I am a cloud practitioner actively pursuing the Google Cloud Associate Cloud Engineer certification. I have developed these practice tests to reflect the exact scenario-based thinking the exam demands — not just definitions, but applied decision-making across compute, networking, IAM, storage, and operations. Each question is built from deep exam preparation and hands-on GCP lab experience.