Firefighters are currently tackling a blaze at Cafe Bakehouse in High Street, Witney.
Three fire engines and Thames Valley Police officers are at the scene.
An eyewitness said police had cordoned off about five shops, including the 99p Store.
She said the road smelt strongly of fat.
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