Kalamata olives, capers, and miso are all excellent vegetarian substitutes for anchovies! Seaweed is another option too. We know we didn’t mention it but we didn’t think it packed enough flavor to be worthy of this list. If you’re in a pinch and that’s all you’ve got on hand though, throw it in!