Azure SQL Database is the database service I'd use to support an OLTP application. It's like the Goldilocks of Azure databases - not too big, not too small, just right!
Azure HDInsight is for big data and Apache Hadoop workloads. That's completely overkill for a simple OLTP application. Azure SQL Database is the way to go.
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