Much biodiversity data is collected worldwide, but it remains challenging to assemble the scattered knowledge for assessing biodiversity status and trends. The concept of Essential Biodiversity Variables (EBVs) was introduced to structure biodiversity monitoring globally. Here, the challenges of a ‘Big Data’ approach to building global EBV data products across taxa and spatiotemporal scales is assessed, focusing on species distribution and abundance.