Provided are mechanisms and processes for more effectively monitoring infants to enhance caregiving and infant development using an infant health monitoring system. In one example, the system includes an infant monitoring device interface that receives measurement data transmitted wirelessly from an infant monitoring device associated with a first infant. The infant monitoring device includes sensors that gather the measurement data corresponding to the first infant. The system also includes a hub processor that compares the measurement data to a health model to determine if a health concern is present. The health model is generated at a remote platform based on aggregated measurement data from multiple infant monitoring systems and sent to the system. The hub processor generates a notification for a caregiver associated with the first infant if a health concern is present.