Edge computing differs from cloud computing primarily in data processing location. In edge computing, data is processed closer to the source (at the "edge"), allowing for quicker data analysis and reduced latency. This is crucial for real-time applications like IoT and autonomous systems, while cloud computing relies on centralized data centers and can be slower due to the increased distance of data travel.