Aws and Rag frequently appear together in AI job postings, with 421 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $199K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Aws and Rag appear together in 421 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 Engineer291 jobs
AI Software Engineer54 jobs
Data Scientist35 jobs
AI Architect16 jobs
AI Product Manager8 jobs
AI Agent Developer5 jobs
Career Impact
Professionals who combine Aws and Rag earn a median salary ceiling of
$199K, compared to $206K for Aws alone and
$214K for Rag alone. This 5% 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, 421 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 $135K to $199K based on 287 postings with disclosed compensation.
Jobs requiring both Aws and Rag pay $199K on average (max), compared to $206K for Aws alone and $214K for Rag alone. That represents a 5% discount for having both skills.
The most common roles requiring both Aws and Rag are: AI/ML Engineer, AI Software Engineer, Data Scientist, AI Architect. 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 421 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.
