Labetalol is preferred in pregnancy due to its safety profile. Unlike other antihypertensive drugs that may have teratogenic effects (harmful to the fetus), labetalol is generally considered safe. It effectively reduces blood pressure without significantly affecting uteroplacental blood flow, which is vital for fetal health.