The exact microscopic structure of the environments that produces $1/f$ noise in superconducting qubits remains largely unknown, hindering our ability to have robust simulations and harness noise. In this paper we show how it is possible infer information about such an environment based on a single measurement qubit coherence, circumventing any need for separate spectroscopy experiments. Simila...