Infrastructure Solutions Architect

3 weeks ago

India BayOne Solutions Full time

About the Role We are looking for a Systems or Solutions Architect with deep expertise in networking, infrastructure-as-a-service (IaaS), and cloud-scale system design to help architect and optimize AI/ML infrastructure. The ideal candidate combines strong fundamentals in cloud architecture (AWS or equivalent), networking, compute, and storage, with hands-on experience in Kubernetes, observability, and automation. You’ll design scalable systems that support large AI workloads — enabling efficient training, inference, and data pipelines across distributed environments. Key Responsibilities - Architect and scale AI/ML infrastructure across public cloud (AWS / Azure / GCP) and hybrid environments. - Design and optimize compute, storage, and network topologies for distributed training and inference clusters. - Build and manage containerized environments using Kubernetes, Docker, and Helm. - Develop automation frameworks for provisioning, scaling, and monitoring infrastructure using Python, Go, and IaC (Terraform / CloudFormation). - Partner with data science and ML Ops teams to align AI infrastructure requirements (GPU/CPU scaling, caching, throughput, latency). - Implement observability, logging, and tracing using Prometheus, Grafana, CloudWatch, or Open Telemetry. - Drive networking automation (BGP, routing, load balancing, VPNs, service meshes) using software-defined networking (SDN) and modern APIs. - Lead performance, reliability, and cost-optimization efforts for AI training and inference pipelines. - Collaborate cross-functionally with product, platform, and operations teams to ensure secure, performant, and resilient infrastructure. Required Qualifications - Knowledge of AI/ML infrastructure patterns, including distributed training, inference pipelines, and GPU orchestration. - Bachelor’s or Master’s degree in Computer Science, Information Technology, or related field. - 10+ years of experience in systems, infrastructure, or solutions architecture roles. - Deep understanding of: - Cloud architecture: AWS (preferred), Azure, or GCP - Networking: VPC, Transit Gateway, DNS, routing, peering, load balancing, VPN - Compute and storage: EC2, ECS/EKS, S3, EBS, EFS, FSx, caching systems - Core infrastructure: virtualization, containers, distributed systems, and OS-level tuning - Proficiency in Linux systems engineering and scripting with Python and Bash. - Experience with Kubernetes (EKS/GKE/AKS) for large-scale workload orchestration. - Experience with Go (Golang) for infrastructure or network automation. - Familiarity with Infrastructure-as-Code (IaC) tools like Terraform, Ansible, or CloudFormation. - Experience implementing monitoring and observability systems (Prometheus, Grafana, ELK, Datadog, CloudWatch). Preferred Qualifications - Experience with DevOps and MLOps ecosystems (SageMaker, Kubeflow, MLflow, Airflow). - AWS or cloud certifications such as Solutions Architect Professional or Advanced Networking Specialty. - Experience in performance benchmarking, security hardening, and cost optimization for compute-intensive workloads. - Strong collaboration skills and ability to communicate complex infrastructure concepts clearly.

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    About the Role We are looking for a Systems or Solutions Architect with deep expertise in networking, infrastructure-as-a-service (Iaa S), and cloud-scale system design to help architect and optimize AI/ML infrastructure . The ideal candidate combines strong fundamentals in cloud architecture (AWS or equivalent) , networking , compute , and storage , with...

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