The vast advantages of 3D modelling industry have urged competitors to improve capturing techniques and processing pipelines towards minimizing labour requirements, saving time and reducing project risk. When it comes to digital 3D documentary and conserving projects, laser scanning and photogrammetry are compared to choose between the two. Since both techniques have pros and cons, this paper approaches the potential issues of individual techniques in terms of time, budget, accuracy, density, methodology and ease to use. Terrestrial laser scanner and close-range photogrammetry are tested to document a unique invaluable artefact (Lady of Hatra) located in Iraq for future data fusion scenario. Insight investigations of the factors affecting data processing and modelling in individual comparing techniques are discussed and analysed. Qualitative and quantitative statistical analysis was applied based on multiple criteria, such as level of automation (LOA), accuracy and point cloud integrity towards the adaption of data fusion approaches and co-registering frameworks for optimal deliverables.