This chapter provides an overview of past and present techniques for optical detection of galaxy clusters. It follows the progression of cluster detection techniques through time, allowing readers to understand the development of the field while explaining the variety of data and methodologies applied. Within each section we describe the datasets and algorithms used, pointing out their strengths and important limitations, especially with respect to the characterizability of the resulting catalogs. The next section provides a historical overview of pre-digital, photographic surveys that formed the basis for most cluster studies until the start of the twenty-first century. Section three describes the hybrid photo-digital surveys that created the largest current cluster catalogs. The fourth section is devoted to fully digital surveys, most specifically the Sloan Digital Sky Survey and the variety of methods used for cluster detection. We also describe smaller surveys, mostly for higher redshift systems. The fifth section gives an overview of the different algorithms used by these surveys, with an eye towards future improvements. The concluding section discusses various tests that remain to be done to fully understand any of the catalogs produced by these surveys, so that they can be compared to simulations.