E-commerce fraudulent websites are a big problem, yet the community lacks open and comprehensive approaches to proactively discover them. In our upcoming NDSS paper we present Loki, a system that mines search engine queries to surface new scam websites. Read our paper here: arxiv.org/pdf/2509.12181