I suspect the difference in experience relates to the idea that a recent homebuyer is valuable marketing product. OP is probably getting flooded because of financial circumstances.
I agree that discovery is broken. I too cannot find a brand or organic non-toxic children’s furniture except by very roundabout searching through similarities on Amazon, etc.