I say it frequently and I hear it very frequently in the, in the - oh dear, what's the name of that country again? Ah yes - in the UK.
If something is really bad, or for ironic effect, you can say "oh dear oh dear" or just "dear oh dear".
I don't know if this is common in other English-speaking countries.