Closes #ISSUE

We're hitting request size limits on the new larger dataset, so we need
to do pre-batching. A 16k chunk size was chosen arbitrarily but seems to
be a good tradeoff between number of chunks / within request size limit

Release Notes:

- N/A *or* Added/Fixed/Improved ...