With the emergence of spatial alienation, segregation, and other non-equilibrium problems in tourism development, spatial justice has gradually received attention. Using the Web of Science and the CNKI database as data sources, this article reviews the academic history of spatial justice research in tourism in both domestic and foreign contexts, presents the development progress and research contents of this field using a chart visualization method, and reviews and proposes several research foresights and expectations. The findings are as follows. The history of introducing spatial justice into the field of tourism research is not yet long. It has gone through three stages: initial exploration, undulating development, and steady development. Research on tourism spatial justice has mainly focused on connotations, differentiated stakeholder demands, the phenomenon of spatial injustice, and the paths for realizing tourism spatial justice. Further in-depth research on its internal specific requirements and generative logic has yet to be conducted. Current research methods are mainly qualitative and lack exploratory validation and other quantitative research methods. Subsequent research should strengthen the combination of quantitative and qualitative research methods and intensify empirical and confirmatory studies. The relationship between tourism spatial production, spatial justice, and spatial injustice problems should be further discussed to enhance the practical guidance of tourism spatial justice theory. The following research prospects are proposed. (1) Distinguishing between original and institutional issues in tourism spatial justice. (2) Besides social justice, tourism spatial justice should also consider multidimensional aspects, such as environmental, cultural, and economic dimensions. (3) In terms of intergenerational equity, protecting the survival resources of future generations while meeting contemporary needs should be emphasized. (4) Community participation, governance, and sustainable livelihoods are essential for implementing spatial justice in tourism. (5) Space governance and policy regulations are important measures for securing tourism spatial justice, but their comprehensive effects also need to be considered.