Have you ever entertained the idea of developing your own library for data science related tasks to be used among your team or organization? If so, phrases like "don't recreate the wheel" also probably came to mind. This talk will address compelling arguments on both sides of the topic while telling the story of why we at Aetna ultimately decided to do just that and what we learned along the way.