Azure and Rag frequently appear together in AI job postings, with 2,321 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $243K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Azure and Rag appear together in 2,321 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 Azure + Rag
AI/ML Engineer1,779 jobs
Data Engineer175 jobs
AI Software Engineer133 jobs
Data Scientist62 jobs
AI Architect55 jobs
AI Consultant48 jobs
Career Impact
Professionals who combine Azure and Rag earn a median salary ceiling of
$243K, compared to $239K for Azure alone and
$176K for Rag alone. This 17% premium
reflects the market values the integration of these two skills. Employers pay more for candidates who can work across both rather than hiring separate specialists.
Based on our analysis of current AI job postings, 2,321 positions require both Azure and Rag skills. The most common role for this combination is AI/ML Engineer.
Jobs requiring both Azure and Rag pay an average of $129K to $243K based on 1902 postings with disclosed compensation.
Jobs requiring both Azure and Rag pay $243K on average (max), compared to $239K for Azure alone and $176K for Rag alone. That represents a 17% premium for having both skills.
The most common roles requiring both Azure and Rag are: AI/ML Engineer, Data Engineer, AI Software Engineer, Data Scientist. These positions typically involve building production AI systems that use both technologies.
Data Source: Analysis based on 26,159 AI job postings collected and verified by AI Pulse. Data reflects active job listings as of April 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 2,321 job postings that list both Azure and Rag
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.
