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Notes on sitting the exam

What the blueprints actually say, what changes when a version is retired, and how people who passed spent their preparation. Written by the team that builds the mocks.

Cloud certifications9 min read

10 AWS Machine Learning Specialty Questions Most Candidates Get Wrong

Many candidates stumble on the AWS Machine Learning Specialty exam due to tricky questions that test deep understanding. This article highlights 15 such questions, covering topics like model tuning, data leakage, and SageMaker features. Use these to sharpen your skills and avoid common mistakes.

Cloud certifications4 min read

AWS Advanced Networking Specialty Passing Score

The AWS Advanced Networking Specialty exam requires a passing score of 750 out of 1000. This article explains how scaled scoring works, how many questions you can realistically miss, and how to strategize your study to bank safe marks.

Cloud certifications6 min read

AZ-204 Difficulty: What Actually Makes People Fail

AZ-204 is a demanding exam that tests practical Azure development skills, not just memorization. Most failures stem from underestimating the depth of service-specific scenarios and the complexity of the case study questions. This guide pinpoints the exact areas where candidates stumble and what you can do to pass.

Cloud certifications5 min read

AZ-204: Worth the Money, or Should You Skip It?

Wondering if the AZ-204 certification is worth the time and money? This guide breaks down salary data, job market demand, and career impact to help you decide if it's the right investment for your future.

Cloud certifications7 min read

8 AZ-400 Practice Questions That Mirror the Real Exam

Prepare for the AZ-400 exam with 25 practice questions that closely mimic the real test. Each question targets critical DevOps skills, from CI/CD to infrastructure as code. Use these to assess your readiness and focus your study efforts.