Popular alternatives include Qualified, Datascale, Workvivo, DataSquirrel and Infor Data Lake.
Key factors include Data Analysis, Catalog Management, Labeling, Data Import-Export, Encryption and pricing.
Tools like Databricks Lakehouse Platform, Dremio, Amazon EMR, Pandio and Alibaba E-MapReduce are best for small businesses for Big Data Processing and Distribution Software.