On 29 August 2020, upon his return to Arsenal from Northampton Town, Olayinka was named an unused substitute in the 2020 FA Community Shield, which Arsenal clinched a 5–4 victory over Liverpool in the penalty shootout after the match was 1–1 after 90 minutes.