Technically, no. For practical purposes, ya need to be a judge, a law professor, or an extremely senior lawyer. Gorsuch, Kavanaugh, and Barrett (Trump's 3 picks) were all judges in the Federal appellate courts, one step down from the Supreme Court.
Flipside, back in the FDR administration...