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DevOps Engineer (Azure | Terraform | Ansible | Agentic AI for Infra/Monitoring/FinOps)

India, Bangalore South · Job Posted May 15, 2026
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Job Description

Job Summary: We are looking for a DevOps Engineer with strong hands-on experience in Azure cloud engineering, Infrastructure as Code (Terraform), and configuration management/automation. The role primarily focuses on building reliable cloud infrastructure, enabling CI/CD automation, improving observability and operational excellence, and driving cost optimization (FinOps). Additionally, the engineer will be responsible for designing and developing agentic AI solutions that streamline and support infrastructure operations, monitoring triage, and FinOps insights, leveraging contemporary AI agent frameworks and Azure AI services. The role further encompasses architecting and automating foundational infrastructure, deployment pipelines, monitoring systems, and governance mechanisms essential for ML and GenAI workloads utilizing Azure-native services, Infrastructure as Code (IaC), and advanced MLOps practices. Key responsibilities include enabling orchestration frameworks for LLMs, such as LangGraph, and supporting integration with Claude-based skills and plugins from an infrastructure and platform standpoint. The ideal candidate brings a strong platform and automation mindset, with experience working closely with CCOE’s and Development teams to provide secure, scalable infrastructure automation and agentic solutions.

Job Responsibility

  • Build, deploy, and manage comprehensive MLOps and LLMOps pipelines on Azure
  • Design and oversee CI/CD pipelines for machine learning models and large language model workflows utilizing Harness or Azure DevOps
  • Streamline the promotion of models, prompts, and agent workflows between environments through automation
  • Establish approval gates, implement rollback mechanisms, and facilitate controlled release processes
  • Oversee the lifecycle of ML models and LLM-driven workflows, including their training, assessment, deployment, monitoring, and retraining
  • Administer Azure Machine Learning workspaces, computing resources, environments, model registries, and endpoints
  • Integrate LLM workflows and agent-centric architectures using LangGraph
  • Support the incorporation of Claude-based models, skills, and plugins into enterprise-level applications
  • Operationalize prompt versioning, orchestration strategies, and agent workflows in live production settings
  • Set up and govern Azure ML and Generative AI infrastructure via Terraform as Infrastructure as Code (IaC)
  • Standardize development, test, and production environments for ML and GenAI workloads
  • Automate recurring platform operations and environment setup tasks
  • Deploy both real-time and batch inference solutions for machine learning and LLM use cases
  • Enable scalable Generative AI services that are reliable, high-performing, and cost-effective
  • Apply blue-green or canary deployment techniques where suitable
  • Implement monitoring practices to track model accuracy, data drift, prompt drift, and agent behavior
  • Ensure thorough logging, alerting systems, and observability for ML and GenAI platforms
  • Adhere to enterprise standards concerning security, access controls, and cost management
  • Collaborate closely with engineering, platform, and development teams
  • Guide teams toward adopting best practices in MLOps and LLMOps
  • Contribute to the creation and maintenance of reusable templates, frameworks, and documentation

Requirements

  • 3–5 years of experience in MLOps / ML Engineering / Cloud Engineering
  • Proficient in designing and deploying end-to-end ML pipelines
  • Terraform for Azure infrastructure automation
  • Python for ML, automation, and GenAI workflows
  • Azure Compute, Storage, Networking, and Identity
  • Running ML & GenAI workloads at scale on Azure
  • Supporting data pipelines for ML and LLM workloads
  • Experience with LangGraph for LLM workflow and agent orchestration
  • Hands-on exposure to Claude models, including skills/plugins integration
  • Understanding of prompt management, agent execution, and orchestration patterns
  • Monitoring, logging, and alerting practices
  • Troubleshooting production ML/GenAI systems
  • Cost‑optimized design for compute‑intensive AI workloads

Nice to have

  • Experience with Responsible AI and enterprise governance
  • Exposure to multi‑agent architectures
  • FinOps awareness for ML and GenAI workloads
  • Experience supporting multiple teams via a shared AI platform

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