Exhibit 23

Consent of Independent Registered Public Accounting Firm

We consent to the incorporation by reference in the registration statement (No. 333-236049) on Form S-8 and the registration statement (No. 333-236501) on Form S-3 of our report dated March 10, 2022, with respect to the consolidated financial statements of Accel Entertainment, Inc.

/s/ KPMG LLP

Chicago, Illinois

March 10, 2022