Benchmark measures Apache Beam overhead on three stream processors and reports up to 58x slowdown plus high variance versus native implementations.
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Introduces a cross-paradigm database selection framework based on nine dimensions, analyzes thirteen paradigms to identify three evolution patterns, and demonstrates hybrid architectures via a financial fraud detection case study.
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Architectural Evolution and Selection Framework for Database Systems in AI-Ready Data Platforms
Introduces a cross-paradigm database selection framework based on nine dimensions, analyzes thirteen paradigms to identify three evolution patterns, and demonstrates hybrid architectures via a financial fraud detection case study.