A new and distinct cultivar of Aster plant named ‘Zanasparro’, characterized by its compact, upright to slightly spreading and mounding plant habit; moderately vigorous growth habit; freely branching growth habit; dense and bushy appearance; freely flowering habit; semi-double type inflorescences with violet to violet blue-colored ray florets; good postproduction longevity and good container performance.