Thermoelectric materials are increasingly crucial in addressing energy challenges for enabling conversion between heat and electricity. Crystalline tin selenide (SnSe) has gained significant attention since 2014 when its high-temperature thermoelectric performance was first reported. Based on unique characteristics in phonon and electron transports, numerous investigations have been conducted to promote the development of SnSe crystals for low- to mid-temperature waste recovery and electronic cooling applications. Herein, we concisely summarize the significant advancements for SnSe crystalline thermoelectrics, covering material performance optimization and full-scale thermoelectric device development. We then emphasize that the multiple valence bands and high in-plane carrier mobility achieved high-performance p-type materials. Additionally, we highlight the critical role of three-dimensional (3D) charge and two-dimensional (2D) phonon transports for promising n-type out-of-plane conduction. Finally, personal insights into future research directions of enhancing performance of SnSe materials and devices are proposed, with the goal of advancing their practical applications.