28 results — roadmaps, salary guides, certifications, and job market analysis.
Three titles that overlap more than companies admit. What each actually does, what they pay, and how to choose — plus how they differ from DevOps and SRE.
4.76 million unfilled cybersecurity jobs. BLS projects 33% growth. But which role should you target? A complete taxonomy with day-to-day, tools, certifications, and salary data.
DA $83K, DS $120K, DE $130-150K. The data engineer makes the most now — nobody expected that. A focused 3-way comparison with career switching paths.
At 5-7 years, every developer faces the fork. Will Larson's archetypes, Charity Majors' pendulum, FAANG salary data, and an honest decision framework for the hardest career choice in tech.
AWS holds 28%, Azure 21%, GCP 14%. But which certification gets you hired? Market share data, salary premiums, pass rates, costs, and a decision framework based on your career goals.
CIRR audited: 71% employed within 180 days. Median first salary: $66-70K. But what happens after the honeymoon period? The data nobody markets.
SOC 2, GDPR, HIPAA — nobody dreams of this career. But $130-180K salary, extreme job security, and almost zero competition. The most underrated career in tech.
API Product Manager, Integration Engineer, API Security Specialist — roles that pay $110-190K but don't exist in any university curriculum. The hidden job category.
Rust: $145-185K salary, 8K+ monthly postings, 35% growth. Go: $135-175K, 25K+ postings, 12% growth. Stack Overflow's most loved vs the pragmatic choice. Where each wins — with data.
Manual QA: $57K. Automation QA: $117K. A 35% salary premium for learning to code tests. The testing career path nobody explains, with tools, certifications, and the shift-left revolution.
Elite university ($280K), state school ($80K), community college transfer ($30K), bootcamp ($15K), self-taught ($0). Five paths compared with employment rates, salaries, and 10-year projections.
Average salary: $168K. Top earners: $250K+. Yet nobody talks about it. What solutions engineers actually do, why it's the highest-ROI move for developers tired of pure coding.