LLMOps / MLOps Engineer
Your morning involves debugging a production LLM inference pipeline where latency spiked after a model upgrade — tracing the issue to a tokenisation mismatch in a batching strategy and patching the vLLM serving configuration. Afternoons are spent building a prompt versioning system with A/B testing capabilities on top of LangSmith, setting up automated evaluation harnesses for RAG pipeline quality, and reviewing GPU utilisation cost optimisation for a fine-tuned Llama deployment.
SALARY RANGE
₹9L - ₹45L /yr
DEMAND
7/10
GROWTH
10/10
STREAM
Science_PCM
SECTOR
Technology
AVG SALARY (LPA)
₹27L
WFH POSSIBLE
Yes
TREND
Growing
Your Success Roadmap
Step 1: Clear 12th (PCM)
Clear 12th (PCM)
Step 2: B.Tech CS/IT
B.Tech CS/IT
Step 3: Proficiency in Python, Docker, Kubernetes, MLflow, Ray
Proficiency in Python, Docker, Kubernetes, MLflow, Ray
Step 4: Learn LLM frameworks
LangChain, LlamaIndex, vLLM, Triton
Step 5: 3-5 years as MLOps or DevOps engineer with ML background
3-5 years as MLOps or DevOps engineer with ML background
Step 6: LLMOps Engineer
LLMOps Engineer
Step 7: Principal Engineer / AI Infrastructure Lead
Principal Engineer / AI Infrastructure Lead
Market Analysis & Insights
50%
Inclusive work environment
5 Years
Post-Class 12 preparation
Yes
Entrepreneurial opportunities
Medium
Nature of day-to-day work
Regional Relevance: Pan-India
Recommended Certifications
Key Skills Required
Top Colleges in India
A Typical Day in This Career
As a LLMOps / MLOps Engineer, your day typically begins with strategic planning and client interactions. You'll spend most of your time solving complex problems and collaborating with team members. No two days are exactly alike, making it a dynamic and fulfilling choice for those who love to learn.
This could be your future.
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Editorial Policy & Data Sources
Maintained by the 12kebaad Editorial & Research Team. Career benchmarks, salary brackets, and educational requirements are compiled from official regulatory portals, UGC/AICTE notifications, and verified industry hiring reports. Last reviewed: 2026. Have an update or correction? Contact us at 12kebaad.team@gmail.com.
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