This chapter explores the use of ethnographic methods in work contexts with access challenges. It is clear that many workplaces (broadly defined) have pressing concerns over quality of work, but many of these can be difficult to explore in empirical research. This chapter will focus particularly on examples in the gig economy, discussing a gig work platform and its growing presence in the UK. Beyond the glossy customer app and worker recruitment, the issues with quality of work have become obscured. The requirement to navigate and traverse the city, in collaboration with algorithmic management structures, makes this particularly suitable for experimental ethnographic methods. This chapter critically explores the authors’ own ethnographic research into the quality of working for a platform, in particular looking at questions of sustained access and the robustness of data collection methods. The aim is to further open the discourse on researching the “gig-economy”.