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Challenges and Business Implications of Working with Large Datasets in Vector Databases
Managing large datasets in vector databases can lead to trade-offs affecting both performance and relevancy, with significant drop-offs in relevancy and an influx of irrelevant data as the dataset size increases. Vector databases are in an arms race to optimize performance given the business payoff. All databases, including vector databases, are built on having very large datasets. It is essential to vectorize large datasets for feasible and cost-effective production at scale, as this is crucial for building a successful business around vector databases.