Could be your cookies and internet history leading to that.
I only have an Instagram because my gf wanted me to get one. I don't post anything, but I occasionally peak in everywhere day for 5 seconds to look at something she posted.
Anyway, back on topic, my suggestions section tends to be about some item i was Googling or bought in the past month or 2.