“It’s not glamorous and it won’t help your resume, but one big server will serve you well.”
An AWS m6a.metal runs about $6,055 a month. A comparable OVHCloud box rents for $1,318. One server now holds 128 cores and 8 TB of RAM, more than almost any web service needs. The cloud sells you scale you will never use, at four times the price.