I have attempted to utilize network science tools for investigating topological structures of the Universe. In this talk, I provide an overview of network science and present the results of my three pilot studies applied to the data from COSMOS, Illustris, and NDWFS. Then, I briefly demonstrate and discuss about how we can apply the modern Big Data platform, Apache Spark, to astronomical data-driven problems.