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This article throws light on storage in Azure & the four forms of storage - Blob storage, Queue storage, Table storage, Azure drive.
Azure Data Lake Storage Generation 2 (ADLS Gen 2) account as a result of this issue. The problem has since been resolved in HADOOP-15969, and the fix is now included in Databricks runtime 5.x.
Microsoft and Databricks have actually worked on this integration since 2016, and this is making Databricks a first-party service on Azure.