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Can I run the spark for the web application?

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We are trying to build web application using spark for various web applications , i.e returning the result in json which is processed by spark engine or Impala.

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Yes you can defintely spawn a Spark application from webservice.

SparkServer2 is meant for this purpose, It provides a JDBC connection through which you can submit a spark job.
* Do remember sparks jobs are not meant for a key value lookup. Please think in terms of Hbase, solr for such use cases.