Functional genomics is an emerging field focused on elucidating the functions of genes or proteins, which can help solve challenges related to reliable cancer therapy. One of the main challenges currently faced by cancer therapy is the variations in the number of mutations in patients, leading to drug resistance and cancer relapses. Drug intrinsic or acquired resistance, is generally associated with most cancer relapses. There are advanced tools that can help identify the mutant genes in cancer tissues causing cancer drug resistance (CDR). Such tools include but are not limited to DNA and RNA sequencing as well assynthetic lethality gene screen (CRISPR)-based diagnosis. This review discusses the role of functional genomics in understanding CDR and finding tools for discovering drug target genes for cancer therapy.