This system employs a MAX9814 microphone attached to an ESP32 microcontroller. When a sound is detected, the ESP32 initiates an MQTT publishing request to the AWS IoT broker. This data is then stored persistently in DynamoDB. To visualize this sound data, a GET request is dispatched every few seconds to fetch the latest entries, updating the graph below in real-time.