Cloud & Kubernetes Networking Guides
Subnet sizing in cloud environments is more complex than traditional networking.
Azure, AWS, and Google Cloud all reserve IP addresses inside each subnet.
Kubernetes networking multiplies IP consumption based on node count, pod density, and CNI model.
Incorrect CIDR planning often leads to scaling failures, IP exhaustion, and costly redesigns.
These guides are written for platform engineers, cloud architects, and DevOps teams who need accurate IP planning before deployment.
They are meant to complement the calculators, not duplicate them. The calculators answer “how much space do I need,” while the guides explain why the answer changes across providers and networking models.
Kubernetes Networking Deep Dives
Before deploying production clusters, understand how each provider allocates pod IPs and consumes subnet space.
- → Kubernetes Networking Comparison (AKS vs EKS vs GKE vs ARO)
- → How AKS Networking Works
- → How EKS Networking Works
- → How GKE Networking Works
- → How ARO Networking Works
- → Why AKS Runs Out of IPs
If you misunderstand where pod IPs come from, subnet exhaustion becomes inevitable.
That single design choice affects almost every other sizing decision you make later.
Cloud Subnet Reservation Rules
Before planning Kubernetes, understand cloud-level reserved IP behavior:
Cloud providers reserve infrastructure IP addresses inside every subnet:
- Azure & AWS reserve 5 IPs per subnet
- GCP reserves 4 IPs per subnet
This directly reduces usable capacity.
It is one of the most common sources of confusion when teams move from traditional subnetting references to cloud network design.
CIDR Planning Fundamentals
Understand:
- How usable IPs are calculated
- Common CIDR sizes at a glance
- Why /24 subnets often fail in production Kubernetes
- How growth buffer affects prefix selection
- Why overlay vs flat networking changes scaling math
Start here:
Correct subnet design prevents:
- AKS scaling failures
- Worker node IP exhaustion
- Overlay misconfiguration
- VNet and VPC redesign
These are the pages to read if you want the reasoning behind the calculators rather than just the final number.
Encoding & Utility Guides
Additional reference material:
Latest Cloud Networking Articles
Start with the guides above if you are planning:
- Kubernetes node and pod CIDRs
- Cloud subnet usable capacity
- AKS, EKS, GKE, or ARO networking
- CIDR sizing for production growth
If you are trying to avoid “just enough” subnet designs, read the fundamentals first and then validate the result with the calculators.