SQUAMOSA PROMOTER BINDING PROTEIN-LIKE (SPL) genes are plant-specific transcription factors essential for plant growth, development, and stress responses; however, their roles in sweet cherry are not well understood. In this study, we identified and isolated 16 SPL genes from the sweet cherry genome, categorizing them into five subfamilies, with 12 PavSPLs predicted as miR156 targets. The promoter regions of PavSPLs contain cis-elements associated with light, stress, and phytohormone responses, indicating their role in biological processes and abiotic stress responses. Seasonal expression analysis showed that PavSPL regulates sweet cherry recovery after dormancy. Gibberellin (GA) treatment reduced PavSPL expression, indicating its role in GA-mediated processes. Overexpression of PavSPL14 in Arabidopsis thaliana resulted in earlier flowering, increased plant height, and enhanced growth. Yeast two-hybrid assays revealed an interaction between PavSPL14 and DELLA protein PavDWARF8, suggesting the involvement of PavSPLs in GA-regulated processes through protein interactions. These findings lay the groundwork for future studies on PavSPL function in sweet cherry.