I am using EtherScan API for finding Ethererum Stats however I see no option to find details for a particular transaction. How can I do the same?
If you go to the EtherScan Transaction API it says the version is Beta. So they may not have implemented it yet.
You may use the EtherChain Transaction API, they have it implemented to get a transaction by hash.
Transactions - GetTransaction
Returns a transaction by its hash.
Parameter Field:id, Type: String, Description : The hash of the transaction.