Nanobody (Nb), the smallest antibody fragments known to bind antigens, is now widely applied to various studies, including protein structure analysis, bioassay, diagnosis, and biomedicine. The traditional approach to generating specific nanobodies involves animal immunization which is time‐consuming and expensive. As the understanding of the antibody repertoire accumulation, the synthetic library, which is devoid of animals, has attracted attention widely in recent years. Here, we describe a synthetic phage display library (S‐Library), designed based on the systematic analysis of the next‐generation sequencing (NGS) of nanobody repertoire. The library consists of a single highly conserved scaffold (IGHV3S65*01‐IGHJ4*01) and complementary determining regions of constrained diversity. The S‐Library containing 2.19 × 108 independent clones was constructed by the one‐step assembly and rapid electro‐transformation. The S‐Library was screened against various targets (Nb G8, fusion protein of Nb G8 and green fluorescent protein, bovine serum albumin, ovalbumin, and acetylcholinesterase). In comparison, a naïve library (N‐Library) from the source of 13 healthy animals was constructed and screened against the same targets as the S‐Library. Binders were isolated from both S‐Library and N‐Library. The dynamic affinity was evaluated by the biolayer interferometry. The data confirms that the feature of the Nb repertoire is conducive to reducing the complexity of library design, thus allowing the S‐Library to be built on conventional reagents and primers.