Found this shop that serves tasty Tempura Tendon. Crunchy but Not oily. It had 2 pieces of shrimp tempura and 2-3 pcs veg tempura over rice and cold cha soba set.
I wanted to order more shrimp tempura (without rice) but all they had was a seafood tempura (shrimp, squid and fish) which was too much for me. All in for less than 1,200yen.
Will definitely return back for more when I'm back in Japan.