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"You can't forecast growth without understanding your past. Seasonality is the foundation of smart inventory and smarter marketing."  — AmpliSell Inventory Specialist

More Than Just Black Friday

Seasonality isn’t a once-in-a-while concern, it’s a constant factor in how products perform. The brands that grow on Amazon are the ones that track patterns all year long and use them to plan ahead.

At AmpliSell, we track product, brand, and market-level sales trends month by month. Our inventory team shares these insights across departments to shape restock decisions, ad budgets, and promotional pushes. It’s a deeply collaborative process built on data, discipline, and forward-thinking planning—and it works.

Here’s how we break it down.

The Three Layers of Seasonality We Track

1. Product-Level Seasonality

At the most granular level, we study each SKU’s performance across the calendar year. We don’t just look at numbers, we analyze context. For every product, we track:

  • Month-over-month sales, year-over-year

We compare this month’s sales to the same month last year to identify consistent patterns. If a product always spikes in summer, we can plan inventory and marketing around that seasonal demand.

  • Stockouts or listing issues

We annotate any disruptions, like being out of stock or a suppressed listing—directly in our restock sheets. This helps us understand sales dips in context and avoid repeating preventable mistakes.

  • Real-time performance indicators

We track 30-day sales velocity, current stock levels, and how many days of inventory are left. This helps us make fast, data-backed decisions on reorders and promotions.

2. Brand-Level Trends

Beyond tracking individual SKUs, we analyze how the brand performs month over month, and which products are influencing those results.

This view allows us to identify three critical patterns:

  • Seasonal highs and lows

We study how the brand behaves throughout the year. If, for example, we notice a consistent dip in February followed by a rebound in April, we take proactive steps. That might mean adjusting inventory orders to prevent overstock during slow periods or refining advertising strategies to drive better performance in those quieter months.

  • Hero products driving overall performance

We look for correlation patterns, if your top product’s sales trend mirrors your brand’s overall performance, it likely means your brand is heavily dependent on that single SKU. That’s a risk. If it goes out of stock, it can pull down the entire brand. Identifying this early helps us plan inventory proactively to prevent disruption.

3. Market-Level Trends

Even if your brand is performing well, there’s still a question: Are we growing in line with the category, or falling behind it? To answer that, we tap into the Search Query Performance Report inside Amazon Seller Central. 

This report tells us:

  • How many organic purchases occurred in your product’s category each month
  • How our results align with or differ from category-wide performance (In other words, if we’re winning or falling behind the market)

When we overlay brand performance against the broader market, we can pinpoint:

  1. Missed opportunities: If the category surged but your brand didn’t, something went wrong. Was it ads? Listings? Inventory?

  2. External downturns: If both your brand and the market dipped, you’re likely not alone—and your strategy might not need urgent fixing.

  3. Winning moments: If your brand grew faster than the market, it’s time to analyze and repeat what worked.

Why Tracking Seasonality Matters

With this layered view of performance, we can quickly uncover answers to key questions, like:

Why did sales dip in May? Was it a market-wide slowdown, or our execution?

Are there hero products we need to keep in stock at all times to avoid hurting the brand?

Which SKUs are underperforming due to preventable issues like poor inventory planning?

Understanding the “why” behind performance empowers us to respond with data-driven strategies, especially when it comes to inventory planning and ad strategy.

Inventory Planning

Seasonality analysis directly informs how we forecast and replenish inventory:

  • If a product spiked last August, we plan ahead to avoid stockouts this year.

  • If a SKU has a naturally slow Q1, we avoid overstocking it and incurring unnecessary fees.

  • We use days-of-inventory and velocity metrics to determine how much to order and when.

You can’t afford to understock your bestsellers, or overstock slow movers. This system helps us get the balance right.

Ad Strategy

At AmpliSell, marketing decisions are always aligned with inventory insights.

Here’s how our team leverages seasonality data to guide campaign strategy:

  • We pause or reduce ad spend on products with low demand or limited stock.
  • We boost campaigns for products entering their peak season.
  • We plan promos for slow months to offset the dip with targeted offers.

This is what we call inventory-minded marketing, a joint effort between ads and inventory that avoids waste and boosts return on ad spend.

Growth Doesn’t Happen by Accident

Treating every month the same means missing key opportunities.

Smart brands recognize that seasonality shapes performance, and understanding the “why” behind it allows for intentional planning across inventory, campaigns, and strategy that drives consistent, sustainable growth.

About the Author

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