Took me a minute, but you are definitely
A pair of shoes
I begin with the last.
Either a newA pair of shoes begins where the last pair left off, or that each step beginscan be made with the previous.a last -- Credit to @h34
I can make 1 + 1 = 1.
1 shoe + 1 shoe = 1 pair of shoes
If you miss me, then I will make you shy.
If you forget your shoes you will be shy
My other side can be used as identification.
footprints are used in investigations
I can make things smaller.
Stepping on things can make them smaller. Also the fact that they make you taller can make other things smaller.
Sometimes I can upset you.
Tripping on shoelaces can aggravate you.