POWER OF ATTORNEY

Know all by these presents that the undersigned, does hereby make, constitute
and appoint each of Kevin Stein, Thomas Mayrhofer, Erika Gray, and Kristin Noll
or any one of them, as a true and lawful attorney-in-fact of the undersigned
with full powers of substitution and revocation, for and in the name, place and
stead of the undersigned (in the undersigned's individual capacity), to execute
and deliver such forms that the undersigned may be required to file with the
U.S. Securities and Exchange Commission as a result of the undersigned's
ownership of or transactions in securities of EJF Acquisition Corp. (the
"Company") (i) pursuant to Section 16(a) of the Securities Exchange Act of 1934,
as amended, including without limitation, statements on Form 3, Form 4 and Form
5 (including any amendments thereto) and (ii) in connection with any
applications for EDGAR access codes or any other documents necessary or
appropriate to obtain codes and passwords enabling the undersigned to make
electronic filings with the Securities and Exchange Commission, including
without limitation the Form ID. This Power of Attorney shall remain in full
force and effect until the undersigned is no longer required to file Forms 3, 4
and 5 with regard to his or her ownership of or transactions in securities of
the Company, unless earlier revoked in writing. The undersigned acknowledges
that Kevin Stein, Thomas Mayrhofer, Erika Gray, and Kristin Noll are not
assuming any of the undersigned's responsibilities to comply with Section 16 of
the Securities Exchange Act of 1934, as amended.

                                        By: /s/ Brian P. Brooks
                                            --------------------------
                                        Name: Brian P. Brooks


                                        Date: February 16, 2021