Prueba este código:
public String getBugList(int amount) {
Connection con = DatabaseConnection.getConnection();
String query = "SELECT submitter, report FROM bugs_log ORDER BY id DESC limit ?";
try(PreparedStatement ps = con.prepareStatement(query)) {
ps.setInt(1, amount);
}
}