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On October 3, 2025,
(TWLO) closed down 2.35% amid a sharp 84.26% surge in trading volume to $0.56 billion, ranking 197th in market activity. The stock's performance followed a volatile week marked by mixed signals about its enterprise cloud communications platform's growth trajectory.Analysts noted increased short-term uncertainty after a key client renegotiated contract terms, though no material operational disruptions were disclosed. Meanwhile, sector-wide concerns over macroeconomic risks and rising borrowing costs continued to weigh on tech stocks, with Twilio's volume spike reflecting heightened investor debate over its long-term valuation multiples.
To execute this back-test accurately, clarification is required on four key parameters: (1) whether the universe includes all U.S. equities or a specific subset; (2) entry/exit timing preferences between close-of-day T or open-of-day T+1 execution; (3) weighting methodology (equal-weight vs. volume/market-cap weighted); and (4) whether transaction costs like commissions or slippage should be factored in. Confirmation on these details will enable precise data retrieval for the 2022-01-03 to 2025-10-03 period.

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