This chapter will introduce the data acquisition layer, designed for capturing heterogeneous data resources from the urban built environment. A lifecycle-based, stakeholder-oriented and interdependence-compliant data valuation framework is first presented, formulating a more holistic appreciation when designing data acquisition solutions for urban infrastructure. Meanwhile, common data sources for buildings, rail and road transportation, telecommunication networks, power grids and water supply networks are briefly described.