This is the orb web spider Nuctenea umbratica, a species with a slightly flattened body which usually hides under bark and in crevices, see Walnut Orb Weaver Spider. It is commonly found on walls and fences in gardens and is harmless to humans.
Despite what you might think from much of the tabloid media, Britain does not have any dangerous spiders.