Aws and Rag frequently appear together in AI job postings, with 6,580 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $209K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Aws and Rag appear together in 6,580 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 Aws + Rag
AI/ML Engineer5,623 jobs
AI Software Engineer198 jobs
Data Engineer190 jobs
Data Scientist175 jobs
AI Product Manager172 jobs
AI Architect65 jobs
Career Impact
Professionals who combine Aws and Rag earn a median salary ceiling of
$209K, compared to $188K for Aws alone and
$176K for Rag alone. This 15% 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, 6,580 positions require both Aws and Rag skills. The most common role for this combination is AI/ML Engineer.
Jobs requiring both Aws and Rag pay an average of $120K to $209K based on 5030 postings with disclosed compensation.
Jobs requiring both Aws and Rag pay $209K on average (max), compared to $188K for Aws alone and $176K for Rag alone. That represents a 15% premium for having both skills.
The most common roles requiring both Aws and Rag are: AI/ML Engineer, AI Software Engineer, Data 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 6,580 job postings that list both Aws 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.
