The adverbial pronoun y is standing in for à + [destination] in this example: https://kwiziq.learnfrenchwithalexa.com/revision/grammar/the-adverbial-pronoun-y-means-there
The point is that you can't say : ... mais finalement je suis allé à pied.
I hope this helps, Bonne continuation !
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