Thrombosis in unusual sites account for approximately 4% of venous thromboembolic events. The safety of direct oral anticoagulants (DOACs) has led to the widespread use of these treatments. However, they have mainly been studied in deep vein thrombosis of the lower limbs and in pulmonary embolism. This review of the literature assesses the current knowledge of the use of DOACs for venous thrombosis in unusual sites (splanchnic, cerebral, ovarian, upper-extremity deep vein thrombosis). Numerous case reports or observational studies have been published, but very few randomized trials. Nevertheless, experts-based guidelines suggest that these anticoagulants may be considered in specific cases.