Spurs are expected to have a scout to watch the 22-year-old in action again on Wednesday in the Champions League clash between Dortmund and Arsenal.
Kagawa has also been linked with the likes of Villarreal, Udinese and Valencia.
Borussia Dortmund are looking for around £9million for Kagawa.