The midfielder, 18, has penned a long-term contract for an undisclosed length.
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Byrne has been with Spurs since the age of seven and is a regular with the U18 team this season.
The youngster has seen action in the UEFA Youth League this term.
Byrne has also been capped by Republic of Ireland U18s over the past 12 months.