Optical modules are essential parts in contemporary networking systems , enabling the transmission of data via light. These mechanisms essentially change electrical signals into optical beams for conveyance over fiber optic strands, and vice versa. Different varieties of optical converters, such as SFP+, QSFP28, and XFP, support varying speeds and