Interfaces can have a great influence on the behavior and properties of polymer composites. In this work, the versatile and low‐cost layer‐by‐layer technique was used for depositing layers of poly(diallyldimethylammonium chloride) (PDDA) and poly(sodium 4‐styrenesulfonate) (PSS) containing oxidized multiwalled carbon nanotubes (MWCNT‐COOH) on the surface of woven glass fibers (GFs); and polypropylene composites containing the modified GFs were prepared by compression molding. The effect of this novel hybrid multilayered interface on the mechanical properties and fracture behavior of the GF reinforced polymer (GFRP) composites was systematically investigated. For that, in situ tensile tests of the composites were monitored by using the high‐resolution phase‐contrast tomography. We found that the GFRP composites with multilayered interface (GFRP multilayered) exhibited exceptional increase in ductility and fracture toughness (about 25 and 130%, respectively), when compared to the composites without interfacial modification (GFRP untreated). Whereas the failure characteristics of the GFRP‐untreated composites were typical of fragile systems (mainly, delamination), the GFRP‐multilayered exhibited additional toughening mechanisms such as crazing and fibrillation as result of the enhanced interfacial adhesion. Our results clearly indicate that the multilayered interface of PDDA/PSS/MWCNT‐COOH led to a more efficient load transfer from the matrix to the GFs, culminating with the brittle‐to‐ductile transition in the failure mode.