The article explores how connections between businesses affect productivity in cities. By analyzing data, the researchers found that improving urban industrial structures leads to higher labor productivity. Changes in city network structures, influenced by technology and national economic shifts, play a significant role in productivity growth. Additionally, human capital spillovers in urban networks impact productivity in different industries across cities.