No. Once your K-ETA application has been submitted and is under assessment, it cannot be canceled.
After your application is received, it is reviewed in the order it was submitted. During the assessment process, you cannot cancel or modify your application. In addition, the application fee is non-refundable regardless of the assessment result.
If you are planning to travel to Korea, apply for K-ETA well before your departure.