Cloud Optimization | Hokstad Consulting

Cloud Optimization

Blog posts in the Cloud Optimization category

Building AI Agent Message Flows with Azure Service Bus

Set up queues, topics and versioned message contracts for session-ordered AI agent workflows with retries, security and dead-letter recovery.

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AI Agent Token Usage and Cost Tracking

Track every model call, normalise tokens, convert rates to GBP, attribute costs to tasks and monitor spend.

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How AI Agent Iteration Limits Support Cost Control

Use iteration, token and spend caps plus atomic budget reservation to stop agent loops and control AI costs.

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LLM Spending Limits: Hard Caps vs Soft Alerts

Compare hard caps and soft alerts for LLM budgets, with thresholds, reservations, fallbacks and enforcement guidance.

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AI Agent Costs: Why Cost per Successful Task Matters

Measure AI agent cost as total delivery spend / accepted tasks — include retries, tools and human review to reveal true per-task cost.

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Preemptible VMs for Rendering Farms: 5 Cost Models

Compare five preemptible VM models for render farms to find true cost per finished frame, accounting for retries and deadline risk.

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Multi-Cluster Kubernetes Config Management Guide

GitOps for multi-cluster Kubernetes: use bases/overlays, labels for targeting, external secret references, and promote immutable releases.

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Cluster Autoscaling for Zero Downtime Deployments

Configure rolling updates, probes and cluster headroom so autoscaling can schedule surge Pods and keep Kubernetes rollouts zero‑downtime.

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9 Free Cloud Cost Auditing Tools

Use native cloud billing first; add open-source tools only to fill gaps for multi‑cloud, Kubernetes, governance or reporting.

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Top 7 Kubernetes Rightsizing Tools 2026

Compare seven Kubernetes rightsizing tools by control model, automation and cost impact to pick a safe, practical fit for your team.

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Custom Dashboards for Cloud Monitoring

Design role-based cloud dashboards that prioritise service health and spend, link alerts to logs and runbooks, and reduce noise.

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Shared vs Dedicated Runners: Cost Comparison

Compare shared vs dedicated CI runners by total delivery cost—minutes, queue delays, developer wait time and upkeep.

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