How do you handle migrations with a large number of records?

For migrations with a large number of records, we work in batches, with logs, checkpoints, and the ability to resume without duplicating data. We first estimate time and load, then run tests on a separate environment. The final import is accompanied by count checks, sums, samples, and an error report.