The omnipresence of charge density waves (CDWs) across almost all cuprate families underpins a common organizing principle. However, a longstanding debate of whether its spatial symmetry is stripe or checkerboard remains unresolved. While CDWs in lanthanum‐ and yttrium‐based cuprates possess a stripe symmetry, distinguishing these two scenarios has been challenging for the short‐range CDW in bismuth‐based cuprates. Here, we employed high‐resolution resonant inelastic x‐ray scattering to uncover the spatial symmetry of the CDW in BiSrLaCuO. Across a wide range of doping and temperature, anisotropic CDW peaks with elliptical shapes were found in reciprocal space. Based on Fourier transform analysis of real‐space models, we interpret the results as evidence of unidirectional charge stripes, hosted by mutually 90‐rotated anisotropic domains. Our work paves the way for a unified symmetry and microscopic description of CDW order in cuprates.This article is protected by copyright. All rights reserved