The sharp increase of research passion in the new-generation solar cells in recent years has resulted in a new trend in combining multiple types of energy devices in a single device. In view of the enhanced and/or diversified function of integrated devices, as compared with conventional devices with limited performance or sole applicability, many integrated power packs have been widely developed by combining different devices, such as a silicon solar cell (SSC), Cu(In,Ga)(Sn,Se)₂ (CIGS), organic solar cell (OSC), dye-sensitized solar cell (DSSC), perovskite solar cell (PSC), lithium-ion battery (LIB), nanogenerator (NG), supercapacitor (SC), photoelectrosynthetic cell (PESC), and electrolysis cell (ELC), into one unit. In this Review, with a particular emphasis on their recent advances, we cover the integrated solar cell device research in a broad sense and provide an overview of state-of-the-art progress on the integrated solar cell devices based on DSSC and PSC, such as DSSC/LIB, DSSC/SC, DSSC/NG, DSSC/LIB/NG, PSC/OSC, PSC/CIGS, PSC/PSC, PSC/SSC, SSC/SC, PSC/SC, OSC/SC, DSSC/PESC, PSC/PESC, and PSC/ELC, for energy harvesting and storage that are significantly important for self-powering systems and portable/wearable electronics. Finally, the challenges and future outlooks in this promising photovoltaic (PV) field are featured on the basis of current development.