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This article discusses the importance of data manipulation tools, specifically Databricks Notebooks, in data analytics projects. It also outlines the three main steps of big data systems: data ingestion, data transformation, and data analysis. These steps are crucial for maintaining a consistent data environment and ensuring high-quality data for analytics.