Thanks Grant for for advice . The issue has been identified . withnoinit command was part of the backup job which was causing to append the backup file to the backupset , hence the 32 GB backup.My recobery model is full. I have regular log backups and even truncate logs after changing the recovery model.

Once again thank you all for your time !