what is the difference between standard error and sampling error?
You have misunderstood the concept of sampling error. Sampling error is the error that is incurred when the statistical characteristics of a population is estimated from a sample of the population due to the choice of sample. As a concept this is distinct from the standard error, which you understand correctly.