Ollie's Bargain Outlet Holdings, Inc. delivered strong Q4 results, with revenue and profits significantly exceeding analyst expectations. OLLI's growth is driven by aggressive store expansion, robust loyalty program gains, and higher customer spending per transaction. Management projects 2026 revenue of $2.985–$3.015 billion and adjusted net income of $270–$277 million, implying continued double-digit growth.