I think with one dimensional data, no need for the deep CNN.

Yes, one dimensional data can be used for CNN. It has been used for analyzing sequential data in comparison to LSTM/ RNN. You can put the features or flattened image as input to the network

You can use LSTM .

https://towardsdatascience.com/predicting-stock-price-with-lstm-13af86a74944

@Vipul Chudasama, thanks for the information