The data schema will natively include important asset management attributes for pipes, such as material and installation year. Capturing this information is crucial for long-term capital planning and rehabilitation studies. It enables powerful workflows, such as automatically assigning pipe roughness based on age and material, or identifying pipes that are due for replacement.