Increasing the dietary provision of L-arginine to pregnant swine beginning at Day 14 of gestation enhances embryonic survival, but the underlying mechanisms are largely unknown. This study determined the effects of dietary supplementation with 0.8% L-arginine to gilts between Days 14 and 25 of gestation on the global expression of genes in their placentae. Between Days 14 and 24 of gestation, gilts were fed 2 kg of a corn- and soybean meal-based diet (containing 12.0% crude protein and 0.70% Arg) supplemented with 0.8% L-arginine or without L-arginine (0.0%; with 1.64% L-alanine as the isonitrogenous control). On Day 25 of gestation, 30 min after the consumption of their top dressing containing 8 g L-arginine or 16.4 g L-alanine, gilts underwent hysterectomy to obtain placentae, which were snap-frozen in liquid nitrogen. Total RNAs were extracted from the frozen tissues and used for microarray analysis based on the 44-K Agilent porcine gene platform. L-Arginine supplementation affected placental expression of 575 genes, with 146 genes being up-regulated and 429 genes being down-regulated. These differentially expressed genes play important roles in nutrient metabolism, polyamine production, protein synthesis, proteolysis, angiogenesis, immune development, anti-oxidative responses, and adhesion force between the chorioallantoic membrane and the endometrial epithelium, as well as functions of insulin, transforming growth factor beta, and Notch signaling pathways. Dietary supplementation with L-arginine plays an important role in regulating placental gene expression in gilts. Our findings help to elucidate mechanisms responsible for the beneficial effect of L-arginine in improving placental growth and embryonic/fetal survival in swine.