A sparse graph is characterized by having relatively few edges compared to the number of possible edges among its vertices, whereas a dense graph has a number of edges closer to the maximum possible. Understanding the difference is crucial for algorithm optimization and complexity analysis, as operations on sparse graphs can often be more efficient than on dense ones.