In this paper, we did a survey on FinFET based SRAM related device, circuit, and technology issues. As this is a novel and emerging technology to cope up with the technology scaling; therefore, we believe this literature review is much required and will help in future research in this area. The issues of optimized threshold voltage and supply voltage, metal gate work-function variation, surface orientation effect on circuit design, fin configuration optimization, independent gate-based design, asymmetrical designing concept, fabrication level optimization issues, tunnel FinFET, junctionless FinFET, pseudo-spin FinFET, etc. have been discussed throughout the paper.