ASAP is a swift, approximate graph pattern miner. It leverages advanced graph approximation theory, extending it to work in distributed settings and general graph patterns. Given a time bound or an error bound, ASAP can quickly mine the graph and provide approximate answers with theoretical guarantees. ASAP includes a library of common graph patterns, and further provides a simple API for developers to write arbitrary graph pattern mining tasks.