Then one makes the judgement call: cost of testing w/ production-like data > cost of potential production issues and decide whether it's prudent to omit o

Then one makes the judgement call: cost of testing w/ production-like data > cost of potential production issues and decide whether it's prudent to omit or scale down the tests.