The share of phishing websites using HTTPS has been constantly increasing over the last years. As a consequence, the simple user advice to check whether a website is HTTPS-protected is no longer effective against phishing. At the same time, the use of certificates in the context of phishing raises the question if the information contained in them could be used to detect phishing websites. In this paper we take a first step towards answering this question. To this end, we analyze almost 10000 valid certificates queried from phishing websites and compare them to almost 40000 certificates collected from benign sites. Our analysis shows that it is generally impossible to differentiate between benign sites and phishing sites based on the content of their certificates alone. However, we present empirical evidence that current phishing websites for popular targets do typically not replicate the issuer and subject information.