The right thing to do here is to design data pipelines that can handle large-scale ingestion from multiple resources like web apps, internal databases, and mobile apps. Additionally, real-time data streaming solutions like Apache Kafka or AWS Kinesis can further improve responsiveness by allowing near-instant updates to your models.
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