Azure Data Lake Analytics (ADLA) is a serverless PaaS service in Azure to prepare and transform large amounts of data stored in Azure Data Lake Store or Azure Blob Storage at unparalleled scale.
ADLA now offers some new, unparalleled capabilities for processing files of any formats including Parquet at tremendous scale.
Read about it in the Azure blog.