I know why they got rid of it - and Amazon has this problem all over the place, but some products just sit, while others, with really no difference just fly off the shelves.
But if you just bought 1984 for example, there's a good chance you'd also want to buy WE, Brave New World, Erewhon, etc. The algorithm made sense for the book store, but it makes less sense for the "Everything Store".
My recommendations right now have seven separate ten-dollar tire valve extenders, two screen protectors from the same brand (only one of which is for my phone- and that one I already bought!), a $1,000 drone i accidentally clicked an ad for last week, two more screen protectors from other brands, four Qi chargers, and five cases for my phone (I already purchased a case for my phone through Amazon).
Very persuasive!
i have!
Instead, the thing that got me to use Amazon was that it provided you with access to a long tail of books—and later, other stuff.
Bookstores and record stores did do "special orders", but there was a lot of friction in the process. You'd have to find out about the book, visit the store (twice!), and if what you wanted was even available, you would wait a few weeks for your order to be bundled in with the next shipment from the publisher.
Amazon removed all of that—and the reviews even made it less risky. Want to read the next book in a series? Check out the reviews and if you want it, done deal! Need some obscure technical title? It'll be AT YOUR HOUSE next week.
When I was much younger (pre-teens and teens), I was a voracious reader and would spend a lot of time at the library. But even there, I would mostly stick to the long-running series that I knew well, or prolific authors that I knew I liked.
Some places feel "well-curated": they may not have a ton of books, but it seems like the books they do have were carefully chosen. Maybe there are "theme" collections (local authors, ghost stories for grownups, Russian authors", etc) or well-read staff members making recommendations. I love browsing these places.
Other places seem to go with the "pile of books" approach. There's a lot of them, roughly organised ('fiction') and many of them are obvious tat ('Lose Weight the Dr. Oz Way' or something. I find it easy to leave these places without buying anything.
I'd really be interested in a graph that showed some growth metric like revenue or number of orders plotted against a timeline of when Amazon introduced certain features. I remember seeing one for Facebook that was really illuminating.
These days I find the recommendations pretty useless and have a slightly different opinion of buying products there just to help out the company.
That's generally not a useful bias to base beliefs off of :)
In this case, the thing that made Amazon so great, before Prime existed, was that it had the "Things you might also like" section.
AFAIK it was one of the first online stores that used machine learning to recommend new and related items you didn't realize you wanted and to have user ratings for each item.
It was especially powerful for books/movies/music just due to the sheer volume of different titles that makes it hard to find new content you might like.
There are a lot of retailers that had the logistics and infrastructure for online sales, but the kind of marketing that Amazon did for up-selling was wholly new and something that could only be done online. So even if Sears could do it, it wasn't obvious back then to anyone that they should do it or how to do it.
Even now, the Walmart and Target web stores recommendations are just ok compared to Amazon. Even eBay seems less comprehensive in its recommendations.