Job market reports · October 2026
What US tech employers are actually asking for
Every month we read 967,730 live US job postings straight from 82,954 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
17,929 live$193k median5.1% entryTop skills: python, aws, c++, java
DevOps / SRE / Platform Engineer
3,296 live$177k median2.5% entryTop skills: terraform, python, kubernetes, aws
Security Engineer
2,338 live$179k median3.8% entryTop skills: python, aws, incident response, threat modeling
Data Scientist
2,236 live$187k median9.5% entryTop skills: python, sql, machine learning, statistics
Data Analyst
2,054 live$125k median7.6% entryTop skills: sql, python, tableau, data analysis
Data Engineer
1,698 live$171k median5.5% entryTop skills: sql, python, etl, data modeling
Full-Stack Engineer
1,292 live$175k median2.9% entryTop skills: react, typescript, python, aws
AI Engineer
1,288 live$200k median4.9% entryTop skills: python, llm, rag, machine learning
Machine Learning Engineer
1,124 live$225k median3.3% entryTop skills: python, machine learning, pytorch, llm
Frontend Engineer
638 live$178k median4.7% entryTop skills: react, typescript, javascript, swift
Backend Engineer
508 live$203k median1.4% entryTop skills: python, aws, postgresql, kubernetes
By skill
Which roles ask for it and what those roles pay — the question worth answering before you spend three months learning something.
- python9823
- aws5542
- kubernetes4241
- ci/cd3831
- sql3532
- go3255
- typescript3199
- java3189
- react2845
- terraform2788
- docker2738
- distributed systems2572
- gcp2453
- linux2391
- llm2380
- azure2371
- machine learning2302
- postgresql2095
- javascript1972
- observability1933
- rest apis1848
- git1791
- rust1343
- kafka1338
- nodejs1300
- c1243
- data modeling1144
- networking1118
- microservices1116
- data pipelines1096
- monitoring1058
- spark1001
- pytorch977
- bash937
- api design903
- snowflake860
- airflow855
- etl839
- ansible802
- rag786
- debugging763
- grafana754
- github actions747
- incident response746
- mysql696
- devops692
- iam691
- dbt688
By location
What the market looks like where you are, or where you are thinking of going.
Published months
October 2026 · September 2026 · August 2026. Every role page links its own archive.