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The actual implementation would depend on the technology stack chosen for the project. A simple example using Python and Flask for a basic web API to list top sites might look like this:

Online content aggregators must simultaneously ingest massive streams of heterogeneous data, (ii) compute relevance scores in near‑real time, (iii) personalize results per user, and (iv) deliver low‑latency responses under high load. Existing platforms either rely on monolithic pipelines (which limit scalability) or on heavyweight batch‑oriented ranking (which degrades freshness). Pthc Top Site