Molecular diagnosis of Anaplasma platys and related strains (A. platys–like) in carnivores and ruminants is challenging due to co-infections with cross-reacting strains, and require post-amplification sequencing of the hemi-nested PCR products traditionally generated by targeting the groEL gene. In this study, a Restriction Enzyme Fragment Length Polymorphism (RFLP) assay coupled to hemi-nested groEL PCR was developed to discriminate among A. platys and genetically related strains. This novel approach was used for investigating A. platys-like infection in 963 domesticated ruminants (241 goats, 355 sheep, and 367 cattle) from 22 delegations located in North Tunisia. Overall prevalence rates of A. platys-like were 22.8, 11, and 3.5% in goats, sheep, and cattle, respectively. Alignment, identity comparison, and phylogenetic analysis of the groEL sequence variants obtained in this study confirmed RFLP data suggesting that Tunisian ruminants are infected by novel unclassified Anaplasma strains genetically related to A. platys. Compared to sequencing, RFLP assay allows fast detection of A. platys and A. platys-like pathogens in the same sample and has a potential value especially when screening ticks, cats and ruminants, which can be a common host for these two bacteria. This newly developed molecular technique would provide valuable molecular tool for epidemiological studies related to A. platys as well as remove concern over specificity of serological and molecular methods routinely used to identify diverse Anaplasma strains and species in wild and domestic ruminants.