What are the best Big Data as a Service Tools?

Google BigQuery, Amazon Redshift, Snowflake, Amazon EMR, and Dremio are the most popular tools in the category "Big Data as a Service". "High Performance" is the primary reason developers pick Google BigQuery over its competitors, while "Data Warehousing" is the reason why Amazon Redshift was chosen.