Kubernetes and Transformers frequently appear together in AI job postings, with 21 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $220K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Kubernetes and Transformers appear together in 21 current AI job postings, most commonly for AI/ML Engineer positions. This combination signals that employers are looking for versatile engineers who can work across multiple layers of the AI stack. Companies hiring for this pair tend to value candidates who can bridge different technical domains rather than specialize in just one.
Top Roles Requiring Kubernetes + Transformers
AI/ML Engineer20 jobs
Research Engineer1 jobs
Career Impact
Professionals who combine Kubernetes and Transformers earn a median salary ceiling of
$220K, compared to $220K for Kubernetes alone and
$211K for Transformers alone. This 2% premium
reflects the salary ceiling is roughly equivalent whether you specialize in one skill or combine both, suggesting the market values either path equally.
Top Companies Hiring for Kubernetes + Transformers
Based on our analysis of current AI job postings, 21 positions require both Kubernetes and Transformers skills. The most common role for this combination is AI/ML Engineer.
Jobs requiring both Kubernetes and Transformers pay an average of $142K to $220K based on 15 postings with disclosed compensation.
Jobs requiring both Kubernetes and Transformers pay $220K on average (max), compared to $220K for Kubernetes alone and $211K for Transformers alone. That represents a 2% premium for having both skills.
The most common roles requiring both Kubernetes and Transformers are: AI/ML Engineer, Research Engineer. These positions typically involve building production AI systems that use both technologies.
Data Source: Analysis based on 3,708 AI job postings collected and verified by AI Pulse. Data reflects active job listings as of July 2026. Salary figures represent posted compensation ranges and may not include equity, bonuses, or other benefits.
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Methodology
Skill co-occurrence data is derived from 21 job postings that list both Kubernetes and Transformers
as required or preferred skills. Salary data includes only postings with disclosed compensation ranges.
Data is updated weekly from major job boards and company career pages.
