The gong in the title sequence is the same one used to summon King Kong six years earlier.
When Annie the elephant shakes a rope bridge while Cutter and Gunga Din are trying to cross it, the bridge was eight feet off the ground. The background was a realistic painting of a chasm.
Budgeted at $1.915 million, this was the most expensive film RKO had produced to that date. It was nearly $500,000 over budget.