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Skill trends, comparisons, salary context, resume help and long-form guides — jump straight to what brings people back.
Salary intelligence from live listings
Medians and percentile ranges come from roles with disclosed compensation in our job index — not self-reported surveys. Pick a category slice or open the free benchmark tool to filter by skills and seniority.
At a glance
- Figures reflect listings where employers publish salary_min and salary_max — sample sizes vary by category.
- We do not publish regional salary breakdowns until coverage is consistent enough to be trustworthy.
- Pair category pages with 30,382 indexed roles on Skill Trends for demand context.
Indexed listings
30,382
All categories in the latest scrape
Companies tracked
5,441
Salary categories
6
Data, engineering, AI, DevOps, security, product
Free benchmark
Browser
Filter by skills on /utilities/salary-benchmark
Browse by category
Categories with enough disclosed salaries include live percentile ranges.
Browse by role
Role-specific salary ranges, seniority breakdowns and skill premiums.
Related tools
Free utilities and Pro tools that use the same listings.
Related pages
Other hubs and tools that use the same job postings.
Data salary benchmarks
Compensation percentiles for the data category slice.
Data analyst salary benchmarks
Salary context and methodology for data analyst roles.
Salary benchmark tool
Explore medians from active listings — free in the browser.
Live skill demand trends
See which tools and skills employers are hiring for right now.
Market statistics
Snapshot metrics from the live job listing index.
Role comparisons
Data Engineer vs Data Scientist and other role-vs-role pay, skills and demand breakdowns.
Skill demand lookup
Look up demand for a specific skill against current postings.

