Martingale methods are used to study the almost everywhere convergence of general function series. Applications are given to ergodic series, which improves recent results of Fan [9], and to dilated series, including Davenport series, which completes results of Gaposhkin [12] (see also [13]). Application is also given to the almost everywhere convergence with respect to Riesz products of lacunary series.