If you launch your service without knowing how much it costs to offer your service at the maximum rate it could be used, then this will definitely happen. Engineering directors need to require performance testing benchmarks and do the math to figure out where the ceiling is. If you happen to be "lucky" enough to scale very fast, you don't want to then bang your customer's heads repeatedly on a ceiling.