Crawl budget mostly matters for large sites with tens of thousands of URLs. Small sites are usually crawled fully.
Duplicate URLs, endless filter combinations, and slow servers waste it.
Why it matters when you launch
For most new products, crawl budget isn't the bottleneck; getting linked and submitting a sitemap is.