The ongoing cash back bonus (1%, 2% of purchases, etc.) is a discount or rebate of the merchant fee charged to merchants by the bank, and is not taxable. The initial signup bonus is generally considered taxable. This Forbes article seems to get it right on both sides.
https://www.forbes.com/advisor/credit-cards/are-credit-card-rewards-taxable/
