Yes and no, assuming the amps output the same amount then I would agree the more expensive preamp matters more. I’ve done a similar thing with McIntosh gear, Rotel Preamps and Emotiva amps.
On La Scalas the Mac c47 preamp + Emotiva XPA2 amp sounded better then a Rotel Preamp with a MC275. The same was true with B&W 683s. The interesting thing is that the Rotel preamp with the XPA2 sounded better then the c47 + MC275 combo since those power hungry speakers needed a lot more power to come alive.
On La Scalas the Mac c47 preamp + Emotiva XPA2 amp sounded better then a Rotel Preamp with a MC275. The same was true with B&W 683s. The interesting thing is that the Rotel preamp with the XPA2 sounded better then the c47 + MC275 combo since those power hungry speakers needed a lot more power to come alive.