Does anyone know how I could get the transaction logs of an nft? having the address of the collection and the token ID.
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Yes, you can use something called an API. Different DApps and/or Apps have their own API's.
Here is a list of some NFT API docs you can try:
OpenSea API: https://docs.opensea.io/reference/api-overview
ICY Tools API: https://docs.icy.tools/developer-api/api-reference
You will then need to get an API key, connect to the API and use their given functions to interact with the API and get the data back :)