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Looks like the song length is roughly ~3 minutes longer than other sources so the silent part was likely added to the track somehow.
Hi @2chengz, welcome to the Spotify Community!
Can you send us the Spotify URI of the song? Just right-click the track > Copy Spotify URI
Also, let us know what device, operative system and spotify version you're using.
Keep us posted.