Background: South Africa aims to eliminate malaria transmission by 2023. However, despite sustained vector control efforts and case management interventions, the Vhembe District in the Limpopo Province remains a malaria transmission hotspot. To better understand Plasmodium falciparum transmission dynamics in the area, this study characterised the genetic diversity of parasites circulating within the Vhembe District.Methods: A total of 1153 falciparum-positive rapid diagnostic tests (RDTs) were randomly collected from seven clinics within the district, over three consecutive years (2016, 2017 and 2018) during the wet and dry malaria transmission seasons. Parasite genomic material was isolated from the RDTs and parasite genetic diversity was characterised using 26 neutral microsatellite markers. Differences in genetic diversity were described using a multiparameter scale of multiplicity of infection (MOI), within-host diversity metric (Fws), number of unique alleles (A), expected heterozygosity (He), multilocus linkage disequilibrium (LD) and genetic differentiation (Wright's F-statistic, FST), and were associated with temporal and geospatial variances. Results: A total of 747 (65%) samples were successfully genotyped. High genetic diversity (mean heterozygosity, He = 0.74 ± 0.03) was observed in the parasite population. This was ascribed to high allelic richness (mean A = 12.2 ± 1.2). The majority of samples (99%) had unique multi-locus genotypes, indicating high genetic diversity in the sample set. Complex infections were observed in 66% of samples (mean MOI = 2.13 ± 0.04), with 33% of infections showing high within-host diversity as described by the Fws metric. Low, but significant LD (standardised index of association, ISA = 0.08, P < 0.001) was observed that indicates recombination of distinct clones. Limited impact of temporal (FST range -0.00005 to 0.0003) and spatial (FST = –0.028 to 0.023) variation on genetic diversity existed during the sampling timeframe and study sites respectively. Conclusion: Consistent with the Vhembe District’s classification as a 'high' transmission setting within South Africa, P. falciparum diversity in the area was high and complex. This study showed that genetic diversity within the parasite population reflects the continued residual transmission observed in the Vhembe District. This finding, together with continued surveillance of P. falciparum genetic diversity in South Africa, may influence future intervention strategies by targeting the parasite to decrease transmission intensity for the country to achieve its elimination goals.