We have developed a workflow framework that provides services for remote and parallel executions of the workflows, whose tasks/jobs are efficiently scheduled and processed in public/privateclouds to meet workflow executionrequirements (e.g., deadlines), and tasks are substituted with the corre- sponding parallel tasks (e.g., written in MapReduce-equivalent programming not restricted to specific softwares).