An Azure analytics service that brings together data integration, enterprise data warehousing, and big data analytics. Previously known as Azure SQL Data Warehouse.
As all the tables are within the same database, you can create a SQL query joining all tables ( assuming they can be joined)
and use that query within the lookup activity/script activity .
Else you can use a for each activity and make the query dynamic and iterate over the queries via loop in meta data driven frameway