In this essay, I will explore the interrelations and differences between the human and digital technology through the lens of surveillance and prediction modeling: the building of profiles. I will provide some philosophical considerations on surveillance and surveillance practices especially in light of datafication and digitalization – including some epistemological considerations with regard to the underlying assumptions in algorithmic construction of profiles and human identities. The starting point is accidental encounters with the same person in the streets of Copenhagen.