Thank you for your comment.

As far as I have read, this isn't a bad practice. What will you do in case you don't even have test data with you while training? You will obviously scale using the training data only.

I would love to see more resources to enhance my knowledge base. The link provided by you have a lot of contradicting comments so it is difficult to consider that.