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Staff SRE · FinOps · MLOps

Senior Infrastructure & AI Cloud Services

Eliminate cloud GPU waste, stabilize RAG retrieval, and operate high-availability Kubernetes infrastructure with senior-level SLA discipline across AWS, GCP, Azure, and Bare Metal.

20 MinutesZero Risk

Free 20-Min Infra Scan

$0

A live, engineer-to-engineer teardown of your cloud architecture, GPU bills, and bottlenecks. No sales deck, only technical analysis.

Key Deliverables:
Live screen share review of AWS/GCP/Azure Cost Explorer & architecture
Identification of idle compute, over-provisioned GPUs, and egress traps
Actionable 1-page written teardown with estimated dollar savings
2-Week EngagementMost Popular

Deep Infra Audit & Remediation

$2,500

A comprehensive, line-item architectural teardown and hands-on remediation roadmap for teams spending $5K–$50K/mo on cloud infrastructure.

Key Deliverables:
Line-item cloud bill teardown & GPU utilization profiling
Kubernetes / container autoscaling & node consolidation blueprint
RAG, vector database & database query optimization plan

Identifies at least $10,000 in annualized cloud savings or architectural risk, or 100% refunded.

2-3 Week BuildTargeted Build

Implementation Sprint

$5,000

Hands-on execution sprint to build, deploy, or migrate a specific infrastructure system, GPU inference pipeline, or GitOps cluster.

Key Deliverables:
End-to-end Terraform / Kubernetes infrastructure provisioning
Production vLLM/llama.cpp inference or Karpenter spot deployment
Automated CI/CD pipelines with zero-downtime canary rollouts

100% codified in Terraform/Kubernetes with interactive runbooks and zero vendor lock-in.

Monthly RetainerOngoing Partner

Fractional Staff SRE & MLOps

$8,000+/ month

Dedicated senior infrastructure ownership for post-PMF startups needing high uptime, ongoing cost governance, and SLA discipline without a $180K+ US FTE.

Key Deliverables:
Dedicated daily overlap with US Pacific (PST), Eastern (EST) & Australia (AEDT)
99.9% measured uptime SLA with Prometheus/Grafana error budget tracking
Continuous model serving performance tuning, quantization & caching

Dedicated uptime SLA with error-budget tracking and guaranteed timezone response.

Interactive Scope BuilderCustomizable & Multi-Cloud

Build Your Custom SRE, FinOps & MLOps Scope

Pick your engagement tier, cloud platforms, and exact technical capabilities. When you click Book Me, your custom brief is generated instantly so you can review or send it in one click.

$2,500 · 2-Week Engagement
$15,000 - $30,000 / mo
Click to toggle items
FinOps & Cloud Cost OptimizationLine-item cloud bill teardowns, right-sizing, spot autoscaling, and egress elimination with guaranteed ROI.
2 / 5
MLOps & GPU Model ServingProduction inference engines, self-hosted GPU colocation, continuous batching, and cost-per-token engineering.
1 / 5
Kubernetes & Platform EngineeringHigh-resilience Kubernetes platforms, GitOps automation, and infrastructure as code designed for zero cognitive overhead.
1 / 5
SRE, Observability & 99.99% UptimePrometheus/Grafana telemetry, error budget tracking, incident response runbooks, and zero-downtime deployments.
1 / 5
Security, Compliance & Multi-CloudSOC 2, HIPAA, and PCI-DSS infrastructure hardening, zero-trust IAM policies, and secret management.
0 / 5
Configured Scope SummaryReady for Engineer Review
$2,500
Model:Deep Infra Audit & Remediation
Timeline:2-Week Engagement
Cloud Stack:AWS
Spend Range:$15,000 - $30,000 / mo
Active Focus Areas:5 items
Spot Instance & Dynamic Autoscaling Automation
NAT Gateway & Cross-AZ Network Egress Bypass
Self-Hosted Inference (vLLM / llama.cpp / Triton)
Karpenter Fast Node Consolidation & Spot Bin-Packing
Prometheus, Grafana & OpenTelemetry Observability

Identifies at least $10,000 in annualized cloud savings or architectural risk, or 100% refunded.

Direct Calendar LinkPST / EST / AEDT overlap

Core Technical Specializations

Deep engineering execution across model serving, cloud architecture, reliability, and security:

1. SRE & Platform Engineering

Kubernetes/EKS/GKE architecture, Karpenter spot autoscaling, observability telemetry (Prometheus/Grafana/Datadog), SLOs and error budgets, on-call and incident response design. I build resilient platforms your engineers ship on without cognitive overhead.

Measured Deliverables:
Sub-80s Karpenter spot node provisioning
Zero-downtime blue-green & canary rollouts
SLO error-budget burn rate alerting

2. FinOps & Cloud Cost Optimization

A full audit of your AWS, GCP, or Azure spend, a prioritized kill list, and hands-on execution: compute right-sizing, spot adoption, storage lifecycle tiering, and egress elimination. I don't hand you a slide deck — I hand you a smaller invoice.

Measured Deliverables:
30–50% direct AWS/GCP/Azure bill reduction
NAT gateway & cross-AZ egress elimination
Payback within 3 weeks of execution

3. MLOps & LLM Infrastructure

Self-hosted inference with vLLM, llama.cpp, and Triton on bare-metal or cloud GPUs, production RAG pipelines with real evaluation, and cost-per-token engineering. If your OpenAI bill has a comma in it, let's talk.

Measured Deliverables:
60–80% lower cost vs closed SaaS APIs
Continuous batching & PagedAttention KV cache
0.95+ Ragas retrieval faithfulness

4. Security, Compliance & Governance

SOC 2, HIPAA, and PCI-DSS infrastructure hardening, zero-trust IAM policies, HashiCorp Vault secrets management, and automated vulnerability scanning for mission-critical production workloads.

Measured Deliverables:
100% IAM least-privilege & temporary STS access
Encrypted VPC peering & isolated bastions
Auditable Infrastructure as Code (IaC)

Collaborating with engineering teams across the US, Canada, and Australia. Remote-first, async-disciplined, with dedicated daily timezone overlap (PST, EST, and AEDT).

Frequently Asked Questions

How do you structure engagements with remote startups in the US, Canada, and Australia?

All engagements operate with dedicated daily working hours overlap for PST, EST, and AEDT timezones. Communication is structured via Slack, asynchronous Loom walkthroughs, and weekly scheduled video syncs.

How quickly do FinOps optimizations deliver a return on investment?

Most cloud optimizations (such as spot node consolidation, NAT gateway bypass, and Redis semantic caching) deliver measurable reductions within the first 14 to 30 days of deployment.

Do clients retain full ownership of the code and infrastructure?

Yes, 100%. All infrastructure is codified in standard Terraform and Kubernetes manifests pushed directly to your private GitHub/GitLab repositories with zero vendor lock-in.

Can we customize our service scope across multiple cloud providers or hybrid bare-metal?

Yes. Whether you operate entirely on AWS, GCP, Azure, or maintain hybrid bare-metal GPU colocation, the service scope is tailored to your exact stack, compliance requirements, and business goals.

Have a custom cloud infrastructure challenge?

Start with a free 20-minute scan. I evaluate your current compute bottlenecks and provide an actionable technical roadmap with zero obligation.

Book Free 20-Min Infra Scan