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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.

Data & Machine Learning4 min read

Databricks Generative AI Engineer Associate: A Preparation Guide

A practical, honest guide to the Databricks Certified Generative AI Engineer Associate exam - the real format, the six domain weights, and how to build a study plan that matches the paper you will actually sit.

Data & Machine Learning4 min read

Databricks Machine Learning Associate vs Microsoft AI-102

Two respected credentials, two very different jobs. Here is an honest look at the Databricks Certified Machine Learning Associate exam alongside Microsoft AI-102, and how to prepare for whichever one fits your work.

Cybersecurity & Governance4 min read

Setting Up for the CompTIA PenTest+ Exam

A practical checklist for getting ready to sit CompTIA PenTest+ PT0-003 — study order, lab environment, timing habits, and how mock tests fit in.

Cybersecurity & Governance4 min read

Is CompTIA SecurityX (CAS-005) at the Level of CISSP?

People keep asking whether CompTIA SecurityX (CAS-005) sits at CISSP's level. Here is an honest breakdown of the exam's format and domains, and a practical way to prepare.