Another product of Strathallan, the prop guided his side to a Schools Cup victory after defeating rivals Glenalmond College in the 2018 Final.
Walker's uncle is former Scotland international Sean Lineen.
The prop was named in the Scotland squad for the 2018 World Rugby U20 Championship in France.