How to get output linked to input in SPV node?

How to get output linked to input in SPV node?

We're working on bitcoin SPV wallet. After setting bloom filter, we only get merkle blocks, and transactions that match the hashes we set plus some false positives.

If a transaction is where we SEND coins, we can calculate a fee of that transaction, because we also HAVE previous transaction holding an output we spent.

But, if a transaction is where we RECEIVE coins, then we can't calculate the fee. Because, we DON'T HAVE previous transaction holding someone's output which he spent.

As far as I know, there's no way to request single transaction from peers.

How can we get previous transaction or at least it's output's value?

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