The article discusses three electoral cycles in Georgia: 2012, 2016, and 2020. Among the main issues in the political party programs that make the parties different are the territorial integrity of the country, relations with Russia and the collective West, as well as issues of economic stability that has become even more sensitive in the context of the coronavirus pandemic. Given these facts, the author seeks to understand how electoral support for the parties changed during the last three electoral cycles in Georgia municipalities. Besides, the author tries to uncover some possible patterns of electoral behavior that are closely connected with the present cleavages in Georgian society and economic situation. In order to answer the questions, the author used non-spatial models of spatial analysis. Firstly, the transformation of electoral preferences in Georgian municipalities is characterized with the use of cartograms of box blots of voting for Georgian Dream, United National Movement, and Alliance of Patriots of Georgia. Secondly, the author used multi-variable analysis on the basis of parallel coordinate plot (PCP) in order to analyze the voting patterns. When conducting the analysis, such indicators were included as the unemployment rate in municipalities, Georgian, Armenian, Azerbaijani, Russian, and Ossetia population, as well as Orthodox, Armenian Orthodox, and Muslim population. Electoral choice in Georgia is determined, among others, by the spatial factor, the ethnic and religious composition of Georgian municipalities, their economic indicators, as well as their position on the map, i.e., which country borders a particular Georgian municipality. Little support for United National Movement is shown by municipalities that border the Russian Federation excluding Kakheti. Besides, municipalities with a big proportion of Armenian population also show low electoral support for the party. At the same time, municipalities bordering Turkey actively vote for United National Movement. As for Georgian Dream, Georgians in municipalities bordering Abkhazia and South Ossetia, as well as along the Russian border, highly support the party since one of its core issues on the agenda is recreating the territorial integrity of the state. However, Kakheti and Mtskheta-Mtianeti show low electoral support for the party. In addition, this party promotes the idea of expanding economic and political ties with Turkey, albeit the bordering municipalities are not enthusiastic about the idea and grant lower support for the party as a result. Municipalities on the Russian, Turkish, and Armenian border at the same time show high support for Alliance of Patriots of Georgia, which is connected with religious, ethnic, political, and economic cleavages.