We demonstrated that lncRNA PVT1 was upregulated and significantly associated with high-microvessel density and poor prognosis in gastric cancer. Through gain- and loss-of PVT1 expression, we found PVT1 could obviously induce angiogenesis within tumors, in addition to promoting tumor growth in vitro and in vivo. Mechanistically, PVT1 directly interacted with the signal transducer activator phospho-STAT3 in the nucleus, and increased its protein stability by protecting it from poly-ubiquitination and proteasome-dependent degradation. The binding of PVT1 activated the STAT3 signalling pathway, and successively elevated VEGFA expression to stimulate angiogenesis. The positive correlation of PVT1 and VEGFA expression was also verified in gastric cancer specimens, and high levels of PVT1 and VEGFA in combination frequently predicted shorter survival time.