Lead halide perovskites possess great application potential in flexible displays and wearable optoelectronics owing to their prominent optoelectronic properties. However, the intrinsic instability upon moisture, heat, and ultraviolet light irradiation hinders their development and application. In this work, an ultra‐stable CsPbX3 (X = Cl, Br, I) perovskite luminescent filament (PLF) with high stretchability (∼2400%) and luminescence is introduced by a facile environmental‐friendly wet‐spinning technology via solvent extraction (with a high production rate of 0.7 m/min and low cost of 1.56 USD per 100 m). The CsPbX3 PLF displays homogeneous luminescence (photoluminescence quantum yield of 24.5%), tunable emission spectrum, and high color purity. Benefiting from the in‐situ encapsulation effect of the hydrophobic thermoplastic polyurethane (TPU) and the chelation of the Lewis base C = O in TPU with the Lewis acid Pb2+, the CsPbBr3 PLF demonstrates ultra‐high photoluminescence (PL) stability when stored in ambient air and high humidity circumstance, annealed at 50 °C, and dipped in water for 30 d, illuminated under ultraviolet light for 300 min, and immersed in organic solvents and solutions with pH of 1–13 for 5 min, respectively. Impressively, it retains 80% of its initial PL after being recycled 5 times. Overall, the CsPbX3 PLF demonstrates promising prospects in multifunctional applications, including organic dyes and tensile strain sensing, flexible pattern displays, secondary anti‐counterfeiting, and hazard warning systems.This article is protected by copyright. All rights reserved