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Exactly! Use spark only prepare data for dashboards. Then you can use any visualisation tool like https://superset.apache.org/ which is free.
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Zeppelin
Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.
Have you tried Apache Zepellin I remember that you can pretty print spark dataframes directly on it with z.show(df)
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Scout APM
Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.
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Hence, a higher number means a more popular project.