Embeddings and Kubernetes frequently appear together in AI job postings, with 50 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $184K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Embeddings and Kubernetes appear together in 50 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 Embeddings + Kubernetes
AI/ML Engineer30 jobs
AI Software Engineer13 jobs
Data Scientist3 jobs
AI Agent Developer2 jobs
LLM Engineer1 jobs
AI Product Manager1 jobs
Career Impact
Professionals who combine Embeddings and Kubernetes earn a median salary ceiling of
$184K, compared to $200K for Embeddings alone and
$220K for Kubernetes alone. This 12% discount
reflects roles requiring both skills tend to be more common mid-level positions, while single-skill roles may skew toward senior or specialized positions with higher pay ceilings.
Based on our analysis of current AI job postings, 50 positions require both Embeddings and Kubernetes skills. The most common role for this combination is AI/ML Engineer.
Jobs requiring both Embeddings and Kubernetes pay an average of $129K to $184K based on 32 postings with disclosed compensation.
Jobs requiring both Embeddings and Kubernetes pay $184K on average (max), compared to $200K for Embeddings alone and $220K for Kubernetes alone. That represents a 12% discount for having both skills.
The most common roles requiring both Embeddings and Kubernetes are: AI/ML Engineer, AI Software Engineer, Data Scientist, AI Agent Developer. 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.
Track AI Skill Demand
Get weekly updates on which skill combinations are trending in AI job postings.
Free weekly email. Unsubscribe anytime.
Methodology
Skill co-occurrence data is derived from 50 job postings that list both Embeddings and Kubernetes
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.
