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To preserve processing memory, extract raw operational data into a dedicated staging database exactly as it exists in the source. Avoid performing heavy data modifications, string transformations, or type casting during this initial phase. Utilize fast-parse options on flat file sources to speed up the read process. Step 2: In-Memory Data Transformation

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