A vehicle routing problem with distribution uncertainty in deadlines

•A vehicle routing problem with distribution uncertainty in deadlines.•Development of a distributionally robust optimisation framework.•Approximation to the chance constraint with Conditional Value-at-Risk.•Proposal of a relaxation to the rather conservative approximation.•Development of an iterative algorithm to find the right relaxation level.