Enhancing Data Management through Upsert Operations in Complex Analytics Ecosystem

The paper should encompass a comprehensive exploration of upsert operations and their multifaceted role in modern analytics environments. It involves investigating techniques for optimizing upsert strategies in the context of large-scale datasets, resolving conflicts to maintain data integrity, extending upsert support to multi-cloud and hybrid cloud scenarios, integrating upsert operations into real-time stream processing, leveraging upsert as a data integration strategy, addressing security and compliance considerations, assessing the impact of upsert in data warehouses and NoSQL databases, aligning upsert with data governance practices, exploring its synergy with change data capture mechanisms, and analyzing its role in data lakes. The paper should provide a holistic understanding of how upsert operations can enhance data management across diverse analytics ecosystems.

The resarch article should be properly witten with good vocabulary and have proper references. It
should not have any plaigiarism or AI generated content. Formal
language should be used. Use SEO keywords. It should include an Abstract (300 – 350 words).

Please refer to the attached doc for formatting/preparing the paper.

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