Roadmaps

Learning paths built from our cheat sheets and their flashcards. Pick a goal, we put the topics in order and keep them fresh.

67 roadmaps908 steps678 topics covered

What are you here for?

Popular right now

Backend Developer

From your first HTTP request to a secured, deployed API that can handle real traffic.

15 steps~30hBeginner to intermediate

Careers

Frontend Developer

From your first HTML element to a deployed, accessible React interface.

17 steps~40hBeginner to intermediate

Careers

Full Stack Developer

From an empty HTML file to a deployed, database-backed application running in production.

15 steps~40hBeginner to advanced

Careers

Data Analyst

From your first VLOOKUP to a Tableau dashboard your manager trusts.

14 steps~30hBeginner to intermediate

Careers

DevOps Engineer

From a Linux terminal to a production deployment strategy.

16 steps~35hBeginner to advanced

Careers

AI Engineer (LLM Applications)

From your first prompt to a shipped, production-grade AI application.

15 steps~35hBeginner to advanced

Careers

All 67 roadmaps, grouped by category.

Artificial Intelligence

AI Engineer (LLM Applications)

From your first prompt to a shipped, production-grade AI application.

15 steps~35hBeginner to advanced

Careers

AI Governance & Ethics

From responsible-AI principles to classifying an AI system across US, EU, and global regulation.

9 steps~25hBeginner to advanced

Skills

AI Security & Red Teaming

From your first prompt to running a full AI red-team engagement.

12 steps~30hPractitioner to advanced

Skills

Building AI Agents

From your first agent loop to a monitored fleet of production agents.

13 steps~30hIntermediate to advanced

Skills

Forward Deployed Engineer

From scoping a client's AI problem to running it as their production system.

13 steps~30hIntermediate to advanced

Careers

Generative AI & LLM Engineering

From your first prompt to fine-tuning, aligning, and serving models at production scale.

15 steps~40hIntermediate to advanced

Skills

Machine Learning Engineer

From training your first model to serving, monitoring, and defending it in production.

12 steps~35hIntermediate to advanced

Careers

Machine Learning Foundations

From telling supervised and unsupervised apart to training, evaluating, and automating a model you can actually defend.

12 steps~30hBeginner to intermediate

Skills

MLOps Engineer

From a model in a container to a self-monitoring ML platform in production.

15 steps~40hAdvanced to expert

Careers

Prompt Engineering & Everyday AI

From your first well-worded prompt to choosing the right AI tool for any task.

12 steps~20hBeginner to confident

Skills

Cloud and Infrastructure

Cloud Engineer

From pay-as-you-go basics to a well-architected AWS deployment.

16 steps~35hBeginner to intermediate

Careers

Containers: Docker to Kubernetes

From a single Dockerfile to a Kubernetes cluster you can secure and debug.

16 steps~40hIntermediate to advanced

Skills

DevOps Engineer

From a Linux terminal to a production deployment strategy.

16 steps~35hBeginner to advanced

Careers

Infrastructure as Code with Terraform

From a single terraform apply to a self-healing, policy-gated infrastructure pipeline.

13 steps~30hIntermediate to advanced

Skills

Platform Engineer

From Internal Developer Platform vocabulary to a golden path developers actually use.

12 steps~30hIntermediate to advanced

Careers

Site Reliability Engineer

From your first error budget to the metrics that prove your reliability work is real.

12 steps~30hIntermediate to advanced

Careers

Data and Databases

BI Analyst

From a star schema and DAX to a governed, secured BI platform the whole company runs on.

13 steps~35hIntermediate to advanced

Careers

Business Analytics: Excel to Power BI

From the Excel sheet you already know to a Power BI dashboard powered by real DAX measures.

12 steps~30hBeginner to intermediate

Skills

Data Analyst

From your first VLOOKUP to a Tableau dashboard your manager trusts.

14 steps~30hBeginner to intermediate

Careers

Data Engineer

From your first SQL query to a Spark and Kafka pipeline that runs itself.

16 steps~35hBeginner to advanced

Careers

Data Scientist

From your first Python script to conclusions a business will actually act on.

15 steps~35hBeginner to advanced

Careers

MongoDB & NoSQL Databases

From NoSQL fundamentals to a production-ready MongoDB architecture.

12 steps~25hIntermediate to advanced

Skills

SQL & Relational Databases

From relational tables to a PostgreSQL database you can run in production.

12 steps~30hBeginner to advanced

Skills

Professional Skills

Agile & Scrum in Practice

From sitting in your first standup to facilitating retrospectives a team actually acts on.

13 steps~25hBeginner to intermediate

Skills

Business Analyst Essentials

From your first stakeholder interview to a business case and backlog a delivery team can actually build from.

13 steps~25hBeginner to intermediate

Careers

Communicating with Impact

From active listening to executive presence.

15 steps~30hBeginner to intermediate

Skills

Developer Relations (DevRel)

From your first developer talk to a DevRel program you can defend with real metrics.

14 steps~30hBeginner to intermediate

Careers

Engineering Manager

From your first 1:1 to a technical roadmap stakeholders trust.

15 steps~45hIntermediate to advanced

Careers

First-Time Manager

From your first delegated task to a team that trusts you to lead it.

16 steps~35hBeginner to practicing manager

Careers

Land Your Next Job

From a vague urge to change jobs to an offer you negotiated yourself.

11 steps~25hBeginner to offer ready

Careers

Negotiation & Influence

From Cialdini's principles of yes to closing deals and asking for what you're worth.

12 steps~25hBeginner to advanced

Skills

Personal Productivity & Deep Work

From an inbox you don't trust to a productivity system that runs on its own.

13 steps~30hBeginner to intermediate

Skills

Product Manager

From your first user interview to a launch you can defend with data.

15 steps~35hBeginner to intermediate

Careers

Project Management Fundamentals

From the business case that gets a project approved to the schedule, risk, and reporting that keep it on track.

15 steps~35hBeginner to intermediate

Skills

Technical Writer

From a clear first paragraph to a documentation system engineers actually trust.

11 steps~20hBeginner to intermediate

Careers

Programming and Development

AI-Assisted Coding

From your first AI-generated suggestion to a reviewed, git-backed workflow you'd trust in production.

12 steps~20hBeginner to intermediate

Skills

Android Developer

From your first Kotlin file to a signed, published app on Google Play.

14 steps~30hBeginner to advanced

Careers

API Design

From a single REST endpoint to a versioned, gateway-fronted API that can defend itself.

12 steps~30hIntermediate to advanced

Skills

Backend Developer

From your first HTTP request to a secured, deployed API that can handle real traffic.

15 steps~30hBeginner to intermediate

Careers

Frontend Developer

From your first HTML element to a deployed, accessible React interface.

17 steps~40hBeginner to intermediate

Careers

Full Stack Developer

From an empty HTML file to a deployed, database-backed application running in production.

15 steps~40hBeginner to advanced

Careers

iOS Developer

From your first lines of Swift to a signed app in the App Store.

15 steps~35hBeginner to advanced

Careers

QA Automation Engineer

From your first bug report to a test suite that runs itself.

15 steps~30hBeginner to intermediate

Careers

React

From your first typed component to a deployed Next.js app.

13 steps~25hBeginner to advanced

Skills

Software Architect

From spotting a SOLID violation in code review to defending a monolith-to-microservices migration plan.

15 steps~35hAdvanced to expert

Careers

System Design

From CAP theorem and caching trade-offs to a design you can defend in a live interview.

15 steps~40hIntermediate to advanced

Skills

Security and Networking

Cybersecurity Analyst

From the CIA triad to running an incident from first alert to final report.

18 steps~40hBeginner to intermediate

Careers

DevSecOps

From a scanned container image to a release pipeline that only ships what's signed and policy-approved.

14 steps~35hAdvanced to expert

Skills

Network Engineer

From subnetting a network by hand to designing one that keeps running.

15 steps~30hBeginner to intermediate

Careers

Penetration Tester

From your first authorized scan to a full recon-to-report penetration test.

12 steps~25hIntermediate to advanced

Careers

Web & Application Security

From the OWASP Top 10 to shipping code that passes a security review.

13 steps~30hBeginner to intermediate

Skills

Specialized Topics

Applied Positive Psychology & Wellbeing

From the myths about happiness to a daily practice backed by the research.

13 steps~30hBeginner to intermediate

Life

Blockchain Developer

From how a block gets mined to a smart contract that survives an audit and ships.

12 steps~30hBeginner to advanced

Careers

Build Better Habits & Focus

From noticing your own habit loop to a personal system that runs without relying on willpower.

14 steps~30hBeginner to intermediate

Life

Caring for Aging Parents

From spotting the first warning signs to running a family caregiving plan that holds up for years.

13 steps~30hBeginner to confident

Life

Computer Science Fundamentals

From how objects live in memory to how distributed systems survive a network partition.

14 steps~35hBeginner to advanced

Skills

Data Structures, Algorithms & Interviews

From Big O notation to a pattern-matching toolkit built for the coding interview.

15 steps~35hBeginner to advanced

Skills

Everyday Fitness & Longevity

From your first daily walk to a longevity protocol you actually keep.

13 steps~25hBeginner to independent

Life

Game Developer

From your first game design sketch to a published Unity game players can buy.

12 steps~30hBeginner to advanced

Careers

Linux & the Command Line

From typing your first shell commands to administering a full Linux server end to end.

19 steps~40hBeginner to intermediate

Skills

Mindfulness & Stress Mastery

From your first conscious breath to a stress response you can actually downshift.

15 steps~35hBeginner to intermediate

Life

New Parent: Pregnancy to First Year

From a positive pregnancy test to a curious, mobile one-year-old.

12 steps~30hBeginner to confident

Life

Personal Finance Foundations

From an untracked paycheck to a financial plan you run yourself.

10 steps~20hBeginner to confident

Life

Product Designer

From a vague product problem to a design system and operating model a whole team can run.

12 steps~25hBeginner to intermediate

Careers

Statistics for Data Work

From summarizing a dataset to designing an experiment that holds up to scrutiny.

11 steps~20hBeginner to intermediate

Skills

The Toddler Years (1 to 5)

From surviving your first tantrum to a confident, resilient five-year-old.

12 steps~30hBeginner to confident

Life

UX Designer

From a blank page to a portfolio-ready UX case study.

11 steps~20hBeginner to intermediate

Careers

Roadmaps

What are you here for?

Popular right now

Backend Developer

Frontend Developer

Full Stack Developer

Data Analyst

DevOps Engineer

AI Engineer (LLM Applications)

🤖Artificial Intelligence

AI Engineer (LLM Applications)

AI Governance & Ethics

AI Security & Red Teaming

Building AI Agents

Forward Deployed Engineer

Generative AI & LLM Engineering

Machine Learning Engineer

Machine Learning Foundations

MLOps Engineer

Prompt Engineering & Everyday AI

☁️Cloud and Infrastructure

Cloud Engineer

Containers: Docker to Kubernetes

DevOps Engineer

Infrastructure as Code with Terraform

Platform Engineer

Site Reliability Engineer

💾Data and Databases

BI Analyst

Business Analytics: Excel to Power BI

Data Analyst

Data Engineer

Data Scientist

MongoDB & NoSQL Databases

SQL & Relational Databases

💼Professional Skills

Agile & Scrum in Practice

Business Analyst Essentials

Communicating with Impact

Developer Relations (DevRel)

Engineering Manager

First-Time Manager

Land Your Next Job

Negotiation & Influence

Personal Productivity & Deep Work

Product Manager

Project Management Fundamentals

Technical Writer

🎯Programming and Development

AI-Assisted Coding

Android Developer

API Design

Backend Developer

Frontend Developer

Full Stack Developer

iOS Developer

QA Automation Engineer

React

Software Architect

System Design

🔒Security and Networking

Cybersecurity Analyst

DevSecOps

Network Engineer

Penetration Tester

Web & Application Security

📚Specialized Topics

Applied Positive Psychology & Wellbeing

Blockchain Developer

Build Better Habits & Focus

Caring for Aging Parents

Computer Science Fundamentals

Data Structures, Algorithms & Interviews

Everyday Fitness & Longevity

Game Developer

Linux & the Command Line

Mindfulness & Stress Mastery

New Parent: Pregnancy to First Year

Personal Finance Foundations

Product Designer

Artificial Intelligence

Cloud and Infrastructure

Data and Databases

Professional Skills

Programming and Development

Security and Networking

Specialized Topics

Artificial Intelligence

Cloud and Infrastructure

Data and Databases

Professional Skills

Programming and Development

Security and Networking