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Associate Forward Deployment Engineer (DevOps, AI Deployment) AI Deployment & DevOps Engineering | Forward Deployed Engineering Location: Bangalore / Hyderabad Experience Required 3 6 years. Job Summary A DevOps engineer focused on getting AI solutions into real production. Embedded within an enterprise client's team, you will take AI applications from prototype to reliable, secure production on AWS, using solid CI/CD, containerisation, and infrastructure automation. Key Responsibilities Package and deploy AI/LLM applications and agent workflows onto the client's AWS infrastructure. Build and maintain CI/CD pipelines that ship AI services safely and repeatably. Containerise services with Docker and run them on Kubernetes. Provision infrastructure as code with Terraform, integrating the required identity, security, and networking. Set up model and application serving, including AWS Bedrock integrations and vector database infrastructure. Add observability and cost tracking for AI workloads. Integrate AI solutions into existing legacy systems and regulated data environments. Automate repetitive deployment and operations tasks. Collaborate with client engineers over Teams, Slack, and email, and keep deployment runbooks current. Required Qualifications Proven DevOps, platform, or deployment engineering experience shipping to production. Solid CI/CD and release-automation experience. Hands-on production experience with Docker and Kubernetes. Infrastructure as Code experience and strong AWS fluency. Scripting ability for automation (Python and/or Bash). Ability to integrate into a client's existing identity, security, and networking setup. A real understanding of how AI and LLM applications are deployed and run in production, including model serving and RAG/vector infrastructure. AWS Certified Solutions Architect Associate or AWS Certified DevOps Engineer Associate. Preferred Qualifications Deploying inside regulated settings with governance and change-man .
Here's how to pick the right one and stand out in your application.
144.883Jobs
31.687IN
81%EN
That number is real. WorkMundi's database shows 144,883 open engineer roles across the world. India has the most with 31,687 jobs, followed by the United States with 30,084. If you just finished reading one job ad and felt paralyzed by choice, you're not alone—but this scale is actually an advantage. It means you can afford to be selective.
Start by geography and language. The majority of engineer ads—117,837 of them—have the job posting text written in English. Use that as one filter, but remember: the ad text language tells you nothing about whether the role actually requires you to speak English day-to-day. Read the job description carefully. Then check which countries have the volume you're targeting. Singapore, Poland, and Australia round out the top five after India and the US.
Next, learn who's hiring. Accenture has posted 2,801 engineer roles. andurilindustries, speechify, and jobgether are also actively recruiting. If you're applying to one of these names, research their hiring patterns and interview style before you apply. That homework pays off.
When you interview, expect the question every engineer hears: 'Tell me about a time you had to debug a problem that wasn't in your job description.' Have a specific story ready—not a general one. Name the tools, the deadline pressure, and what you learned. Hiring managers listen for whether you see problem-solving as part of the role itself, not a favour.