A contactor includes a random packing arrangement in several compartments. The compartments can be delimited by perforated plates or by structured packing walls.A heat and/or material exchange column is equipped with such a contactor. A floating structure includes such a column. A column equipped with such a contactor can be used for a gas treatment, CO2 capture, distillation or air conversion process.