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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 certifications5 min read

How Hard Is DP-100, Really? An Honest Difficulty Rating

DP-100 is a challenging exam that tests both theoretical knowledge and hands-on skills in Azure machine learning. Most candidates struggle with model training, automation, and responsible AI. Here's an honest breakdown of its difficulty and how to prepare effectively.

Cloud certifications4 min read

Top High-Yield Topics for the AZ-104 Exam

The AZ-104 covers five functional groups at published weightings. Here is where your study hours pay off most, and how to use a mock test to find the gaps before exam day.

Cloud certifications4 min read

AZ-800 and AZ-801: The Windows Server Hybrid Admin Path

AZ-800 is the first half of the Windows Server Hybrid Administrator path. Here is what the exam actually tests, how the domains are weighted, and where a mock test helps you find the gaps before exam day.