You could transition to SDE but you’d likely first need to become CSE (Associate -> Engineer), otherwise it’s less likely hiring managers consider your application.
Also, since it’s a completely different job family, you’ll be going through the full interview loop (almost the same as an external candidate, except for BR).
CSA is a great role for someone who starts their career in tech but if you already have experience just prep for a SDE interview.