Resource Allocation | Hokstad Consulting

Resource Allocation

Blog posts in the Resource Allocation category

How To Build Scalable CI/CD Pipelines for Microservices

Build independent, automated CI/CD pipelines for microservices using Docker, Kubernetes and GitOps; employ contract testing, canary/blue‑green releases and dynamic scaling.

Read more

How to Track Costs in Multi-Tenant Clusters

Label workloads, deploy OpenCost or Kubecost, set quotas and dashboards to attribute and reduce cloud spending in multi-tenant Kubernetes clusters.

Read more

Vertical vs. Horizontal Scaling in Private Clouds

Compare scale-up and scale-out in private clouds — pros, limits, costs and when to use vertical, horizontal or a hybrid approach.

Read more

Edge and Multi-Region: Autoscaling Strategies

Hybrid autoscaling is essential for edge and multi-region systems—combine predictive forecasts with reactive triggers to cut downtime and meet strict SLAs.

Read more

Cost-Aware Autoscaling for AI Workloads

Tie AI autoscaling to costs and performance: use predictive scaling, workload tiering, SLOs and budget guardrails to cut GPU spend by 30–50%.

Read more

Optimising Data Analytics with Spot Instances

Cut cloud analytics costs up to 90% by running fault‑tolerant workloads on spot instances while protecting data with external storage and mixed on‑demand strategies.

Read more

VPA Best Practices for Kubernetes Clusters

VPA best practices for Kubernetes: install, modes, resource policies, monitoring, and integrating with HPA/Cluster Autoscaler to reduce waste and stabilise workloads.

Read more

AI in Multi-Cloud Resource Optimisation

AI reduces multi‑cloud costs, automates rightsizing and governance, and boosts performance with predictive scaling and unified workload orchestration.

Read more

Kubernetes Preemption: Risks and Best Practices

Manage Kubernetes preemption risks—misconfigured priorities, affinity deadlocks and abrupt terminations—and use PriorityClasses, PDBs, ResourceQuotas and monitoring.

Read more

How to Track Idle Cloud Resources

Practical steps to find and manage idle cloud resources — tagging, monitoring, automation and audits to reduce waste and lower cloud costs.

Read more

How to Design Energy-Efficient Hybrid Cloud Systems

Practical steps to cut energy use in hybrid cloud: audit resources, right-size workloads, use efficient hardware and cooling, and automate monitoring and scaling.

Read more

Multi-Tenant CI/CD Cost Allocation: Challenges and Solutions

Practical strategies and tools to accurately attribute shared CI/CD costs in multi-tenant Kubernetes setups, covering tagging, dashboards and tenancy models.

Read more