The reverse push principle in circuit board reverse engineering involves extracting or creating a PCB schematic to analyze the circuit’s principles and functionality, emphasizing the importance of functional area division, correct wiring, reference components, understanding circuit frameworks, and thorough optimization for accurate schematic representation.