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One (the dot product) is a scalar product (produces a number), while the other (the cross product) is a vector product -- producing a vector.
In the lab I talked about establishing a "local coordinate system" for motion (called the "Frenet Frame" -- you should really watch this video until 5:15, at least!).
Inspection of this figure will illustrate an important feature of planetary motion: Kepler's second law, which illustrates that a body in orbit about the sun will sweep out equal areas in equal times:
Furthermore this illustrates other important things: time-varying vectors, representing position relative to the sun and velocity of a planet in orbit about the sun; perpendicularity (notice the third vector, which is neither the tangent vector, nor the vector "connecting" the planet to the sun (which is at the origin of the coordinate system). That vector is part of the Frenet frame -- a localized coordinate system on the rotating planet.
It also illustrates the calculation of an area in polar coordinates.
The Frenet frame includes another (third) direction, which will be perpendicular to the plane of the planet's motion. That vector extends out of the plane of motion. It is the cross-product that permits us to construct that vector.