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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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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
NOTE:
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Hence, a higher number means a more popular project.