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Ahmed U.

Ahmed U.

Forward Deployed Engineer - AI Infrastructure and DevOps - AWS GCP K8S

I deploy AI systems and cloud infrastructure directly into client environments — the kind of work that requires deep technical ownership and clear communication with non-engineering stakeholders. Whether it's LLM pipelines that ship to production, Kubernetes platforms ops teams can actually maintain, or DevOps transformations that stick, I focus on durable outcomes over clever architecture. I'm a senior platform and cloud engineer with hands-on experience across AWS, GCP, Kubernetes, Terraform, and AI/ML infrastructure. I've worked on systems supporting high-traffic applications, data and ML workloads, and regulated environments at companies like Deloitte and Thentia. My core strengths: - Forward deployment: embedding with client teams to deliver infrastructure end-to-end, not just recommend it - Deploying and operating AI/ML workloads on Kubernetes and managed cloud services (EKS, GKE, Vertex AI) - Building RAG pipelines, LLM agent infrastructure, and AI API integrations (OpenAI, Anthropic, AWS Bedrock) - Clean, production-ready IaC with Terraform and GitOps (ArgoCD) - CI/CD pipeline design and GitHub Actions automation - Observability, alerting, and on-call effectiveness (Datadog, Prometheus, Grafana) - Cloud cost optimization and capacity planning - Turning ambiguous requirements into clear, maintainable systems Recent work includes multi-environment infrastructure frameworks, Kubernetes platform standardization, CI/CD and deployment guardrails, observability strategies, and capacity optimization initiatives that reduced operational toil and improved developer velocity. NVIDIA-Certified Associate in AI Infrastructure and Operations. MS in Computer Science. Open to contract-to-hire engagements.

🇨🇦Kitchener, Canada$200/hr100% JSSSince May 2020

Earnings and projects

MRR
$18k

Last 6 months ÷ 6

World#273 / 412k
🇨🇦Country#11 / 7,134
Revenue, last 30 days
$21k

Last 6 months: $109k

World#253 / 412k
🇨🇦Country#9 / 7,134
Total earnings
$140k
World#25,868 / 412k
🇨🇦Country#601 / 7,134
Per project
$140k
World#86 / 412k
🇨🇦Country#3 / 7,134
Projects, last 6 months
0
World#209,854 / 412k
🇨🇦Country#3,126 / 7,134
Projects in all
1
0% fixed100% hourly
World#360,674 / 412k
🇨🇦Country#6,317 / 7,134

Earnings, last 30 days

$140k+$20.5k earned in the last 30 daysBilled in all, before Upwork's fee · drag across the chart to see what was earned in any stretch
$100k$120k$140kOct 8Oct 23Nov 7

Skill rankings: #1 in 1 skill of 17

Rarest: top 0.08% in Docker, of 8,761. Ranked by MRR among everyone on Upwork with the skill.

  1. 1Deployment Automation331 freelancers · 🇨🇦 #1Top 0.30%
  2. 3Kubernetes3,351 freelancers · 🇨🇦 #1Top 0.09%
  3. 3Terraform2,052 freelancers · 🇨🇦 #1Top 0.15%
  4. #4CI/CD3,691 freelancers · 🇨🇦 #1Top 0.11%
  5. #4LLM Prompt Engineering2,457 freelancers · 🇨🇦 #1Top 0.16%
  6. #7Docker8,761 freelancers · 🇨🇦 #2Top 0.08%
  7. #7Java8,313 freelancers · 🇨🇦 #1Top 0.08%
  8. #7Google Cloud Platform2,939 freelancers · 🇨🇦 #1Top 0.24%