<p>Autophagy is a critical regulator of cellular homeostasis. The proteins involved in autophagy orchestrate the functions to strike the balance between cell survival and cell death in context-specific situations like aging, infections, inflammation and most importantly carcinogenesis. One of the major dead-locks in cancer treatment is the development of resistance to the available drugs (multi-drug resistance) as well as immune-suppressions in patients. Different studies over time have shown that&#xa0;autophagy&#xa0;is being involved in chemotherapy by working hand in hand with apoptosis or drug resistance through proliferative signals. Resistance to various drugs, such as, Cisplatin, Vincristine, Tamoxifen (TAM) occurs by epigenetic modifications, changed expression levels of microRNAs (miRNAs/miRs), and long non-coding RNAs (lncRNAs), which are regulated by the aberrant autophagy levels in lung, and breast cancers. More interestingly in the tumour microenvironment the immune suppressor cells also bring in autophagy in different pathway regulations either helping or opposing the whole carcinogenesis process. Macrophages, T cells, B cells, dendritic cells (DCs), neutrophils, and fibroblasts show involvement of autophagy in their differentiation and development in the tumor microenvironment (TME). Here, this extensive review for the first time tries to bring under a single canopy, several recent examples of autophagy-mediated immune regulations and autophagy-mediated epigenetically regulated drug resistance in different types of cancers.</p> Graphical abstract <p></p>