Probably more likely inefficient data access patterns, such as N+1 queries, inefficient algorithms, lack of parallelism

no, 2 hours of addition on my cellphone at 2 gigahertz, 4 cores, and conservatively 3 additions per core per cycle would be 170 trillion additions

nobody needs 170 trillion additions for their nightly invoices