Obesity is linked to chronic inflammation and enhanced adipogenesis. Here, the authors show that preadipocytes transiently form CCR2-enriched primary cilia, allowing inflammatory CCL2 to activate ciliary CCR2 and drive ERK-dependent adipogenesis.