Cloud computing, which has grown in popularity in recent years, allows users to use computational resources remotely over the Internet. One of the trickiest issues about cloud computing is figuring out how efficiently, reliably, and securely map jobs which known as task scheduling. The effective performance of task scheduling is one of the most significant research issues in cloud computing. Numerous algorithms traditional, heuristic and meta-heuristic have been addressed to solve task scheduling in cloud computing. In this paper, we presented various meta-heuristic methods that proved to be the best technique for the task scheduling problem and discussed their limitation.