There are notable similarities in the classical laws that govern the gravitational force and the electromagnetic force. Considering stationary point masses/charges, both the gravitational force and the Coulomb force follow inverse square laws: $$ F_g=G\frac{m_1 m_2}{r^2} $$ $$ F_C=\frac{1}{4 \pi \epsilon_0 }\frac{q_1 q_2}{r^2} $$ For the Coulomb force, each electrostatic charge has an electric field and it is the interaction of the two electric fields which create a force. This is analogous to the gravitational fields of masses, which also interact to bring about a gravitational force.
Magnetism has of course been shown to arise from the laws of electrostatics in a relativistic setting. See the Feynman Lectures on Physics, Volume II, Chapter 13-6: https://www.feynmanlectures.caltech.edu/II_13.html
If magnetism can arise just from the relativistic effects of moving electric charges, then why does gravitational magnetism not arise as a relativistic effect of moving masses? Physicists such as P. M. S. Blackett and Arthur Schuster did indeed propose notions of gravitational magnetism, although these were were not supported by experimental observations. Does the explanation, for why gravity and electromagnetism seemingly lack this commonality, require transcending the classical description of gravity?