For scalar conservation laws driven by a rough path z(t), in the sense of Lions, Perthame and Souganidis in [34], we show that it is possible to replace z(t) by a piecewise linear path, and still obtain the same solution at a given time, under the assumption of a convex flux function in one spatial dimension. This result is connected to the spatial regularity of solutions. We show that solutions are spatially Lipschitz continuous for a given set of times, depending on the path and the initial data. Fine properties of the map z → u(τ ), for a fixed time τ , are studied. We provide a detailed description of the properties of the rough path z(t) that influences the solution. This description is extracted by a "factorization" of the solution operator (at time τ ). In a companion paper [26], we make use of the observations herein to construct computationally efficient numerical methods.