One of the main issues in General Relativity are the global properties and possible singularities of spacetimes containing matter. We present results where possible singularities in the solutions of the coupled Einstein-Vlasov system are not due to a break-down of the matter model, but are genuine spacetime singularities. Hence the Vlasov equation provides a particularly suitable matter model in this relativistic context.