swap space is the space used as a "backstore" for all "modified" memory portions of the processes running on the system. Swap space ebing low means that the system cannot possibly allow more processes to be created from now on. Also, new memory request from the already running processes could fail after a while.
To solve this, as mentioned before, add a new device to swap.
Note: Sometimes, memory leak in certain applications can also lead to this situation.