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Each guide ranks the skills employers ask for most, then maps a practical path from those skills to a first role.<br>Pay figures come from listings with employer-disclosed salary ranges — not self-reported surveys.<br>Pair a guide with the salary hub and skill-trends dashboard for the full picture across 12,779 indexed listings.
Career guides
27<br>Data, analytics, AI and engineering roles
Indexed listings
12,779<br>All categories in the latest scrape
Most listings
Full Stack Developer<br>4,022 active
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How to become a Full Stack Developer<br>Full stack developers build both the front end users see and the back end that powers it — UI, APIs, databases and everything in between.<br>4,022 active listings · Top skill: AWS
How to become a Data Analyst<br>Data analysts turn raw data into clear answers — querying databases, building dashboards and explaining what the numbers mean so teams can act on them.<br>1,184 active listings · Top skill: Stakeholder Mgmt
How to become a Data Engineer<br>Data engineers build and maintain the pipelines that move, clean and store data at scale, so analysts and models always have reliable data to work with.<br>987 active listings · Top skill: SQL
How to become a Product Manager<br>Product managers decide what to build and why — turning user needs, data and business goals into a roadmap the team can ship.<br>725 active listings · Top skill: Stakeholder Mgmt
How to become a Data Scientist<br>Data scientists use statistics and machine learning to model problems, run experiments and turn data into predictions that drive decisions.<br>695 active listings · Top skill: Machine Learning
How to become a DevOps Engineer<br>DevOps engineers automate how software is built, shipped and run — pipelines, infrastructure and the tooling that lets teams deploy safely and often.<br>682 active listings · Top skill: CI/CD
How to become a ML Engineer<br>ML engineers take models from notebook to production — building the training, serving and monitoring systems that keep machine learning running reliably.<br>585 active listings · Top skill: Machine Learning
How to become a Security Engineer<br>Security engineers protect systems and data — hardening applications and infrastructure, detecting threats and responding to incidents.<br>529 active listings · Top skill: AWS
How to become a AI Engineer<br>AI engineers build products on top of large language models and other AI — designing prompts, retrieval pipelines and the application layer around foundation models.<br>472 active listings · Top skill: LLMs / GenAI
How to become a Backend Engineer<br>Backend engineers build the services, APIs and data layers that power applications — focused on correctness, performance and scale.<br>307 active listings · Top skill: AWS
How to become a Systems Engineer<br>Systems engineers keep the underlying infrastructure running — servers, networks, operating systems and the automation that holds it together.<br>267 active listings · Top skill: AWS
How to become a Platform Engineer<br>Platform engineers build the internal tools and infrastructure other engineers build on — paved roads, self-serve deployment and developer experience.<br>228 active listings · Top skill: AWS
How to become a QA Engineer<br>QA engineers make sure software works — designing tests, building automation and catching problems before users do.<br>205 active listings · Top skill: Python
How to become a Cloud Architect<br>Cloud architects design how systems run in the cloud — choosing services, structuring infrastructure and setting standards for cost, security and scale.<br>195 active listings · Top skill: Azure
How to become a Frontend Engineer<br>Frontend engineers build the interfaces users interact with — turning designs into fast, accessible and maintainable web experiences.<br>193 active listings · Top skill: React
How to become a Research Scientist<br>Research scientists push the state of the art — designing experiments, building models and turning research into capabilities products can use.<br>182 active listings · Top skill: LLMs / GenAI
How to become a Product Designer<br>Product designers shape how a product looks, feels and works — researching users, designing flows and prototyping interfaces, then partnering with engineers to ship them.<br>177 active listings · Top skill: Stakeholder Mgmt
How to become a Infrastructure Engineer<br>Infrastructure engineers build and run the foundations applications depend on — cloud, networking and infrastructure as code.<br>160 active listings · Top skill: AWS
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