Crop breeding programs are reliant on the genetic diversity of varieties and germplasm collections. Raphanus sativus L. is a root crop species of the Brassicaceae family that accounts for approximately 2% of global vegetable production. We recently reported the assembly of a new radish core collection consisting of 125 accessions obtained from worldwide germplasm banks. To develop a comprehensive plant resource for radish research and breeding, we characterized the agronomic traits of 83 accessions and analyzed their genome‐wide DNA variations along with 17 previously analyzed accessions. A total of 14 agronomically important root, leaf, and flower phenotypic traits were examined according to the guidelines of the International Union for the Protection of New Plant Varieties. Chemical diversity in radish roots was investigated by measuring their sugar, glucosinolate, and anthocyanin contents. Through high‐depth whole‐genome resequencing of 100 accessions and multi‐sample genotyping analysis using the Rs2.0 genome assembly as a reference, we identified a total of 796,294 homozygous high‐quality single‐nucleotide polymorphisms. Genetic structural analysis using a neighbor‐joining algorithm and multi‐dimensional scaling analysis of the variations were applied to classify the accessions into three major groups, including 37 and 55 accessions of European and Asian cultivated radishes, respectively, and 8 wild radish accessions. For each accession, the mitochondria‐encoded Ogura cytoplasmic male‐sterility determinant orf138 and nuclear fertility restorer PPR‐B genes were reconstructed by reference‐guided assembly. It is anticipated that these genetic diversity and agronomic properties of the radish core collection will facilitate breeding programs to develop new radish cultivars with desirable profiles.This article is protected by copyright. All rights reserved