Entity Linking (EL) associates the entities mentioned in a given input text with their corresponding knowledge-base (KB) entries. A recent EL trend is towards multilingual approaches. However, one may ask: are multilingual EL approaches necessary with recent advancements in machine translation? Could we not simply focus on supporting one language in the EL system and translate the input text to that language? We present experiments along these lines comparing multilingual EL systems with their results over machine translated text.