Certifications, career paths, and growth
The AWS Machine Learning Specialty (MLS-C01) retired March 31, 2026. What replaced it — MLA-C01, AIF-C01, AIP-C01 — and which fits your background.
A week-by-week AIP-C01 study plan for the AWS Generative AI Developer – Professional exam. Maps each week to the 5 official domains, with a 4-week fast track.
AZ-900 Azure Fundamentals guide for 2026: exam domains, passing score, cost, study time, and whether to skip straight to AZ-104. Written by a cloud architect.
AIF-C01 vs AIP-C01 compared: cost, passing score, domains, difficulty, and who each AWS AI certification is for. A clear pick based on your role and experience.
AIP-C01 difficulty explained: why it ranks among the hardest AWS exams, how it compares to SAP-C02 and ML certs, and how long to prepare.
What AIP-C01 practice questions look like, with realistic sample questions and reasoning for each exam domain — plus where to find legitimate practice tests.
The AWS Generative AI Developer certification (AIP-C01) costs $300 USD. Full price breakdown — exam fee, retake costs, vouchers, and the all-in total.
The complete AIP-C01 exam guide: all five domains and weightings, question format, scoring, and what AWS tests in each — from the official exam guide.
The AIP-C01 passing score is 750/1000. How AWS scales scores, why there's no fixed number of correct answers, and how many questions you realistically need.
AIP-C01 has no required prerequisite exams — AWS recommends 2+ years building on AWS and 1 year of generative AI experience. Here's what you actually need.
A data-backed DevOps engineer salary guide for 2026: pay by experience level, the certifications that move your number, top cities, and remote vs. onsite.
Complete AWS SAA-C03 study guide for 2026. Covers all four domains, service comparisons, hands-on strategies, and a 6-week preparation plan to pass first try.
Complete AZ-104 study guide for 2026. Covers all five Azure Administrator exam domains, key services, hands-on lab strategies, and a structured study plan.
Practical roadmap for breaking into cloud engineering in 2026. Covers essential skills, certifications, portfolio projects, and strategies for standing out.
Complete AWS certification roadmap for 2026. Compare Solutions Architect, DevOps Engineer, Security Specialty, and Generative AI certs to find the right path.
AWS Certified Generative AI Developer – Professional (AIP-C01) study guide for 2026: exam domains, passing score, cost, prerequisites, and a prep plan.
Complete CKA study guide for 2026. Covers all exam domains, essential kubectl commands, practice scenarios, and study strategies to pass first attempt.
