I want to ask if Apple store gift card is country-specific.

I want to ask if Apple store gift card is country-specific.

Yes

Can I use a USD apple store gift card in Hong Kong?

No.

See: If you can't redeem your Apple Gift Card or App Store & iTunes Gift Card

You can't redeem Apple Gift Cards or App Store & iTunes Gift Cards outside the country or region of purchase.