The radical emulsion copolymerization of vinylidene fluoride (VDF) with perfluoromethyl vinyl ether (PMVE), initiated by potassium persulfate in the presence or absence of a surfactant is presented. The surfactant used in this copolymerization was 3-hydroxy-2-trifluoromethyl propanoic acid (MAF-OH). The VDF mol% ranged between 60 and 90 mol%. Molar masses up to 103 000 g mol−1 with wide dispersities (Đ > 2) were produced with yields up to 74%. The composition of the resulting poly(VDF-co-PMVE) copolymers was determined by 19F NMR spectroscopy. Under certain conditions (60% VDF mol% in the autoclave inlet, MAF-OH and a low total monomer concentration), the produced latexes were stable and showed an average particle size of ca. 200 nm, as observed using a Zetasizer and a cryo-TEM. Semi-crystalline copolymers were obtained when the VDF mol% was higher than 80 mol%. These copolymers exhibit high thermostability (their degradation under air started at 400 °C). A central point 23 factorial experimental design was conducted aiming at the identification of the influence of the parameters on the reaction and the end-use properties of the polymers. Most of the studied properties were highly influenced by the VDF mol%. The highest molar mass was obtained using 90 mol% VDF in the feed, no surfactant, and a total monomer molar amount of 208 mmol, while the highest dispersity was obtained using 60 mol% VDF in the feed, no surfactant, and a total monomer molar amount of 208 mmol.