The surface of equipment under harsh conditions often requires protection from adiabatic ceramic fibers. However, the structural stability and flexibility of fibers are frequently compromised. Here, (LaCeNdSmEu)2Zr2O7+δ, a defective high-entropy pyrochlore, was fabricated into flexible nanofiber sponges utilizing a simple saturated solution blow spinning method. The novel 3D lamellar sponges, containing numerous micropores woven by nanofibers, can achieve thermal insulation efficiently. Moreover, the defects and high-entropy effects inside nanofibers can further strengthen their structural stability. Furthermore, nanofiber sponges can remain flexible at -196–1350 °C. Even when burned by the flame, only 2-cm-thick sponges can reduce the heat source from 1350 to 285 °C. The smooth sintering process, low thermal conductivity (0.024–0.044 W/(m•K) at 28–500 °C), high long-term operation temperature (1350 °C), low density (14 mg/cm3), excellent compression flexibility, and remarkable structural stability under various harsh conditions can endow nanofiber sponges with powerful surface protection capability.