It originated in Old English as "smyþ," which meant "one who strikes with a hammer." Over time, this evolved into "smith," specifically referring to someone who worked with metals, particularly iron.
Therefore, "Smith" is essentially a descriptive name for someone who practiced the craft of blacksmithing.