Community version of Zingg is a Spark application. However, Zinggβs docker abstracts away all Spark/Python/Java dependencies and you can run it easily for few million records. You can explore managed Spark provided by Databricks, Fabric, AWS etc as well.
On the Enterprise side, we also have a Snowflake Container app which runs without Spark.