The last two decades have marked significant advancement in the genome editing field. Three generations of programmable nucleases (ZFNs, TALENs, and CRISPR-Cas system) have been adopted to introduce targeted DNA double-strand breaks (DSBs) in eukaryotic cells. DNA repair machinery of the cells has been exploited to introduce insertion and deletions (indels) at the targeted DSBs to study function of any gene-of-interest. The resulting indels were generally assumed to be "random" events produced by "error-prone" DNA repair pathways. However, recent advances in computational tools developed to study the Cas9-induced mutations have changed the consensus and implied the "non-randomness" nature of these mutations. Furthermore, CRISPR-centric tools are evolving at an unprecedented pace, for example, base- and prime-editors are the newest developments that have been added to the genome editing toolbox. Altogether, genome editing tools have revolutionized our way of conducting research in life sciences. Here, we present a concise overview of genome editing tools and describe the DNA repair pathways underlying the generation of genome editing outcome.