Power supply noise and clean ground are critical in PCB design, ensuring minimal impedance for high-frequency signals and reducing noise superposition on the supply. Layer-based power supplies are preferred over bus-based ones due to consistent impedance paths, while dedicated power supply layers and ground planes are essential to minimize signal loops and noise, often overlooked in low-frequency circuits.