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Either create a TTL Cache for STOCK_PAGE, or do not use a global dict. This creates a memory issue that can easily be avoided. As the code exists right now, storing pages in global var provides no benefit.
TTL Cache introduced has a TTL of 15min, aka the interval that Finviz updates data.