A video processing system coupled to a light pole, comprising: a pair of cameras (212A, 212B) coupled to the light pole and facing downward or across a street from the light pole, the pair of cameras (212A, 212B) are configurable to provide a combined field of view to capture video data of an area beneath the light pole or across the street from the light pole; a transceiver for communications via a wireless network with a remote server such as a service platform associated with one or more applications (130, 140); a memory device for storing instructions; a processor coupled to the pair of cameras (212A, 212B), the transceiver, and the memory, wherein the processor is configured to execute the instructions to cause the video processing system to perform operations comprising: receiving raw video data captured by the pair of cameras (212A, 212B); compressing the raw video data into low-resolution video data and high-resolution video data; storing the compressed high-resolution video data locally at the video processing system, the compressed high-resolution video data being accessible on-demand by authorized users of the service platform associated with an application; delivering, in real time, the compressed low-resolution video data to a remote computing device via the wireless network (130, 140); analyzing the raw video data to identify relevant scenes for the application; determining to report a relevant scene identified to authorized users of the service platform associated with the application; transmitting information related to the identified relevant scene, via the wireless network, to at least one of the service platform or a user device for utilization by the application; receiving a request from the service platform, via the wireless network (130, 140), to access data stored at the system for the compressed high-resolution video data related to the identified relevant scenes; accessing the compressed high-resolution video data related the identified relevant scenes; and transmitting, to the service platform via the wireless network (130, 140), the compressed high-resolution video data related to the identified relevant scenes a pair of cameras (212A, 212B) coupled to the light pole and facing downward or across a street from the light pole, the pair of cameras (212A, 212B) are configurable to provide a combined field of view to capture video data of an area beneath the light pole or across the street from the light pole; a transceiver for communications via a wireless network with a remote server such as a service platform associated with one or more applications (130, 140); a memory device for storing instructions; a processor coupled to the pair of cameras (212A, 212B), the transceiver, and the memory, wherein the processor is configured to execute the instructions to cause the video processing system to perform operations comprising: receiving raw video data captured by the pair of cameras (212A, 212B); compressing the raw video data into low-resolution video data and high-resolution video data; storing the compressed high-resolution video data locally at the video processing system, the compressed high-resolution video data being accessible on-demand by authorized users of the service platform associated with an application; delivering, in real time, the compressed low-resolution video data to a remote computing device via the wireless network (130, 140); analyzing the raw video data to identify relevant scenes for the application; determining to report a relevant scene identified to authorized users of the service platform associated with the application; transmitting information related to the identified relevant scene, via the wireless network, to at least one of the service platform or a user device for utilization by the application; receiving a request from the service platform, via the wireless network (130, 140), to access data stored at the system for the compressed high-resolution video data related to the identified relevant scenes; accessing the compressed high-resolution video data related the identified relevant scenes; and transmitting, to the service platform via the wireless network (130, 140), receiving raw video data captured by the pair of cameras (212A, 212B); compressing the raw video data into low-resolution video data and high-resolution video data; storing the compressed high-resolution video data locally at the video processing system, the compressed high-resolution video data being accessible on-demand by authorized users of the service platform associated with an application; delivering, in real time, the compressed low-resolution video data to a remote computing device via the wireless network (130, 140); analyzing the raw video data to identify relevant scenes for the application; determining to report a relevant scene identified to authorized users of the service platform associated with the application; transmitting information related to the identified relevant scene, via the wireless network, to at least one of the service platform or a user device for utilization by the application; receiving a request from the service platform, via the wireless network (130, 140), to access data stored at the system for the compressed high-resolution video data related to the identified relevant scenes; accessing the compressed high-resolution video data related the identified relevant scenes; and transmitting, to the service platform via the wireless network (130, 140), the compressed high-resolution video data related to the identified relevant scenes