The map moved. Here's where the careers are.
30 honest role guides — what each job actually involves, what it pays, how AI is changing it, and the realistic path in. Then learn the skills, 15 minutes a day.
Engineering
Backend Developer
What backend developers do, how the role differs from data engineering and DevOps, real pay ranges, and which skills AI made more valuable.
$120k median*Rising*
Cloud Engineer
What a cloud engineer does, what it pays, which AWS and Azure certs actually matter, and how the role differs from DevOps, SRE, and architect.
$128k median*Rising*
Developer Advocate
What a developer advocate actually does, what DevRel pays, why the role keeps getting cut, and how to break in without a huge following.
$130k median*
DevOps Engineer
What a DevOps engineer actually does, what the job pays, and how to get there — CI/CD, Terraform, Kubernetes, and the on-call reality.
$130k median*Rising*
Forward Deployed Engineer
What a forward deployed engineer actually does, what FDEs earn, and how to get hired into the fastest-spreading engineering role at AI companies.
$170k median*Rising*
Frontend Developer
What frontend developers do, what they earn, and the honest answer on AI: page-building collapsed in value, but four skills got scarcer.
$105k median*
Full Stack Developer
What a full stack developer really does, how the role differs from frontend and backend, pay ranges, and what AI changed about it.
$115k median*Rising*
Growth Engineer
What a growth engineer actually does, what the job pays, and how to move into one of the few engineering roles measured on business metrics.
$145k median*Rising*
Mobile Developer
What mobile developers do, native vs cross-platform, real pay ranges, and the release and review realities nobody warns beginners about.
$118k median*
QA Engineer
What a QA engineer does, what it pays, and the honest truth about manual testing vs automation — plus the exact SDET transition path.
$102k median*
Software Engineer
What software engineers actually do, what they earn ($132K median), and which skills still pay as AI writes more of the code.
$132k median*Rising*
Solutions Engineer
What a solutions engineer does, what the job pays including variable comp, and how it differs from sales engineer, architect, and FDE roles.
$116k median*Rising*
Data
Analytics Engineer
What an analytics engineer does, why the role exists, what dbt work pays, and the fastest path in — usually a data analyst who learned engineering.
$120k median*Rising*
Data Analyst
What a data analyst actually does, what the job pays, the skills that matter in 2026, and an honest read on which parts AI already does for you.
$85k median*
Data Engineer
What data engineers build, what the job pays, the pipeline and warehouse skills that get you hired, and how it differs from analytics engineering.
$130k median*Rising*
Data Scientist
What data scientists actually do now that the role has split, what it pays, whether you need a graduate degree, and how AI is reshaping the work.
$109k median*Rising*
AI & Machine Learning
AI Engineer
AI engineers build products on top of models they never trained. What the job pays, skills that matter, and how backend engineers switch in months.
$165k median*Rising*
LLM Engineer
LLM engineer means two different jobs depending on the company. What each pays, how to tell them apart in an interview, and the skills that count.
$180k median*Rising*
Machine Learning Engineer
What a machine learning engineer actually does, what it pays, whether you need a PhD, and how the role differs from AI engineer and data scientist.
$160k median*Rising*
MLOps Engineer
MLOps engineers run the infrastructure models live on. What the job pays, the Kubernetes and monitoring skills it needs, and why DevOps is the way in.
$150k median*Rising*
Prompt Engineer
The prompt engineer title peaked in 2023 and is fading. What the skill is still worth, what it pays, and which roles actually hire for it now.
$115k median*
Product
AI Product Manager
What an AI product manager actually does differently from a normal PM, what the job pays, and how to move into it from product or engineering.
$170k median*Rising*
Product Manager
What a product manager actually does, how it differs from project and program management, what the job pays, and the realistic routes into it.
$140k median*
Technical Program Manager
What a technical program manager actually does, how a TPM differs from a PM or project manager, what the job pays, and how to move into it.
$155k median*
Design
Business
Business Analyst
Business analyst means two different jobs. Here is what each one actually does, what they pay, and which parts AI is already taking over.
$90k median*
Revenue Operations Manager
What revenue operations (RevOps) owns — CRM, funnel definitions, forecasting, quotas — what it pays, and how to get in from sales or analytics.
$105k median*Rising*
Finance
Marketing
Security
* Salary and demand figures are AI-estimated from general U.S. labor-market patterns — not measured data from the U.S. Bureau of Labor Statistics or any official source. Real pay and demand vary widely by location, employer, experience, and timing.