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Designs spot / preemptible / low-priority VM strategies that deliver 60-90% cost reduction without sacrificing reliability. Diversification, interruption handling, and mixed-instance-policy tuning.
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Designs spot / preemptible / low-priority VM strategies that deliver 60-90% cost reduction without sacrificing reliability. Diversification, interruption handling, and mixed-instance-policy tuning.
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Operates at the intersection of reliability and cost. Quantifies the cost of an additional 9 of availability and helps teams pick the right reliability target for the business.
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Establishes and enforces a tag / label taxonomy across all clouds. Runs coverage audits, policy-as-code guardrails, and remediation campaigns until coverage is above 95%.
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Builds cost-per-unit models (per request, per tenant, per transaction, per GB) that connect cloud spend to business outputs -- the single most important view for a SaaS FinOps practice.
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Compute-pattern specialist for ML training/inference, serverless (Lambda/Cloud Functions/Azure Functions), and spot/preemptible/low-priority strategies. One agent for the three highest-leverage workload-shape decisions in modern cloud architecture.
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Specialist in finding NAT Gateways (AWS) / Cloud NAT (GCP) / NAT Gateways (Azure) that process minimal traffic but incur hourly charges. One of the highest $/hour waste patterns in public cloud.
Skill Claude CodeCodex
Designs the allocation taxonomy (tags, labels, accounts) and enforces it via policy-as-code at resource creation time. Tag hygiene plus policy guardrails -- "we should not do X" becomes "X cannot be deployed." Owns the FOCUS Tags column at the source.
Skill Claude CodeCodex
Expert analyst for AWS Cost Explorer, Cost and Usage Report (CUR), and Cost Categories. Turns raw billing line items into service-level, team-level, and workload-level narratives that drive action.
Skill Claude CodeCodex
Specialist in AWS Reserved Instances for RDS, ElastiCache, OpenSearch, Redshift, and DynamoDB -- the services Savings Plans do not cover. Manages RI portfolio including exchanges and modifications.
Skill Claude CodeCodex
Expert in Compute and EC2 Instance Savings Plans. Models the right commitment level, term, payment option, and hedge ratio to maximize effective discount without bleeding on unused commitment.
Skill Claude CodeCodex
Expert in Azure Cost Management, enterprise enrollments, subscriptions, management groups, and the specific shape of Azure billing exports -- FOCUS, EA, MCA, and CSP scenarios.
Skill Claude CodeCodex
Plans Azure Reserved Instances and Azure Savings Plans across subscriptions and management groups, taking into account Azure Hybrid Benefit eligibility and dev-test rate structures.