Ammonia (NH3) is one of the most widely demanded industrial chemicals, with its synthesis currently dominated by the Haber-Bosch process. Although the reaction is thermodynamically favorable at high pressures and low temperatures, it faces challenges: high pressures require costly infrastructure and energy input, while low temperatures result in slow reaction kinetics. Beyond thermodynamic considerations, high pressures are required to liquefy the NH3 product stream, a practical necessity to separate NH3 by condensation. Membrane reactors, which integrate chemical reaction and selective separation in a single unit, offer a promising approach to overcome these limitations by selectively removing products (e.g., NH3) to drive the reaction forward and permit product separation at lower pressures. This review aims to advance the field of NH3-separative membrane reactors for energy efficient and decentralized NH3 production. Following a brief introduction to the Haber-Bosch process and membrane reactor approaches for NH3 synthesis, the review summarizes the development history and working principles of NH3-separative membranes and prior studies on NH3-separative membranes and NH3 synthesis catalysts. Drawing on the properties of membrane and catalyst materials and their operational requirements, the review then explores strategies for integrating these components into a unified NH3-separative membrane reactor system. The goal is to inspire further research into material innovations and process optimization to advance the design and application of NH3-separative membrane reactors for sustainable NH3 production.