import aiohttp from typing import List, Dict, Any class RealTimeDataIntegrator: """Integrates real-time data for up-to-date responses""" def __init__(self): self.session = aiohttp.ClientSession() async def fetch_and_integrate(self, urls: List[str]) -> Dict[str, Any]: """Fetch data from multiple sources and integrate it""" tasks = [self.fetch_data(url) for url in urls] results = await asyncio.gather(*tasks) integrated_data = self.integrate_data(results) return integrated_data async def fetch_data(self, url: str) -> Dict[str, Any]: """Fetch data from an external API""" async with self.session.get(url) as response: return await response.json() def integrate_data(self, data: List[Dict[str, Any]]) -> Dict[str, Any]: """Integrate data from multiple sources""" integrated_data = {} for item in data: integrated_data.update(item) return integrated_data