You are tasked with implementing several batch jobs that have interdependent steps requiring execution in a specific sequence. These jobs include shell scripts, Hadoop jobs, and BigQuery queries, with durations varying from minutes to hours. Each failed step must be retried a predetermined number of times. Which service is best suited for managing these jobs?