Magnetic skyrmions, topological‐chiral spin textures, have potential applications in next‐generation high‐density and energy‐efficient spintronic devices for information storage and logic technologies. Tailoring the detailed spin textures of skyrmions is of pivotal importance for tuning skyrmion dynamics, which is one of the key factors for the design of skyrmionic devices. Here, the direct observation of parallel aligned elliptical magnetic skyrmions in Pt/Co/Ta multilayers with an oblique‐angle deposited Co layer is reported. Domain wall velocity and spin–orbit‐torque‐induced out‐of‐plane effective field analysis demonstrate that the formation of unusual elliptical skyrmions is correlated to the anisotropic effective perpendicular magnetic anisotropy energy density (Keffu) and Dzyaloshinskii–Moriya interaction (DMI) in the film plane. Structural analysis and first‐principles calculations further show that the anisotropic Keffu and DMI originate from the interfacial anisotropic strain introduced by the oblique‐angle deposition. The work provides a method to tune the spin textures of skyrmions in magnetic multilayers and, thereby, a new degree of freedom for the design of skyrmionic devices.