Spark handling parallel requests

Hi ,
i am using Scala , doing a socket program to catch multiple requests at same time and then call a function which uses spark to handle each process , i have a multi-threaded server to handle the multiple requests and pass each to spark , but there's a bottleneck as the spark doesn't initialize a sub task for the new request , is it even possible to do parallel processing using single spark job ?

Best Regards,