisations should no longer assume cloud capacity is unlimited. Strategic planning, workload flexibility, and architectural resilience are increasingly important considerations for every Azure deployment.
At MicroWarehouse/Sherweb, we are helping partners and customers navigate these challenges through Azure architecture reviews, workload sizing assessments, cost optimisation exercises, region selection guidance, reservation planning, and migration strategy workshops.
The cloud has not run out of capacity. But in an AI-first world, capacity has become something that organisations need to actively plan for.
Need guidance on Azure capacity planning, alternative regions, Microsoft Fabric deployments, Azure Reservations, or migration strategy? Contact the MicroWarehouse Azure team (azure@mwh.ie) for assistance with designing resilient Azure environments that can adapt to today’s capacity realities.
Sources: Ireland’s data centre policy reset: Europe digital infrastructure