Stranraer made it three games unbeaten despite riding their luck at Galabank.
Both sides had chances, with Annan only denied by the woodwork and Josh Walker shooting wide from close range in the closing stages, but it remained goalless after 90 minutes.
Next for the Blues is a trip to Bonnyrigg Rose on Saturday 1 April.
