Job market reports · August 2026
What US tech employers are actually asking for
Every month we read 457,191 live US job postings straight from 64,697 employers’ own careers pages — not from a jobs aggregator, so nothing is counted twice — and publish what they ask for: the skills, the years of experience, the pay where it is stated, and how many roles are genuinely open to someone starting out.
Free to read and to cite. Where the data is too thin to support a number, we say so instead of publishing one, and every limitation we know about is written down — including the ones that make our numbers look worse.
By role
What the job needs, what it pays, and how much of it is open to entry level.
Software Engineer
11,664 live$193k median3.1% entryTop skills: python, c++, aws, distributed systems
DevOps / SRE / Platform Engineer
2,057 live$175k median1.6% entryTop skills: kubernetes, terraform, python, aws
Security Engineer
1,468 live$176k median2.5% entryTop skills: incident response, python, aws, cloud security
Data Scientist
1,461 live$192k median4.9% entryTop skills: python, machine learning, sql, statistics
Data Analyst
1,184 live$127k median3.6% entryTop skills: sql, python, data analysis, tableau
Data Engineer
1,145 live$168k median2.4% entryTop skills: sql, python, data modeling, etl
Full-Stack Engineer
872 live$180k median1.8% entryTop skills: react, typescript, python, javascript
AI Engineer
791 live$225k median2.8% entryTop skills: python, llm, machine learning, rag
Machine Learning Engineer
764 live$225k median2.1% entryTop skills: python, machine learning, pytorch, deep learning
Frontend Engineer
531 live$188k median2.1% entryTop skills: react, typescript, javascript, kotlin
Backend Engineer
425 live$190k median0.7% entryTop skills: python, aws, distributed systems, kubernetes
By skill
Which roles ask for it and what those roles pay — the question worth answering before you spend three months learning something.
- python5083
- aws2480
- kubernetes1975
- ci/cd1841
- sql1802
- typescript1586
- go1520
- react1425
- machine learning1392
- distributed systems1378
- java1323
- terraform1272
- docker1171
- gcp1104
- llm1049
- linux1025
- azure983
- observability971
- rest apis960
- postgresql937
- javascript838
- data pipelines653
- git644
- rust640
- nodejs634
- data modeling602
- monitoring599
- microservices519
- networking519
- kafka512
- pytorch508
- spark479
- api design472
- incident response470
- c454
- security435
- data analysis433
- etl410
- software engineering390
- airflow390
- snowflake383
- devops373
- rag369
- deep learning369
- systems engineering346
- bash336
- cloud infrastructure334
- performance optimization332
By location
What the market looks like where you are, or where you are thinking of going.