Coastal seawater is the habitat of diverse microbial communities. These communities are affected by seasonal environmental changes and fluctuating nutrient availability, as well as competitive and cooperative interspecific interactions. The complex interplay of these factors affects elemental cycles and therefore, the environment, which in turn affects microbial communities. In this work, we investigated the seasonal dynamics of communities of eukaryotes, a major group of double-stranded DNA viruses infecting eukaryotes (i.e., Mimiviridae), as well as prokaryotes in the Uranouchi Inlet, Kochi, Japan. This inlet harbors several microalgae that recurrently form blooms throughout the year. We performed metabarcoding using ribosomal RNA genes and a Mimiviridae DNA polymerase gene as marker genes and counted cells of major algal species in 43 seawater samples collected during 20 months. Communities of eukaryotes, Mimiviridae, and prokaryotes characterized at the amplicon sequence variant (ASV) level showed similar seasonal cycles but differences in several aspects such as the recovery rate after a year. The ASV persistence level differed among eukaryote, Mimiviridae, and prokaryote communities. Mimiviridae ASVs were less persistent than were eukaryotic ASVs, and prokaryotic ASVs were the most persistent. These observations are discussed in the context of survival strategies of the major microbes in these three communities.