Soybean (Glycine max [L.]) is a crucial agricultural crop that provides essential edible oil and protein and serves as a major component of animal feed. Zhejiang Province, with its long history of soybean cultivation, harbors rich and diverse soybean landrace germplasm in China. However, the genetic diversity and agronomic traits of soybean germplasm from Zhejiang have not been comprehensively characterized. In this study, we performed whole-genome sequencing of 295 soybean accessions collected from Zhejiang Province and integrated them with 678 publicly available accessions from diverse geographic regions, generating a panel of 973 accessions for population genetic analyses, which resolved the soybean germplasm into five distinct subgroups. A total of 28 agronomic traits were evaluated across a 2-year field evaluation, and a genome-wide association study was conducted using the 295 Zhejiang accessions. We identified 81 significant association signals across 11 traits, highlighting the complex genetic architecture underlying soybean agronomic performance. Notably, a locus on chromosome 12 (Chr12: 11,377,431–11,380,821) showed a strong association with flowering time, with GmATPAF1 proposed as a candidate gene. In addition, a locus on chromosome 15 (Chr15: 48,884,892–48,897,351) was associated with plant height under salt stress, implicating GmLRR1 as a gene involved in stress response. Overall, these results provide new insights into the genetic diversity, population structure, and genetic basis of key agronomic traits in Zhejiang soybean landraces and establish a valuable genomic resource for future soybean breeding and genetic improvement.