We study optimal polynomial approximants (OPAs) in the classical Hardy spaces on the unit disk, H p (1 < p < ∞). For fixed f ∈ H p and n ∈ ,ގ the OPA of degree n associated to f is the polynomial which minimizes the quantity ∥q f − 1∥ p over all complex polynomials q of degree less than or equal to n. We begin with some examples which illustrate, when p ̸ = 2, how the Banach space geometry makes the above minimization problem interesting. We then weave through various results concerning limits and roots of these polynomials, including results which show that OPAs can be witnessed as solutions of certain fixed-point problems. Finally, using duality arguments, we provide several bounds concerning the error incurred in the OPA approximation. 1. Introduction 267 2. Preliminaries and geometric oddities 269 3. Limits and continuity 274 4. Error bounds and duality arguments 285 References 294 MSC2020: primary 30E10; secondary 46E30.