How do I use decision making under uncertainty for ecommerce?

Expert answer · sourced from 1 podcast episode

Short answer

The biggest shift is that uncertainty now extends far beyond marketing performance to include volatile supply chains, logistics, and consumer behavior. This means old forecasting models are less reliable, forcing a move from rigid long-term planning to building more resilient, adaptable, and data-informed businesses.

TL;DR

The biggest change in ecommerce decision-making is that widespread uncertainty has become the new normal, moving far beyond typical marketing volatility. After the shocks to the global supply chain, which Kunle explored on 2X eCommerce Podcast in an episode about a warehouse surviving the Shenzhen lockdown, you can no longer assume your products will arrive predictably. This shift means that relying on historical data and rigid annual plans has become a massive liability. The old model of forecasting demand and performance a year out just doesn't work when the basic inputs of your business are in constant flux.

Because of this, the most successful operators are moving away from prediction and focusing on building resilient and adaptive systems. This is a core theme in conversations around strategic decision making. Instead of trying to guess the future perfectly, they build a business that can withstand shocks. This starts with diversifying your risks. That might mean finding a backup supplier in a different country, even if it’s slightly more expensive, or ensuring you aren't reliant on a single marketing channel. The goal is to avoid a single point of failure that can take down your entire operation.

This new reality also changes how you should handle resource allocation. In the Ecommerce Playbook episode on the topic, the hosts emphasize thinking in terms of opportunity cost and ROI analysis for every major decision. When capital and attention are limited, you have to be ruthless about where you spend them. Bill D'Alessandro made a similar point on The eCommerceFuel Podcast, advocating for running your store like an investment banker by constantly evaluating where your money and time will generate the highest return. This requires a robust framework for data-driven decision-making, which Paul Graeve on The eCom Ops Podcast points out is about creating actionable insights, not just having more opinions backed by vanity metrics.

While data is critical, it rarely gives you a complete picture in an uncertain environment. That’s where developed intuition comes in. Andrew Youderian and Drew Sanocki had a great discussion about this on The eCommerceFuel Podcast, framing gut-level decisions not as random guesses, but as the result of deep experience and pattern recognition. When you're faced with an entirely new situation where you have no historical data, your intuition is the tool that helps you connect the dots. The key is to not let it become a substitute for data, but a powerful complement to it. Billy Murphy even argued that this uncertainty itself can be a source of competitive advantage if you're structured to act on it faster than your competitors. By embracing flexibility and building a framework for making smart, quick judgments, you can turn volatility from a threat into an opportunity.

Cited episodes (1)

  1. Shopify Masters — Catch-Up with 3 Previous Guests: Growing Through COVID-19 cover art

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