Linear search best case is O(1) because: 1) Target found at first position, 2) Only requires one comparison, 3) Independent of array size, 4) Immediate return on first match, 5) Most efficient possible outcome, 6) No preprocessing required, 7) Same for sorted or unsorted arrays, 8) Common case when searching for frequent elements.