BEIJING—China’s exports surprisingly accelerated last month, suggesting a pickup in global demand for Chinese goods after a drop-off late last year.

Exports surged 9.1% from a year earlier in January, according to data from the General Administration of Customs released Thursday. January’s rise reverses a 4.4% decline in December and beat the expectations of many economists, who had forecast another decrease.

Imports,...