Despite much efforts to stabilize sodium metal anodes for promoting their commercial applications, achieving a safe cycling process without intrinsic dendrite growth remains difficult owing to the unstable reaction interface and irregular sodium metal propagation. Herein, fluorine-superdoped carbon nanotubes with a fluorine content of 14.38 at% are achieved using a new oxidation-assisted plasma strategy, and then alternately assembled with cellulose nanofibrils to form periodical conductive/dielectric composite paper with outstanding mechanical properties. The superdoping of fluorine facilitates the construction of a NaF-dominated solid electrolyte interphase layer, while the periodical conductive/dielectric network re-homogenizes electric field distribution around irregular sodium protrusions, realizing a "bottom-up" sodium orientation deposition and the "selfcorrection" functionality during sodium plating/stripping process. Density functional theory calculations reveal that the specific oxygen species (CO/CO) and fluorine species (semi-ionic CF/covalent CF 2 ) on the surface of carbon matrix, could remarkably trap active fluorine fragments and generate NaF with sodium metal, respectively, which promotes the superdoping of fluorine and forms dendrite-free sodium anodes. This delicate structure renders the sodium anodes a low nucleation overpotential of ≈7 mV, high Coulombic efficiency of 99.5% over 300 cycles at 3 mA cm −2 , stable operation for up to 2100 h under ≈16 mV, and excellent full battery performance.