A compute instance in cloud computing is a virtual machine that provides the necessary resources, such as CPU, memory, and storage, to run applications in a cloud environment. Users can create, configure, and manage multiple instances based on their specific needs through services offered by cloud providers like AWS, Azure, or Google Cloud. Compute instances enable organizations to benefit from the cloud's flexibility and scalability, allowing them to deploy applications quickly and handle varying workloads without needing physical hardware.