Bloch oscillations (BOs) were initially predicted for electrons in a solid lattice as a static electric field is applied. Scientists in China created a synthetic frequency lattice in a fiber loop under detuned phase modulation and directly observed the frequency BOs in real time. The frequency spectrum in telecommunication band can be shifted as large as hundreds of GHz. The study may find applications in frequency manipulations in optical fiber communication systems.