The human white adipose tissue (WAT) contains progenitors with cooperative roles in breast cancer (BC) angiogenesis, local and metastatic progression. The biguanide Metformin (Met), commonly used for Type 2 diabetes, might have activity against BC and was found to inhibit angiogenesis in vivo . We studied Met and another biguanide, phenformin (Phe), in vitro and in vivo in BC models. In vitro , biguanides activated AMPK, inhibited Complex 1 of the respiratory chain and induced apoptosis of BC and WAT endothelial cells. In coculture, biguanides inhibited the production of several angiogenic proteins. In vivo , biguanides inhibited local and metastatic growth of triple negative and HER2+ BC in immune‐competent and immune‐deficient mice orthotopically injected with BC. Biguanides inhibited local and metastatic BC growth in a genetically engineered murine model model of HER2+ BC. In vivo , biguanides increased pimonidazole binding (but not HIF‐1 expression) of WAT progenitors, reduced tumor microvessel density and altered the vascular pericyte/endothelial cell ratio, so that cancer vessels displayed a dysplastic phenotype. Phe was significantly more active than Met both in vitro and in vivo . Considering their safety profile, biguanides deserve to be further investigated for BC prevention in high‐risk subjects, in combination with chemo and/or targeted therapy and/or as post‐therapy consolidation or maintenance therapy for the prevention of BC recurrence.