predict the probability of a customer’s interest and optimize the ranking of results. The diversity of products demands that we employ modern regression techniques like trained random forests of decision trees to flexibly incorporate thousands of product attributes at rank time. The end result of all this behind-the-scenes software? Fast, accurate search results that help you find what you want. All the effort we put into technology might not matter that much if we kept technology off to the side in somesort of R&D department, but we don’t take that approach. Technology infuses all of our teams, all of our processes, our decision-making, and our approach to innovation in each of our businesses. It is deeply integrated into everything we do. OneexampleisWhispersync, our Kindle service designed to ensure that everywhere you go, no matter what devices you have with you, you can access your reading library and all of your highlights, notes, and bookmarks, all in sync across your Kindle devices and mobile apps. The technical challenge is making this a reality for millions of Kindle owners, with hundreds of millions of books, and hundreds of device types, living in over 100 countries around the world—at 24x7 reliability. At the heart of Whispersync is an eventually consistent replicated data store, with application defined conflict resolution that must and can deal with device isolation lasting weeks or longer. As a Kindle customer, of course, we hide all this technology from you. So when you open your Kindle, it’s in sync and on the right page. To paraphrase Arthur C. Clarke, like any sufficiently advanced technology, it’s indistinguishable from magic. Now,ifthe eyes of some shareowners dutifully reading this letter are by this point glazing over, I will awakenyoubypointing out that, in my opinion, these techniques are not idly pursued – they lead directly to free cash flow. Weliveinaneraofextraordinary increases in available bandwidth, disk space, and processing power, all of which continue to get cheap fast. We have on our team some of the most sophisticated technologists in the world – helping to solve challenges that are right on the edge of what’s possible today. As I’ve discussed many times before, we have unshakeable conviction that the long-term interests of shareowners are perfectly aligned with the interests of customers. Andwelikeitthat way. Invention is in our DNA and technology is the fundamental tool we wield to evolve and improve every aspect of the experience we provide our customers. We still have a lot to learn, and I expect and hope we’ll continue to have so much fun learning it. I take great pride in being part of this team. Asalways, I attach a copy of our original 1997 letter. Our approach remains the same, and it’s still Day 1. Jeffrey P. Bezos Founder and Chief Executive Officer Amazon.com, Inc.
Amazon Shareholder Letters 1997-2020 Page 53 Page 55