Non-negative measurable functions integrals based on possibility measures and max-measures, including Sugeno integral and Shilkret integral, are introduced. Possibility measures of fuzzy events are studied and their integral representation is investigated. A key role is played by possibility measures fulfilling the countable chain condition, whose structure is investigated, too.