Explore how manufacturer‑specific Android customizations affect forensic analysis through case studies on Pixel, Samsung, Xiaomi, and Oppo, highlighting which artifacts remain consistent, which vary widely, and how to adapt acquisition and examination strategies across different Android ecosystems.