Why do women typically get arthritis when they are pregnant?

They don't. Pregnancy often has a protective effect against arthritis and flares of arthritis. This is partly due to the hormonal changes during pregnancy.
Most do not. Arthritis during pregnancy is not seen often. Some women have musculoskeletal discomfort due a change in posture during pregnancy.