The loose, broken, collapsed and water-sensitive formations are often encountered while drilling in the sedimentary formations. Along with the appearance and development of non-solid drilling fluid technology, effective solutions are provided to overcome difficulties in sedimentary rock drilling. This paper introduced the research on non-solid drilling fluid technology and its application effect in complex sedimentary formation drilling by application example.