In oracle, permissions are usually set using user roles. For sure you have user roles created for your application. Just grant select permission on that table into a user role that has been granted to a user.
Ex. grant SELECT on <table_name> to <query_role>
OR
you can create a new role.
create role query_role;
grant SELECT on my_data to query_role;
grant query_role to <userid>;