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: As portable and battery-operated devices become more common, embedded systems must meet the highest standards for low power consumption. Conventional analog-to-digital converters (ADCs) add a substantial amount of power to these systems overall. The design and application of low power ADCs using memristor technology are examined in this work. Memristors present a viable substitute for traditional ADC components because of their high density and non-volatile memory capabilities. Through the utilization of memristors' special qualities—like their low voltage operation and powerlessness—this research attempts to create ADC architectures with much lower power consumption. The suggested design creates a small, effective, and power-saving solution by integrating memristors in the analog front end and digital processing stages of the ADC. According to experimental results, memristor-based ADCs can save a significant amount of power without sacrificing performance, which makes them perfect for next-generation embedded systems applications. By advancing the design of energy-efficient embedded systems, this study may prolong the lifespan of portable electronics and open up new applications in wearable and Internet of Things (IOT) technologies.