Does the venous blood enter right atrium?

Yes, the venous blood enters the right atrium.

The systemic circulation begins with the left ventricle pumping oxygenated blood through the aorta to the rest of the body. The deoxygenated blood from the body returns to the heart via the superior and inferior vena cava, which empty into the right atrium.