Business question: What are your practices for using the BG/NBD model in terms of size of training, and how you scale to larger datasets?

I missed the main point of your question! Sorry about that. Are you just using the .find_MAP method for the MAP? Also, @ColtAllen can you recommend some reads re: the conjugate prior assumptions for BG/NBD and Pareto/NBD?