In a first step towards investigating the lateral fuel mixing in fluidized bed (FB) boilers, this work applies digital image analysis to study the bubble flow properties in a 2D FB unit. The work investigates the influence of gas-distributor pressure drop, bed height and fluidization velocity on the volume fraction and lateral distribution of bubbles.