Next to nothing is an overstatement, er, understatement.
Be prepared to pay like 50% of retail +/-25% depending on what the product is. You pay a lot for the convenience of them holding inventory so you can just walk in and buy things on any given day.
If you want real savings auctions and classifieds are where they're to be found but obviously there's tons of overpriced stuff there too.
You will find different economies by the product, the two I listed are specifically ones that tend to be available for well below what you are saying. For instance, a new steel bookcase from Hon or Sandusky is $400-$800 depending on dimensions and you undergo a lot of stress dealing with shipping contractors probably damaging it. If you roll up in a pickup, or with a trailer or moving truck you can get them yourself for $25-50 in my metro area. Training tables are a similar affair, too heavy and awkward to sell widely but universally available and great to repurpose for shop use. Someone else mentioned cubicles, those tend to be way sub-priced even from name brands like Herman Miller because they are "out of style" -- if you have a large space it is a bargain entry for a high end office set.
If you want something desirable to a wide swath of people like a Herman Miller Aeron chair, yeah expect to pay for it. But if you are flexible, you can find deals. I got Steelcase Leaps for my workspaces when they were not well known for $200 and think they are a better chair than the more recognizable Herman Miller ones..
Auctions are great but they are by nature hit or miss. Preview access is sometimes limited so it's more of a gamble than even a used retail purchase and you may need to take and figure out what to do with a bunch of something when you wanted a smaller quantity.
Be prepared to pay like 50% of retail +/-25% depending on what the product is. You pay a lot for the convenience of them holding inventory so you can just walk in and buy things on any given day.
If you want real savings auctions and classifieds are where they're to be found but obviously there's tons of overpriced stuff there too.