ML Platform / MLOps Engineer Salary Bands & Trajectory
Architects GPU cluster orchestration, distributed model training pipelines, LLM inference serving, and feature stores.
ML Platform / MLOps Engineer Leveling & Total Comp Matrix
Base salary percentiles, target annual bonus, annual equity grant, and median total compensation across 5 career levels.
| Level | Title & Experience | 25th %ile Base | Median Base (P50) | 75th %ile Base | 90th %ile Base | Bonus / Equity | Median Total Comp |
|---|---|---|---|---|---|---|---|
| L3 | Junior ML Platform Engineer 0 - 2 Years |
$105,000 | $122,000 | $142,000 | $162,000 | 10% / $25,000 | $159,200 |
| L4 | Mid-Level MLOps Engineer 2 - 5 Years |
$145,000 | $168,000 | $195,000 | $220,000 | 12% / $55,000 | $243,160 |
| L5 | Senior ML Platform Engineer 5 - 8 Years |
$185,000 | $215,000 | $250,000 | $290,000 | 15% / $110,000 | $357,250 |
| L6 | Staff ML Infrastructure Architect 8 - 12+ Years |
$235,000 | $275,000 | $325,000 | $385,000 | 20% / $210,000 | $540,000 |
| L7 | Principal AI Infrastructure Fellow 12+ Years |
$295,000 | $345,000 | $410,000 | $495,000 | 25% / $380,000 | $811,250 |
Scope, Competencies & Promotion Criteria
Junior ML Platform Engineer
Maintains containerized training jobs, model registries, and inference telemetry pipelines under senior guidance.
Mid-Level MLOps Engineer
Owns production LLM/ML serving infrastructure, autoscaling GPU pools, and low-latency quantization pipelines.
Senior ML Platform Engineer
Designs multi-region AI infrastructure, Slurm/K8s cluster scheduling, and reliability SLAs for mission-critical models.
Staff ML Infrastructure Architect
Sets company-wide AI compute architecture, negotiates multi-million-dollar GPU capacity, and shapes ML platform strategy.
Principal AI Infrastructure Fellow
Defines frontier cluster architecture, custom kernel acceleration, and multi-year AI infrastructure differentiation.
Frequently Asked Questions
What is the median ML Platform / MLOps Engineer salary in 2026?
Across 5 career levels, median ML Platform / MLOps Engineer base salary ranges from $122,000 at L3 (0 - 2 Years) to $345,000 at L7 (12+ Years), with annual total compensation reaching $811,250+.
How fast are ML Platform / MLOps Engineer salaries growing?
Current 2026 market demand for ML Platform / MLOps Engineer is tracking at +28.4% YoY YoY across top specialties including GPU Cluster & CUDA Ops, LLM Inference Serving, Feature Stores & Ray, ML CI/CD & Evals.
How can I model my 5-year ML Platform / MLOps Engineer compensation trajectory?
Launch the interactive SalaryPathGuide 5-Year Trajectory Calculator pre-loaded with ML Platform / MLOps Engineer benchmarks to customize annual raises, promotion cycles, RSU vesting, and FIRE wealth projections.