Decentralisation has been the main distinguishing characteristic and supposed advantage of blockchain technology, at least in theory. Nevertheless in practice, it remains a highly ambiguous and contested notion. To address this we put forward a stratified approach for measuring decentralisation and we present a set of results and observations regarding the decentralisation of a number of popular Blockchain projects. We conclude with lessons learned and directions for future research.