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We have a bunch of Mongo collections (data collected from APIs, web scraping, etc) that we need to transform to a cleaner data structure (standardized schema) on a monthly basis. Are there any good tools to help us manage this process, or would you recommend writing a Python script instead?

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Many ETL tools support MongoDB and are commonly used for normalizing and standardizing data. For example:

http://www.pentaho.com/analytics-for-mongodb#tab-2

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