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%.
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How Fault Injection Improves Cloud Resilience
Simulate controlled failures to uncover weak points, validate failovers and improve monitoring so cloud systems recover quickly and reliably.
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Checklist for Cost-Efficient Scaling in the Cloud
Audit usage, right‑size resources, automate scaling and enforce governance to cut cloud costs without reducing reliability.
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Common Workflow Monitoring Mistakes and Costly Impacts
Avoid common workflow monitoring mistakes that inflate costs and slow deployments. Prioritise key metrics, refine alerts and automate cost controls.
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How Spot Instances Reduce Multi-Cloud Costs
Spot instances can cut multi‑cloud compute costs by up to 90% using spare capacity, automation and a mixed capacity strategy while managing interruption risk.
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How to Automate Kubernetes Audit Logging
Automate Kubernetes audit logging: define policies, configure log or webhook backends, integrate with CI/CD and alerting, and manage retention and costs.
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Automated IAM Role Provisioning with IaC
Define, validate and deploy least-privilege IAM roles with IaC and CI/CD to improve cloud security, auditability and compliance.
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Istio Service Mesh: Testing Best Practices
Guide to testing a service mesh: validate configs, verify traffic routing and resilience, use observability, benchmark performance and add checks to CI/CD.
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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.
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Open Source vs Proprietary CI/CD: Cost Comparison
Compare total cost of ownership for open-source and proprietary CI/CD — licensing, infrastructure, maintenance, and when each option saves UK teams money.
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5 Metrics to Measure CI/CD Performance
Five CI/CD metrics—deployment frequency, lead time, change-failure rate, MTTR and pipeline duration—to spot bottlenecks, cut costs and boost developer productivity.
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RBAC in Multi-Cluster CI/CD: Case Study
How a financial firm reduced privilege sprawl across eight Kubernetes clusters using GitOps, least-privilege RBAC, phased rollout and automated audits.
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