Tag Cloud Architecture

Cloud engineers reviewing a dashboard where CPU looks healthy while backlog, latency, and service pressure are rising.

CPU Is the Wrong Signal for Most Autoscaling Policies

64% of organisations use the Kubernetes Horizontal Pod Autoscaler to manage workload capacity, and most of those autoscaling policies scale on exactly one signal: CPU or memory utilisation. Only 20% scale on anything else. The other 80% inherited a default…

Cloud architecture landscape showing data moving between regions, services, edge nodes and external platforms, with glowing cost markers representing hidden cloud egress charges.

Egress Costs Are an Architecture Problem, Not a Billing One

Cloud egress costs arrive as a billing surprise. They appear across dozens of line items that nobody owns, growing steadily month over month in a way that makes attribution difficult and root cause harder to establish. The standard response is…

Abstract cloud architecture diagram showing a central messaging hub fanning out to multiple downstream paths, with some paths highlighted as fragile or failing under an inspection beam.

SNS Fan-Out Is Not the Default Answer

There is a diagram that appears in AWS architecture reviews so reliably it has become invisible: producer publishes to an SNS topic, which fans out to a set of SQS queues, each consumed by a downstream service. It is clean.…

Branded “This Week in Cloud” banner showing a cloud technology logo, floating news cards, network lines, and a weekly cloud news roundup theme on a blue digital background.

This Week in Cloud: Smarter Models, Sharper Bills

A busy week across the major providers, with AWS delivering a cluster of meaningful updates and Google quietly improving one of its most important HA features. The thread running through much of it: cloud platforms are being reshaped around AI…

3D isometric illustration of a futuristic Azure Kubernetes Service cluster architecture, featuring organized shipping containers and digital data streams in a blue and white colour palette.

Azure Kubernetes Service: Production-Grade Enterprise Implementation

Kubernetes has achieved 96% enterprise adoption, yet 55% of Azure Kubernetes Service implementations fail their initial production readiness reviews. These failures cost organisations £100K-£500K in remediation work, delayed launches, and emergency architectural redesigns. The gap between “running Kubernetes” and “running…

Strategic architecture diagram showing AWS, Azure, and Google Cloud Platform (GCP) clouds interconnected, symbolizing multi-cloud integration."

Integrating GCP with AWS and Azure: A strategic architecture guide

Multi-cloud architectures combining GCP with existing AWS or Azure environments deliver measurable business value, but only when implemented with clear strategic intent. Enterprises adopting this approach report 20-40% cost reductions through vendor negotiation leverage, while accessing best-of-breed capabilities like GCP’s…

Minimalist GCP landing zone hierarchy showing organisation, folders, projects, and surrounding security, IAM, networking, and monitoring guardrails.”

GCP Landing Zone Setup: A Practical Guide for Cloud Architects

The landscape of Google Cloud Platform adoption shifted dramatically in May 2024. Organisations creating new GCP accounts now receive automatic security baseline enforcement: a paradigm change that elevated landing zones from “nice to have” to foundational infrastructure. For cloud architects…