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Apache Spark - This was needed to method data with the large knowledge SAS and csv data files to dataframes and transform them to the more readable json info data files. In the process, it maps the columns in the datasets to the suitable columns needed for that staging tables and likewise maps many of the values like the town codes through the furnished label descriptions knowledge dictionary to metropolis names in the info produced by spark. To look at how This is certainly carried out, consider this python helper file and the information dictionary for city codes.
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Applying Apache Airflow, the json data files get migrated to s3, then the data receives uploaded to Redshift, undergoes additional transformation and receives loaded to normalized simple fact and dimension tables utilizing a number of reusable tasks that make it possible for for simple backfills. Last but not least, information checks are run towards the data in the fact and dimension tables to be able to capture any discrepancies that might be present in the data.
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