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I have a simple question about canceling a transaction on Ethereum,
when we try to cancel a transaction and it is successfully canceled, to the transaction fee we were able to use when we first initiate the transaction will also get back in our wallet? Like nothing happened, no Ethereum was deducted on the wallet I used?

I run it with data for last 30 days. It is a very raw overview and I hope you can find something useful.

Gas_used and Gas limit (19/8/2020 - 19/9/2020) on ETH network

Clear and brief explanation, you deserve some accolade, I learnt today.
If you have ever been stucked with a pending transaction on ethereum network, you will value what OP has posted. The congestion on ethereum blockchain has made everything becomes difficult to use their network , I could remember last year how easy and fast it was to make a transaction but the recent rush on DeFi has made it hilarious. Requiring an average $8-$10 to make a transaction is ridiculous compare to the services of traditional banks who offer same service to move funds.
The delay on Eth2.0 has made the whole thing a mess. I prefer tron with USDT transactions.

Solid guide for sure, but these services (like MM for example) should really try to provide one-click solutions to these kind of issues as most of crypto newcomers are not tech savvy enough to execute those mentioned processes/steps, even if they seems quite easy at first glance.

Yes true, it makes sense to replace a pending transaction with a new one, on the other hand, for a transaction that has been confirmed as successful, something that is processed in that transaction is already placed in the recipient's wallet.