What is the explanation for the shape of the Zener avalanche effect?
The breakdown event involves a very fast pulse of current. Any circuit of nonzero size also has nonzero inductance. That voltage "spike" you're pointing to is the result of that current pulse interacting with that inductance.

$$V = L\frac{d i(t)}{d t}$$