ML Pipeline Engineer.
Houston.
$163,000
median salary, 3% below the national average
$124,000 to $213,000. Updated for 2026.
The numbers.
Everything you need to negotiate with confidence.
Houston is 3% cheaper than the national average. For ML Pipeline Engineers, that shakes out to a median of $163,000, with the full range spanning $124,000 to $213,000. Compensation scales with pipeline complexity, data volume handled, and the number of production models supported. Know the range before you walk in.
Salary range
Tap to place your salary
How Houston compares
Houston, TX
$163,000
Cost of living: 3% below average
National Average
$168,000
Houston is $5,000 below
What you should know
Here is what the ML Pipeline Engineer market actually looks like in Houston. Houston's economy is deeply rooted in energy, with a growing presence in healthcare, aerospace, and technology. The Texas Medical Center is the world's largest, driving massive demand for clinical and research roles. Houston's low cost of living and no state income tax make it an attractive destination for professionals seeking strong purchasing power. Compensation scales with pipeline complexity, data volume handled, and the number of production models supported. Engineers building end-to-end orchestration for training, validation, and deployment earn top salaries. Expertise in tools like Kubeflow, Airflow, or Vertex AI Pipelines and feature store integration drives premium offers.
Junior ML pipeline engineers earn $108,000 to $128,000 building components of existing pipelines. Mid-level roles designing full pipeline architectures pay $148,000 to $168,000. Senior engineers leading platform teams reach $195,000 to $220,000, with staff engineers exceeding $250,000. In Houston, cost of living sits near the national average, so the numbers you see are roughly what you keep.
Base salary is not the full picture. Total compensation packages include 12 to 20% bonuses at established companies. Startups frequently offer equity worth 15 to 30% of base salary, with accelerated vesting for high-impact pipeline infrastructure roles. And on the tax side: texas has no state income tax, giving Houston workers strong take home pay. The city's overall cost of living is below the national average, further stretching your salary. When someone quotes you $163,000, ask what the total package looks like. The gap between base and total comp is where real money hides.
On negotiation: Emphasize industry specialization in energy or healthcare. Houston employers pay significant premiums for domain expertise in these sectors over generalist candidates. The range for ML Pipeline Engineers in Houston runs from $124,000 to $213,000. That is not a narrow window. Where you land inside it depends almost entirely on whether you negotiate and how well you prepare.
Top industries in Houston
Negotiating in Houston
Emphasize industry specialization in energy or healthcare. Houston employers pay significant premiums for domain expertise in these sectors over generalist candidates.