Online spending during Amazon's two-day Prime Big Deal Days event approached ten billion dollars in the United States, and the promotion pulled measurable volume into competing retailers including Walmart as shoppers hunted for discounts ahead of the holiday rush. The number itself is less important than the behavior it reflects. Consumers are treating October events as the first serious round of holiday price discovery, which compresses the period during which full-price selling remains viable and raises the cost of a poorly timed discount.
Key Conclusions
The clearest signal in the data is that bargain hunting has moved earlier. When a two-day October event approaches ten billion dollars, a meaningful share of that spending is demand that would otherwise have occurred in November. Retailers that hold their best offers until the traditional peak now compete for a smaller pool of undecided shoppers, while those that discount in October capture the discovery phase. The calendar has not shifted for everyone, but it has shifted for the price-sensitive segment that drives promotional volume.
A second signal concerns how discounts are evaluated. Consumers who participate in multiple October events accumulate price reference points quickly, which makes shallow promotions easier to identify. Platforms that rely on complex coupon stacking to create the appearance of a deal are increasingly exposed, because the reference price is now well documented. Straightforward price cuts and clearly stated final prices convert better in this environment, and they also reduce post-purchase complaint rates.
What the event data shows
The two-day event drove sales at multiple retailers, including Walmart, as consumers hunted for bargains and discounts ahead of the holiday rush. Online spend in the United States neared ten billion dollars during the promotion. The most useful way to read the figure is as a demand-shifting event rather than purely incremental volume: a portion of October spending represents purchases pulled forward from later in the quarter.
Two details deserve attention. First, the benefit extended beyond the host marketplace, which means participating brands and competing retailers both had to respond within the same week. Second, the event took place well before the traditional peak, leaving roughly six weeks between the October promotion and the main holiday weekends. That gap is where the strategic decision sits: whether to hold margin for later or convert demand now.
Price reference points and the cost of shallow discounts
Consumers who shop several October events build a mental price index for the categories they care about. Once that index exists, a discount that looks large in percentage terms but leaves the final price above the October level reads as a non-offer. This is why the effectiveness of coupon stacking has declined: the mechanism creates perceived savings, but the reference price is set by the earlier event rather than by the list price.
The operational consequence is a shift in promotional design. Retailers should decide, category by category, whether they intend to lead on price in October or to hold margin and compete on availability and service in November. Attempting both with the same assortment usually produces a promotion that is neither the cheapest nor the most reliable, and that outcome is now easier for customers to detect.
Best Practices
Choose which categories to lead on price
Not every category needs to participate in October events. Retailers should identify the categories where price leadership is defensible given their cost structure and supplier terms, and lead there. In other categories, the better play is to hold price and compete on availability, delivery speed and return terms. Making this choice explicitly prevents the common outcome of shallow discounts across a broad assortment.
Simplify final pricing
Complex coupon structures increase the gap between advertised and actual prices, which raises complaint and return rates. Stating the final price clearly, and showing the reference price with its date, improves conversion among comparison shoppers and reduces the volume of customer service contacts after the event. The change is largely presentational and costs little to implement.
Plan inventory around pulled-forward demand
If a meaningful share of October volume is pulled forward from November, inventory plans built on historical November demand will overbuy. Retailers should model the shift explicitly and adjust reorder points for the affected categories. Getting this wrong produces either stockouts during the October event or excess inventory in December, and both outcomes are expensive.
Measure incrementality, not gross volume
Gross event volume flatters performance because it includes demand that would have occurred anyway. A more useful measure is the change in total quarterly volume for the participating categories, compared against a baseline that excludes the event period. This makes it possible to see whether the promotion created new demand or simply moved it, which is the question that should drive the next event's budget.
Common Mistakes
The first mistake is treating the October event as incremental by default. Without a baseline comparison, promotional volume looks like growth even when it is largely demand pulled forward from the following month. Without a baseline comparison, promotional volume looks like growth even when most of it is demand pulled forward from the following month, so the next budget is set on a false signal.
The second mistake is assuming that a large percentage discount will read as a good deal. Once consumers have a reference price from an earlier event, the percentage matters less than the relationship between the final price and that reference. Shallow discounts across a broad assortment are the fastest way to lose credibility with comparison shoppers.
Summary
Online spending approaching ten billion dollars during a two-day October event confirms that bargain hunting now starts well before the traditional peak. The strategic question is not whether to participate but which categories to lead on price, how to present final prices clearly, and how to plan inventory around demand that has moved earlier in the quarter.
The practical next step is to build an incrementality baseline for the categories involved and to review promotional depth against the reference prices set during the October events. That analysis determines whether the next event's budget should go into deeper discounts, broader assortment or service improvements.
Data Sources
- Online spend during Amazon Prime Big Deal Days neared $10B in the US
- Lowes launches Black Friday deals in October
- Where has the aspirational luxury consumer gone?
- Ross opens 51 new stores
FAQ
Why is October event volume not purely incremental?
A: A meaningful share of the spending represents demand pulled forward from November, so gross volume overstates the promotional effect.
How do earlier events change discount perception?
A: Consumers build a reference price index, so a large percentage discount whose final price exceeds the October level reads as a non-offer.
What is the risk of broad shallow discounts?
A: They are easily identified against documented reference prices and damage credibility with comparison shoppers.
How should inventory plans change?
A: Model the pulled-forward demand explicitly and adjust reorder points so the October event does not cause stockouts or December excess.
What is the right way to measure an event?
A: Compare total quarterly volume for participating categories against a baseline excluding the event period to estimate incrementality.










