I don't think you've actually done any hiring.

Companies don't need a "software engineer" x100.

Large companies have teams, and every team puts out a different job description based on their particular requirements, stack, desired experience, etc.

I've never encountered a scenario where someone wants engineers in bulk and then they'll decide where to place them within the organization.