Short tandem repeats (STRs) modulate gene expression and contribute to trait variation. However, a systematic evaluation of the genomic characteristics of STRs has not been conducted, and their influence on gene expression in rice remains unclear. Here, we construct a map of 137,629 polymorphic STRs in the rice (Oryza sativa L.) genome using a population-scale resequencing dataset. A genome-wide survey encompassing 4,726 accessions shows that the occurrence frequency, mutational patterns, chromosomal distribution, and functional properties of STRs are correlated with the sequences and lengths of repeat motifs. Leveraging a transcriptome dataset from 127 rice accessions, we identify 44,672 expression STRs (eSTRs) by modeling gene expression in response to the length variation of STRs. These eSTRs are notably enriched in the regulatory regions of genes with active transcriptional signatures. Population analysis identifies numerous STRs that have undergone genetic divergence among different rice groups and 1,726 tagged STRs that may be associated with agronomic traits. By editing the (ACT)