Amazon Is Ending Review Sharing Across Variations — Here’s What It Really Means

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Introduction

Nearly all shoppers read product reviews before buying – up to 98% of consumers check reviews and take star ratings at face value. On Amazon, those stars heavily influence purchase decisions. Amazon product variations are the system for grouping related products – such as different sizes, colors, or styles – under a single listing, which has traditionally benefited both customers and sellers by improving the shopping experience and boosting sales and search ranking. That’s why Amazon’s latest policy update is such a game-changer: starting February 12, 2026, Amazon will no longer broadly share reviews across all variations of a product. When this change takes effect, each variation (size, color, flavor, model, etc.) will increasingly stand on its own merits and reviews. The implementation of the new policy will be gradual, and sellers will receive 30 days’ notice before their products are affected. This marks one of the biggest shifts in Amazon’s approach to customer trust and conversion in years. Amazon’s update is designed to reward brands that have built variation families correctly and to penalize those who used variations as a shortcut to scale social proof.

For sellers who relied on pooled reviews – where a strong “hero” variation’s 5-star rating lifted the weaker variants – this change could sting. A child ASIN that used to show hundreds of shared reviews might suddenly display only a handful of its own reviews, potentially dropping its conversion rate overnight. But Amazon’s goal isn’t to hurt sellers; it’s to make reviews more accurate for customers. In the long run, this review transparency could reduce returns and reward sellers who maintain honest, precise product listings. In this article, we’ll break down exactly what’s changing, why Amazon is doing it, which variations will (and won’t) still share reviews, and how you can adapt to avoid conversion loss.

Understanding Amazon Variations

Amazon variations are a cornerstone of successful selling on the platform, offering both sellers and customers a streamlined way to navigate multiple options of the same core product. By grouping similar items – such as a t-shirt available in different sizes or colors – under a single parent listing, sellers create what’s known as a variation family. This approach is part of Amazon’s listing variations system, a structured method for organizing similar products under a parent-child relationship. This not only enhances the customer experience by making it easier to compare and select the right product, but also helps boost sales and visibility in search results.

To set up variation relationships, sellers must first determine if their products qualify based on Amazon’s guidelines for the relevant product category. Eligible products typically differ only in minor, non-functional ways – think color, pattern, or size – while maintaining the same product type and core functionality. For example, a set of phone cases in multiple colors or a t-shirt offered in various sizes are perfect candidates for a variation listing. However, products that differ in model, design, or features should be listed separately to avoid confusing customers and risking policy violations.

Creating a variation listing in Seller Central involves establishing a parent-child relationship. The parent ASIN acts as the umbrella listing, containing the main product details, while each child ASIN (also referred to as a child item in Amazon’s system) represents a specific variation, such as a particular size or color. Variation attributes must be used accurately to reflect the true product differences, ensuring that customers can easily compare options without feeling overwhelmed or misled. Consistency in product data across all child listings is crucial for maintaining customer confidence and a seamless shopping experience.

Sellers can add a new variation to an existing listing or create new variation families, and this can be done one at a time or in bulk using Amazon’s product templates or the Variation Wizard.

One of the key advantages of variation listings is the ability to share reviews across child ASINs – provided the variations are truly similar. This means that positive or negative reviews can impact all variations within the family, making it essential for sellers to monitor review counts and star ratings closely. Addressing customer feedback promptly and ensuring product quality across all variations can help maintain strong ratings and drive purchase decisions.

To optimize your variation listings, regularly review your product data to ensure it accurately reflects the differences between each child ASIN. Keep an eye on review sharing, as negative reviews for one variation can affect the entire family. Staying fully compliant with Amazon’s policies is also vital – avoid grouping unrelated products, and make sure each child ASIN is correctly linked to the parent ASIN. Non-compliance can lead to listing suppression or other penalties, which can hurt sales and visibility.

Mastering Amazon variations is about more than just creating one listing for multiple products – it’s about leveraging the right variation attributes, maintaining accurate product details, and fostering customer confidence through transparency. Whether you’re selling clothing, phone cases, or any product with multiple sizes or colors, understanding how to create and manage variation relationships can give you a competitive edge. By staying compliant and proactive, you’ll not only improve the customer experience but also unlock greater sales potential and long-term growth on Amazon.

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Parent Child Relationship

On Amazon, the parent-child relationship is the backbone of how product variations are organized and presented to customers. This structure allows sellers to group similar products – like a t-shirt available in different sizes or colors – under one parent listing, with each specific option represented as a child product. The parent product acts as the main listing that customers see in search results, while the child listings offer the various choices, such as different sizes, colors, or even patterns.

Creating a parent-child relationship not only streamlines the shopping experience for customers but also helps sellers boost sales by consolidating all variations into one listing. For example, instead of creating separate listings for a t-shirt in small, medium, and large, a seller can create a single parent listing and add each size as a child product. This makes it easier for customers to find the exact variation they want without having to sift through multiple listings. It also means that all the traffic and sales are funneled through one parent product, increasing visibility and improving the chances of winning the Buy Box.

For sellers, leveraging the parent-child relationship is a powerful way to showcase a full range of options, keep inventory organized, and provide a better customer experience. When customers can easily compare and select from different sizes or colors on one page, they’re more likely to make a purchase. Ultimately, creating well-structured parent-child relationships is essential for maximizing sales and ensuring your products stand out in Amazon’s crowded marketplace.

What Is Changing on February 12, 2026?

On Feb 12, 2026, Amazon is fundamentally changing how reviews are displayed on variation listings. Currently, if you have a parent product with multiple variations (for example, a shirt in 5 colors or a gadget in two different models), all reviews are pooled together on the product page regardless of which variation the review was for. That means a review written for the blue variant of a product also appears under the red variant, and vice versa. Amazon has acknowledged this leads to reviews that “don’t accurately reflect the specific variation a customer is considering.” In other words, shoppers might be reading feedback about a different size, flavor, or version than the one they’re actually looking to buy.

Starting February 12, that changes. Reviews will only be shared between variations that have very minor, non-functional differences. If the differences between variations affect functionality, performance, formulation, or intended use, reviews will no longer be shared across those variations. Amazon will continue sharing reviews for variations where the differences are purely cosmetic or structural, not functional. Each child ASIN will primarily display the reviews relevant to that specific variation. This could affect overall star ratings and review counts on some listings, since many products will lose the boost (or drag) from reviews of their siblings. Amazon is rolling out the change gradually on a category-by-category basis from Feb 12 through May 31, 2026. Sellers will get a 30-day advance email notice before their category is affected, so you’ll have some warning to prepare. By June 1, 2026, the new review display rules should be in effect across virtually all categories on Amazon.

Variations That Will Continue to Share Reviews

Not every kind of variation is losing shared reviews. Amazon will continue to aggregate reviews for variations that are essentially the same core product with only superficial differences. According to Amazon’s announcement, reviews will still be shared in cases of minor, non-functional variation types:

  • Color or pattern differences of the same product (e.g. a t-shirt offered in blue, red, and green). A blue shirt and a red shirt that are otherwise identical will still pool their reviews, since the only difference is the color.
  • Size variations with the same function, such as a product available in small, medium, and large, or queen vs. king bedding in the same style. As long as the size change doesn’t introduce new features or uses (it just changes dimensions), Amazon treats it as the same item.
  • Pack size or quantity variations (e.g. a 2-pack vs. 6-pack of the exact same item). Customers expect a multi-pack to be the same product, just more of it, so those reviews remain relevant across those quantity options.
  • Secondary scent or flavor variations when scent/flavor is not the primary product feature. For example, a household cleaner that comes in “unscented” and “lemon scent” will share reviews – the cleaning function is the same, and scent is a secondary preference. (In contrast, if scent or flavor is the main point of the product, that’s treated differently, as we’ll see below.)
  • Different model fitments for the same product type, like a phone case sold in variations to fit different phone models. If you sell a single phone case design with versions for iPhone vs. Samsung, those can still share reviews because the only difference is the device compatibility – the product’s purpose and quality are effectively the same.

In summary, if your variations only differ in cosmetic or non-functional ways (color, pattern), in purely proportional ways (size or quantity), or in device-specific fit while the product is otherwise identical, then they will retain shared reviews. Amazon considers these differences minor enough that a review of one variant is still perfectly relevant to another.

Variations That Will No Longer Share Reviews

The big change is that variations with any substantive differences will no longer share reviews. Amazon wants to isolate reviews whenever a variant’s attributes could affect the customer’s experience or the product’s functionality. Here are the types of variation differences that will not have shared reviews going forward, with examples:

  • Performance or power variations: If one version of a product has different performance specs or power capacity than another, their reviews will be separated. Example: A laptop model with an 8GB RAM/256GB SSD configuration and another with 16GB RAM/512GB SSD will no longer pool reviews, since their performance differs significantly. Similarly, an appliance offered in a 500-Watt vs. 1000-Watt option should have distinct review sets. These kinds of differences directly impact functionality.
  • Different models or generations: A product line that has newer vs. older generation models (with feature changes) can’t share reviews now. Example: If you sold a 2025 edition of a gadget and a redesigned 2026 edition as two variations under one listing, each model’s reviews will stand alone. Reviews for the older model won’t carry over to the new model, and vice versa, because they are essentially different products.
  • Bundle vs. standalone: Variations where one is a bundle or kit and another is the base product will not share reviews. Example: A camera sold alone versus a “camera + accessories bundle” were sometimes listed as variations to share reviews. Under the new policy, that bundle’s reviews won’t mix with the single product’s reviews, since the purchase contents differ.
  • Flavor as a primary factor: When flavor or taste is a core product attribute (common with food, drinks, supplements, etc.), those variations get separated reviews. Example: A protein powder in Chocolate flavor versus Vanilla flavor will not share reviews. Customer satisfaction can vary greatly by flavor – a review saying “tastes terrible” for chocolate might not apply to vanilla at all. Amazon explicitly gave the chocolate vs. vanilla protein powder case as not eligible for review sharing because flavor directly impacts the user’s experience.
  • Primary scent differences: Similarly, if a product’s scent is a primary feature (think perfumes, scented candles, or flavored consumables), each scent variant will have its own reviews. Example: A candle offered in “Lavender” vs. “Vanilla Bean” scents should not share reviews, since someone who loves the lavender scent might hate the vanilla – reviews aren’t one-size-fits-all in this case.
  • Material or construction differences: Variations made of different materials or with distinct build qualities will have separated reviews. Example: A water bottle available in plastic vs. stainless steel, or a sofa sold in genuine leather vs. fabric upholstery, will not share reviews. The durability, feel, and quality can differ with material, so each version needs its own feedback.
  • Fit or design variations that alter the product’s use or fit: If two variations have different fit, cut, or design that affects how the product works or fits the user, their reviews won’t mix. Example: A shirt sold in “Slim Fit” vs “Relaxed Fit” or a shoe available in two different designs (one with laces, one slip-on) should be evaluated separately by customers. A review complaining that the slip-on shoe’s elastic is too tight shouldn’t influence the laced version’s rating.
  • Intended use or functionality differences: Any variation that serves a different use-case or has a different feature set is no longer eligible for shared reviews. Example: A kitchen mixer that comes in two variants – one that includes additional attachments for pasta making and one that doesn’t – should not share reviews, because the presence/absence of those attachments significantly changes the product experience. Essentially, if one variation could deliver a different outcome or solve a different problem than another, Amazon will treat them as separate products for review purposes.

In short, if a variation changes anything fundamental about the product’s performance, flavor/scent, functionality, or package contents, Amazon will isolate its reviews to that specific ASIN. This is a hard break from the old approach where even very different versions could ride on the coattails of the top variation’s rating. Amazon is drawing a clear line: only truly equivalent products can share in the same pool of social proof. Everything else must earn its own reputation.

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Why Is Amazon Making This Change?

Amazon’s decision to stop broad review sharing is rooted in one major goal: increasing the accuracy of reviews and customer trust in those reviews. When reviews are shared across dissimilar variations, it can mislead shoppers. They might read glowing reviews that actually refer to a different model or flavor, or see criticisms that don’t apply to the variation they’re viewing. Amazon recognized that this undermines the reliability of the review system. The official announcement states the intent clearly: it’s meant “to improve accuracy and help customers make more informed purchasing decisions,” giving shoppers product-specific feedback that increases trust and potentially decreases returns.

In essence, Amazon wants each product variation’s star rating and review list to reflect that exact item – nothing more, nothing less. By doing so, customers will know exactly what they’re getting, and won’t be swayed by reviews about a different version. This aligns with Amazon’s long-standing focus on customer experience. Irrelevant or misleading reviews don’t just confuse buyers; they lead to disappointment, bad reviews, and ultimately higher return rates when a product doesn’t meet expectations. By ensuring reviews match the precise item, Amazon expects fewer unhappy surprises (“Oh, this red version is made of a different material than the blue one I read reviews for!”) and thus fewer returns due to unmet expectations.

There’s also a crack-down element here on certain seller tactics. In the past, some sellers abused variation listings by grouping unrelated products together just to consolidate reviews (a practice against Amazon policy, often called “variation abuse”). This update effectively kills the incentive for that: if the products aren’t truly similar, they won’t share reviews anymore, eliminating the benefit of creating artificial variation families. Amazon’s broader trend in recent years has been stricter enforcement of listing quality and variation rules. The new policy is an extension of that – making sure each review is relevant to the product it’s attached to, and stopping any misleading aggregation that could boost sales unfairly. As one Amazon strategist noted, it’s hard to argue the change “isn’t beneficial to customers… [it] could also fight against variation abuse patterns.”

Ultimately, Amazon is prioritizing long-term customer trust over short-term convenience. By forcing honesty in how reviews are attributed, the platform aims to maintain credibility. From Amazon’s perspective, a more transparent review system means shoppers can buy with confidence, which is good for the ecosystem in the long run – even if it means some sellers have to adjust their tactics.

Review Sharing and SEO

Review sharing is a key feature of Amazon’s variation relationships, especially when products within a variation family are essentially the same item with only minor differences – like color or size. When a customer leaves a review for one child product, such as a blue t-shirt, that review is shared across all other child products in the same parent-child relationship, like the red, green, or yellow versions. This approach helps build customer confidence, as shoppers can see a larger pool of feedback for the same product, making it easier to trust the quality and make a purchase decision.

From an SEO perspective, review sharing can significantly improve the visibility of your products in Amazon’s search results. Listings with higher review counts and better star ratings tend to rank higher, attracting more clicks and conversions. To maximize these benefits, it’s crucial that your variation attributes – such as size, color, or pattern – accurately reflect the minor differences between child products. This ensures that reviews remain relevant and helpful, and prevents customer confusion.

Sellers can further optimize their variation listings for SEO by incorporating relevant keywords into the product title, description, and variation attributes. For example, including terms like “men’s t-shirt, multiple colors, all sizes” can help your parent listing appear in more search queries. By maintaining accurate variation relationships and leveraging review sharing, you not only enhance the customer experience but also improve your chances of standing out in Amazon’s competitive marketplace.

Why This Is a Big Deal for Sellers and Conversion Rates

For many Amazon sellers, this policy change might feel like the rug is being pulled out from under some of your listings. That’s because shared review pools have been a major conversion driver on Amazon. If you had one top-selling variant with lots of positive reviews, it effectively bolstered the credibility of every variant under that parent ASIN. A weaker variation could still display a 4.5-star rating with hundreds of reviews, borrowing social proof from its siblings. Now, those weaker variants will be exposed – they’ll show only the reviews they actually earned. Some child products that enjoyed a high star rating may see it plummet (or their review count drop to near-zero) once the unrelated reviews are stripped away.

In the short term, sellers should brace for some turbulence in conversion metrics. Lower visible review counts on certain variations are likely, and with fewer reviews comes lower buyer confidence. Shoppers often use review volume and rating as a quick trust signal. Suddenly seeing, say, “5 reviews” where there used to be “105 reviews” on a given variant can give buyers pause. Conversion rates on those variants may dip until they gather more of their own reviews. Newer or previously low-traffic variations that piggybacked on a top variation’s reviews will feel this the most – they’ll need to build up credibility from scratch. Additionally, any negative reviews that were drowned out in a big pool will now be highly visible on the specific product they apply to. For example, if one color of a product had a manufacturing flaw and got a bunch of 1-star reviews, those used to be diluted by positive reviews of the other colors. Not anymore – that variant might show an honestly lower rating, which could hurt its sales (while arguably protecting customers from buying a subpar option).

However, it’s not all downside. In the long run, this change can benefit both customers and diligent sellers. For one, good variations won’t be dragged down by issues from other versions. If you have one variant that’s truly excellent and another that had problems, the problematic one’s reviews won’t tank the rating of the good one. Each product stands on its own merit, which is more fair for sellers who maintain quality. Also, customer trust in reviews will likely improve when buyers realize the reviews they’re reading are specific to the exact item they’re interested in. Greater trust can mean more conversions overall, even if each ASIN has to work harder to earn it. And importantly, fewer customers will end up feeling “tricked” by a product page, so over time you could see a reduction in returns and negative feedback. When expectations match reality, customer satisfaction goes up. Some sellers are even optimistic about this shift: one forum commenter gave the example that now if a dog food comes in wild rabbit vs. chicken flavor, dog owners can clearly see which flavor dogs preferred, instead of seeing an aggregate rating that masks those differences – “that doesn’t give me a clue,” they noted, but now I could see what taste other dogs really prefer.”

Think of it this way: previously, Amazon’s variation system often masked the truth of which specific product a customer was evaluating. Now, the truth is coming to the surface for each variation. In the short run that truth might hurt (as shortcomings can no longer hide), but in the long run it rewards accuracy and quality. Sellers who have been bundling semi-different products under one listing will no longer get a free ride on reviews – they’ll need to ensure every variation is up to par and attract its own positive reviews. On the upside, if you’ve done a great job with one version of your product, its reputation won’t be tarnished by an underperforming sibling. Conversion rates might dip initially, but as each ASIN builds its own social proof and as shoppers trust what they see, the playing field evens out. We may also see improved conversion in cases where previously hesitant customers held off purchase due to irrelevant negative reviews (now those irrelevant reviews won’t be on the page to scare them off).

Common Mistakes to Avoid

When setting up variation relationships on Amazon, it’s easy to make mistakes that can hurt your sales and customer satisfaction. One common error is not accurately reflecting product differences in the variation attributes. For instance, if you create a variation family for phone cases in different colors but fail to specify the correct color for each child listing, customers may receive the wrong product, leading to confusion and negative reviews.

Another frequent mistake is creating separate listings for products that should be grouped together as a variation family. This can fragment your sales, reduce visibility, and even lead to listing suppression if Amazon’s systems flag your listings as duplicates. On the flip side, some sellers try to group unrelated products under one parent listing – such as combining a phone case and a screen protector – just to share reviews. This overwhelms customers, makes it harder for them to find what they want, and violates Amazon’s policies.

To avoid these pitfalls, always ensure your variation relationships accurately reflect the real product differences and that your products qualify for variation listings. Carefully review Amazon’s guidelines, use the correct variation attributes, and never group unrelated products together. By following best practices, you’ll create a smoother shopping experience for customers, reduce the risk of negative reviews, and protect your listings from suppression or removal.

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Embracing the Change – A New Mindset for Sellers

This review policy update calls for a fundamental mindset shift in how sellers approach Amazon listings. Many sellers face significant challenges with Amazon’s complex variation policies, which can make compliance and adaptation difficult. Rather than viewing it as a punishment or a loss, savvy sellers should view it as Amazon forcing a dose of transparency and truth into the marketplace. Going forward, you can’t rely on a one-star variation hiding in a five-star family, nor can a mediocre product hitch a ride on the acclaim of a superior variant. Each child ASIN needs to earn trust on its own. Here’s how to adapt:

First, ensure your variation groupings are truly logical and compliant. Amazon itself advises reviewing your catalog now to confirm that every variation is an appropriate one. Use the correct variation themes for genuine product differences (e.g. don’t misuse a “color” variation to cover up a version that actually has a different feature set). If some of your products were variated incorrectly or in ways that will no longer share reviews, consider reworking those listings. In some cases, it might make sense to split a variation family apart into separate listings if the products are substantially different – especially if one variant has been overshadowing others. Remember, Amazon will re-share reviews for eligible products if you update the variation themes later to a valid format. That means if you correct an improper variation grouping (for example, separating a bundle from a single product, or moving a flavor into its own listing), any reviews that should be shared under the new structure will be, and the ones that shouldn’t will stay with their product. Essentially, fixing your variation structure can help you salvage the correct reviews where they belong.

Next, treat each variation like its own product when it comes to marketing and review generation. Going forward, your strategy can’t be “launch one variant and let it accumulate 100 reviews, then just add new variants to piggyback on those.” If you’re launching a new color or a new flavor, you might need to invest in programs like Amazon Vine for that specific ASIN, ramp up requests for reviews from buyers of that variant, or provide stellar customer service to encourage positive feedback. Each child item’s review count will start to matter much more for its success. This is a good time to bolster the content on each variant’s detail page as well – make sure descriptions and images highlight what’s unique about that variant and set correct expectations (since you can’t rely on generic reviews to do that job). If one variation historically had higher return rates or more complaints, address those issues head-on or consider discontinuing it, because its reviews will now broadcast those issues loud and clear just for that item.

Importantly, don’t panic. While you should prepare for some short-term adjustment, this change isn’t the end of your Amazon business. Your existing reviews aren’t being deleted; they’re simply being allocated to the right products. Amazon isn’t “out to get sellers” here or to strip away hard-earned social proof arbitrarily – it’s trying to ensure accurate social proof. Sellers who focus on product quality, proper listing practices, and customer satisfaction will still thrive. In fact, those who have been truly listening to their reviews and improving each variation accordingly might find themselves in a stronger position once the dust settles. Sellers are often left feeling unsupported and unheard when navigating the complex process of listing variations. You’ll finally see which of your variations are truly winners in the eyes of customers, and which were perhaps coasting by. Use that information. Double down on the products that customers love (now clearly evidenced by their standalone reviews) and re-work or reconsider the ones that aren’t up to snuff.

In the big picture, Amazon’s move could usher in a healthier marketplace. It encourages accurate listings, honest reviews, and better products. Sellers who adapt will be aligning with what Amazon has always wanted: a great experience for shoppers. By embracing this mindset – that each product must stand on its own merit – you not only comply with the new rules, but you also set your brand up for more sustainable success. Trust built on authenticity tends to last. So, take a deep breath, audit your product variations, and commit to making each one as review-worthy as the next. In a world where “review sharing was masking product truth,” it’s time to let the truth speak for each item you sell. Your future customers (and your honest competition) will thank you.

Troubleshooting and Support

If you encounter issues with your Amazon variation relationships – such as child listings not appearing on the detail page, reviews not being shared correctly, or listings being suppressed – there are several steps you can take to resolve them. First, check your product data for accuracy and consistency across all child listings. Using flat files to manage your inventory can help you spot and correct discrepancies in variation attributes or parent-child relationships.

Sometimes, Amazon’s automated systems may flag your variation relationships as invalid, leading to listing suppression or removal from the detail page. In these cases, you can contact Amazon seller support for assistance. Be prepared to provide evidence that your variation relationships are valid and fully compliant with Amazon’s guidelines. If necessary, you can appeal the decision and submit updated product data to restore your listings.

To streamline the process, consider using Amazon’s Variation Wizard or third-party software tools to help create and manage your variation relationships. These tools can help ensure your listings are set up correctly, optimize your product data for SEO, and improve your overall sales performance. By staying proactive and following Amazon’s best practices, you can troubleshoot issues quickly, maintain healthy listings, and deliver a seamless shopping experience for your customers.

Frequently Asked Questions

When does Amazon stop sharing reviews across variations?

Amazon’s new policy takes effect on February 12, 2026, and rolls out gradually by category through May 31, 2026. After your category’s rollout date, reviews will only be shared between very similar variations (minor differences) and not across fundamentally different product variations.

Will my existing reviews disappear?

No, Amazon is not deleting your reviews. However, each review will only show on the specific variation it was written for. This means some variations on your listing may suddenly display fewer reviews (only the ones they actually earned). Reviews that were previously pooled from other variants will no longer appear on those variant pages, but they remain visible on the appropriate product’s page. Essentially, your total review count per variant may drop, but the reviews still exist on their respective products.

Can reviews be re-shared if I change variation themes?

Yes. If you update or correct your variation themes (the way your products are grouped) after the change, Amazon will re-share reviews for products that become eligible under the new grouping. In practice, this means if you regroup products into proper variation families (or split out ones that shouldn’t be together), any reviews that qualify to be shared in the new arrangement will start showing up again. It’s important that your variations use only valid themes (e.g. don’t group a flavor as a “color” just to share reviews) – only eligible variations will share reviews going forward.

Does this apply to all categories on Amazon?

Yes, the new review sharing rules are Amazon-wide, but the implementation is staggered by category. Between February and May 2026, Amazon will phase in the change across all product categories that use variations. Every category that allows variation listings (from electronics to apparel to grocery and beyond) is slated to be included. Amazon will notify sellers 30 days before their specific category is affected, so you can expect to be informed ahead of time. By the end of May 2026, all categories should be under the new policy.

Are variation listings being split up or removed?

No, Amazon is not eliminating variation listings themselves. Your parent-child variation structure will remain intact – customers will still see one product page with options for different variations (size, color, etc.). The change is only in how reviews are displayed. Each child ASIN in the variation will show its own rating and review count, rather than all sharing one aggregated set of reviews. So your variations stay linked as a family, but their social proof will be variation-specific going forward.

Written By:

Manish Chowdhary

Manish Chowdhary

Manish Chowdhary is the founder and CEO of Cahoot, the most comprehensive post-purchase suite for ecommerce brands. A serial entrepreneur and industry thought leader, Manish has decades of experience building technologies that simplify ecommerce logistics—from order fulfillment to returns. His insights help brands stay ahead of market shifts and operational challenges.

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Amazon’s Buy for Me Experiment Exposes the Dark Side of Agentic Commerce

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Amazon’s latest experiment in AI-driven shopping – a feature called “Buy for Me” – is revealing a troubling side of agentic commerce. This feature allows Amazon’s AI to do more than just recommend products; it actually purchases items on customers’ behalf from other brands’ websites. On the surface, it seems convenient: shoppers can discover and buy items from independent brands without ever leaving Amazon’s app. But for the brands whose products are suddenly showing up on Amazon without permission, Buy for Me has become a wake-up call. By scraping public product data, auto-generating Amazon listings, and acting as an intermediary buyer, Amazon is testing a model of AI-driven commerce that puts platform control above merchant consent. This raises urgent questions about who controls product information, who “owns” the customer relationship, and what rights a platform has to execute sales in the age of AI shopping agents.

What Is Amazon Buy For Me and How Does It Work?

Buy for Me is part of Amazon’s BuyForMe program, an AI-powered shopping feature within Amazon’s app that Amazon began piloting in 2025. Amazon’s Buy for Me is currently in beta and available to a subset of U.S. customers using the Amazon Shopping app on iOS and Android. It allows Amazon users to purchase products sold on a brand’s website, directly through the Amazon interface. Amazon’s AI powers this feature, automating the process of purchasing from a brand’s website within Amazon’s app. In practice, Amazon’s system finds products that are not sold on Amazon’s marketplace but are available on independent brand sites (for example, a small Shopify-powered store). It then creates a listing on Amazon’s store for those products, labelled as coming from “other brands.” Shoppers might see these listings mixed into their Amazon search results with a special “Buy for Me” button. Branded items from other stores and shop brand sites directly can be found via the search bar, and these are shown in a separate section of relevant results. Importantly, these are not third-party sellers who signed up for Amazon – they are automatically added by Amazon’s AI as part of Amazon’s shopping experience within Amazon’s app. Amazon’s shopping experience is expanded by integrating external brand websites into Amazon’s store, allowing customers to purchase products from other sites without leaving Amazon’s app.

From the shopper’s perspective, using Buy for Me feels similar to a normal Amazon purchase. They can add the product to their Amazon cart and check out using their Amazon account, without visiting the brand’s own site. However, the item isn’t stocked or shipped by Amazon. Behind the scenes, Amazon’s AI assistant acts as a go-between: it takes the order details and, acting on the customer’s behalf, places an order on the brand’s website. Before creating a listing, Amazon’s system checks product and pricing information on the brand’s website to ensure accuracy. Amazon’s AI securely transmits the customer’s encrypted personal and payment details to the brand’s website to complete the transaction. Essentially, Amazon itself becomes a “customer” of the independent merchant, executing the purchase with the customer’s information (which Amazon securely provides from the user’s saved details). Once Amazon completes the purchase on a customer’s behalf, the customer receives an auto-generated email (order confirmation) from the brand store. The merchant then fulfills the order and ships it directly to the Amazon shopper. Delivery, returns, and customer service for purchases made through Buy for Me are managed by the brand store, not Amazon, and some merchants may use Shopify shipping notification emails for order updates.

In simpler terms: Amazon’s Buy for Me lets customers purchase products on Amazon for an item that Amazon doesn’t sell. Amazon’s system will buy it from the brand’s site for you, so you never have to leave Amazon. Customers can link directly to brand’s websites or purchase items from shop brand sites through Amazon’s Buy for Me feature. The checkout process includes applicable taxes, and Amazon does not charge a commission for purchases made through Buy for Me during its beta phase. The orders tab in Amazon’s app allows customers to track these purchases, but separate orders from different brands or stores are not displayed together. The appeal for users is clear – one-stop shopping and Amazon’s checkout convenience applied to almost any product on the web. Amazon even extends its customer protections (like its A-to-Z guarantee and unified order tracking) to these purchases. For Amazon, it keeps customers inside the Amazon ecosystem and potentially expands product selection infinitely by tapping into other retailers’ catalogs. Amazon plans to expand the Buy for Me feature to more customers and brands over time, further increasing the reach of Amazon’s shopping experience. But for the merchants whose products are being bought “for” customers by Amazon, the process is anything but straightforward.

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An AI Middleman in Action

To make Buy for Me possible, Amazon employs what it calls “agentic AI capabilities”. Agentic commerce refers to autonomous AI agents that act independently on behalf of customers to accomplish shopping goals, going beyond traditional AI by making decisions and completing transactions without user intervention. This means the AI isn’t just answering questions – it’s taking actions online. The AI scours a brand’s public website for product and pricing information, likely using web crawling or integrations, and generates a product listing on Amazon based on that data. Amazon’s system checks verify product information and stock status by cross-referencing the brand’s website data before displaying or updating listings. It will periodically check the brand’s site for price changes or stock availability so it can update the Amazon listing. (However, as many merchants discovered, this process isn’t perfect – more on that below.) When an Amazon customer clicks “Buy for Me,” the AI proceeds to simulate a customer checkout on the brand’s site:

  • It adds the item to the website’s cart, just as a regular shopper would.
  • It uses the Amazon-held payment details and shipping address of the customer to fill in the order form. (Amazon has stated that it encrypts and securely transmits this info, so the merchant never sees the actual credit card numbers – they simply receive a normal order paid via a card.)
  • The order is placed on the merchant’s website, with a unique Amazon-generated email address (something like xyz123@buyforme.amazon.com) as the contact. This allows Amazon to monitor the order status and handle communication, while shielding the customer’s personal email.

After this, the merchant’s own system processes the order. From the merchant’s viewpoint, an order from a customer has appeared out of nowhere – often flagged with that strange @buyforme.amazon.com email. The merchant will pack and ship the product to the address provided (which is the real customer’s address). Amazon typically sends the customer shipping updates through its app or email, and if the customer has an issue or wants to return the item, Amazon facilitates that (often by providing return labels or support via its customer service). In effect, Amazon acts as an agent and a buffer: the customer still goes through Amazon for service, and the merchant is order fulfillment that Amazon routed to them. fulfilling an order

Crucially, all of this happens without the merchant ever having listed their product on Amazon themselves. The listings are auto-generated by Amazon’s AI; the merchant didn’t write the title or description on Amazon, didn’t set up an Amazon seller account, and didn’t explicitly agree to sell on Amazon’s marketplace. This is unlike any traditional Amazon marketplace transaction, where the seller actively participates. Buy for Me blurs the line – the merchant becomes an unwitting drop-shipper fulfilling an Amazon-placed order. Notably, Buy for Me is currently a beta program and is still in testing, which has led to issues for small businesses regarding control and potential legal risks.

Listed Without Consent: A Marketplace Without Independent Sellers?

When Amazon rolled out Buy for Me, the most shocking part for many merchants was that they were listed on Amazon without knowing it. The program effectively created Amazon product listings for items on external websites, even if those merchants have never sold on Amazon. These listings show up under an “Shop Direct” or “Buy for Me” category in Amazon search results, giving the appearance that the products are part of Amazon’s store. In reality, the merchant is not a seller in Amazon’s marketplace; they never onboarded, never accepted terms, and never agreed to Amazon using their product info.

Many small businesses (particularly those on Shopify or direct-to-consumer sites) took to social media and forums, comparing notes on this mysterious program. Entire catalogs of products – sometimes hundreds or thousands of SKUs – had been replicated on Amazon via BuyForMe. One children’s apparel brand owner searched her brand name on Amazon and was shocked to see over 4,000 products from her merchant site listed, even though she had never partnered with Amazon. In another case, a digital art shop found that even intangible items like gift cards had been listed by Amazon’s bot, which obviously made no sense for Amazon to sell. The scale of this auto-listing experiment became clear when an Amazon spokesperson later confirmed that over 500,000 items were included in BuyForMe by the end of 2025 (up from about 65,000 when the beta launched in April of that year).

From Amazon’s perspective, they positioned BuyForMe as a win-win: a way to “help customers discover brands and products not currently sold in Amazon’s store, while helping businesses reach new customers and drive incremental sales.” Amazon claims to have received positive feedback and positive feedback from some businesses about these programs, using this as justification despite the controversy. In theory, a small merchant might get sales from Amazon users who would otherwise never find their site. Amazon also noted that it wasn’t charging any commission or fees for these orders, unlike standard marketplace sales – effectively, they were acting like an extra shopper on the merchant’s site. And if any merchant didn’t like it, Amazon pointed out they could opt out at any time (by emailing a special support address to request removal from the program). Amazon claims to remove businesses from these programs promptly after opting out, but many merchants have not successfully opted out or found the process transparent.

However, to the merchants, this “ask forgiveness, not permission” approach felt like a profound overreach. No seller sign-up, no contract, no consent – Amazon just flipped a switch and enrolled them. The opt-out mechanism, buried in an Amazon FAQ, meant many only learned of it after they had already experienced problems. As one retailer put it, “Our products were in Amazon’s store without our knowledge. It’s like waking up to find someone built a kiosk with your goods in a mall you never rented space in.”

When Good Intentions Go Wrong: Merchant Outrage and Real Problems

The lack of consent is a principle issue, but equally important are the practical problems that arose from these unauthorized listings. By acting on second-hand data and automating purchases, Amazon’s AI introduced errors and confusion that merchants had to clean up:

  • Out-of-stock items and outdated info: Because the AI scraped product info at some point in time, it sometimes listed products that the brand no longer had available. Customers placed orders on Amazon for items that didn’t exist in the merchant’s inventory. This led to merchants scrambling to cancel orders or explain to angry buyers that the product was unavailable. The very first clues many got about Buy for Me were these unexpected orders for long-gone products. Often, these orders arrived via an auto-generated email address created by Amazon, which made it difficult for merchants to immediately recognize or verify the legitimacy of the order.
  • Mismatched products and descriptions: Some merchants reported that Amazon’s auto-generated listings didn’t always match the product perfectly. In one case, a customer thought they were buying a large version of a stress-ball toy (based on Amazon’s listing), but the merchant only sold a smaller size – and that’s what was shipped. The AI had apparently misinterpreted or merged product data, resulting in the wrong item being delivered. The customer blamed the small business for “sending the wrong product,” hurting the brand’s reputation through no fault of their own.
  • Incorrect pricing or terms: A few merchants saw Amazon display prices that didn’t match their current pricing – potentially a caching issue or a misunderstanding like showing a wholesale/bulk price or an old sale price. This could mean customers were charged a different amount than the product actually costs on the site, leading to confusion and potential loss for someone (either the customer pays more than they should, or the merchant has to decide whether to honor a lower price they never set on Amazon).
  • Customer confusion over who they bought from: Several merchants noted that customers thought they had ordered from Amazon directly. The Amazon-generated product pages, while labeled as from “other brands,” still looked like typical Amazon pages to many shoppers. So when an issue arose – wrong item, delayed shipment, etc. – some buyers contacted Amazon support expecting resolution, while others contacted the merchant (since the package ultimately came from the merchant’s warehouse). Small businesses suddenly found themselves fielding customer service issues caused by Amazon’s system, often having to explain, “We didn’t list our product on Amazon; Amazon’s AI did this.” This scenario put brand trust at risk. A customer who has a bad experience might leave a negative review or lose faith in the brand, not realizing the disconnect in the sales channel. Additionally, some merchants use Shopify shipping notification emails to communicate with customers, but when orders are placed via Amazon’s Buy for Me, this can cause confusion—customers may receive both Amazon and Shopify notifications, making it unclear who is responsible for the order and shipment.
  • Returns and fulfillment burden: Because the orders are fulfilled by the merchants, any returns or exchanges fall to them as well. One major headache was that if Amazon’s info was wrong (say, the wrong size was listed) and the customer wanted a return, the small merchant had to handle the return shipping and refund. Amazon wasn’t automatically compensating these errors; in effect, the merchant eats the cost or inconvenience, unless they escalate a complaint to Amazon. Some merchants reported offering refunds or replacements to appease customers, essentially cleaning up the AI’s mistakes. Offering free return labels in these situations can help mitigate disputes, improve customer satisfaction, and reduce the risk of chargebacks, but it also adds to the merchant’s operational costs.
  • Operational strain and inventory management: A few artisan or very small-scale sellers worried, what if this took off suddenly? If Amazon’s algorithm decided to push their product and they got a spike of orders, could they even handle it? One jewelry maker said, “If suddenly there were 100 orders, I couldn’t necessarily manage… I should be asked about that. This is my business.” For micro-businesses, being unknowingly featured on the world’s largest store is a stress-test they never signed up for.
  • Policy and partnership conflicts: At least one merchant pointed out that they carry other independent brands’ products in their store, and some of those brands explicitly forbid selling on Amazon (to maintain exclusivity or brand positioning). By Amazon pulling those products onto its site via this merchant’s catalog, it could put the merchant in breach of agreements with their partners. Others mentioned the unauthorized use of their product photography and descriptions (often copyrighted content) by Amazon’s listings, raising intellectual property concerns. It felt like Amazon assumed anything publicly visible online was free to reuse commercially.

All these issues fuel the outrage, but the prevailing sentiment from merchants is less about any single order gone wrong and more about loss of control. These entrepreneurs carefully cultivate their brand image, customer experience, and sales channels. Suddenly they woke up to find their brand presented on Amazon in a way they didn’t choose, with content they didn’t vet, and funneling orders in a manner that cut them out of the loop. Even those who initially saw extra orders roll in (and thought “hey, new sales!”) quickly grew wary when errors and complaints surfaced. As one affected seller said, “When things started to go wrong, there was no system set up by Amazon to resolve it. It’s just: We set this up for you, you should be grateful… now you deal with it.” That feeling of powerlessness – that Amazon can reach into their business and meddle with how products are sold – is what really underlines the “dark side” of this agentic commerce experiment.

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Execution Without Consent: A Dangerous Precedent

Beyond the immediate headaches, Buy for Me set a concerning precedent: it breaks the assumption that merchants control how and where their products are sold. This is essentially Amazon saying it can act as an agentic buyer, and by doing so, it can create a “marketplace” of products without the sellers’ participation. While Amazon argues it’s just making purchases like a customer would, the scale and automation changes everything.

Amazon’s approach taps into the concept of “agentic commerce” – where an AI agent can browse the web, find products, and execute purchases on behalf of a user. Agentic commerce is likely to become a major trend, with AI assistants handling shopping tasks end-to-end. However, this also means a large platform could leverage agentic AI to pull products into its ecosystem without permission, effectively rewriting the rules of ecommerce.

In traditional ecommerce, if a merchant didn’t list their product on Amazon, it wouldn’t appear on Amazon. With Buy for Me, that barrier disappears. Amazon’s system can scrape the merchant’s public product data, generate a listing on Amazon, and initiate purchases through the merchant’s site. This is a powerful shift: it means any online store could become “shoppable” through Amazon’s interface, even if the merchant never intended it.

From a merchant’s perspective, this is unsettling because it takes away their ability to choose sales channels. Many merchants avoid Amazon because of brand control, pricing strategy, or marketplace fees. Others have exclusive agreements that prevent selling on certain platforms. Buy for Me overrides those strategic decisions, effectively saying: if your product is online, Amazon can facilitate its sale.

For the ecommerce industry, this raises questions about what future norms should look like. Should platforms be allowed to automatically list and purchase products from other stores without permission? Should merchants have legal or technical protections? Or will the open web simply become a de facto catalog for dominant platforms with AI agents?

The Universal Commerce Protocol: Consent-Based Agentic Commerce

Is there a better way to harness AI in shopping without trampling on merchant consent? Many in the industry believe so, and they’re rallying around an alternative approach called the Universal Commerce Protocol (UCP). UCP is a newly introduced open standard designed specifically for agentic commerce, but unlike Amazon’s closed experiment, UCP is built on explicit, machine-readable consent from merchants.

Under the Universal Commerce Protocol, merchants voluntarily expose their product data and purchase workflows via a standardized API or manifest. In plain terms, a brand can signal to AI agents: “Here’s how you can work with my store if you want to buy something.” This manifest includes real-time product details (pricing, stock, descriptions), rules for checkout (available shipping methods, tax calculations, promo codes, etc.), and how to actually submit an order and payment. Because it’s machine-readable and standardized, any AI shopping assistant that speaks UCP can understand and transact with the store only in the ways the merchant allows.

Several big names are backing UCP – it was co-developed by Google along with partners like Shopify, Walmart, Target, and others. The reason is clear: they envision a future where AI shopping agents become common, and they want a level playing field where retailers have control and buyers have choice. In a UCP scenario, if a shopper asks an AI assistant (say Google’s chatbot or some voice assistant) to buy a product, the assistant would search for merchants that support UCP for that product. It could perhaps find multiple options and compare prices or loyalty benefits. When it goes to execute the purchase, it would use the UCP interface to do so seamlessly. Importantly:

  • The merchant remains the “seller of record”. The sale happens as if on the merchant’s site (just automated). The merchant sets the terms of sale, and they know an AI agent is checking out under a real customer’s authorization.
  • The merchant likely gets to retain the customer relationship (for example, the protocol could allow the real customer email to be shared in a secure way, or at least not hide the brand behind an alias).
  • Because the data comes directly from the merchant’s feed, the product info is accurate and up-to-date. The AI doesn’t have to scrape webpages and risk errors; it’s getting official data.
  • If a merchant doesn’t want certain products sold via third-party agents or has certain conditions (like “don’t allow discount codes beyond X” or “limit 2 per customer”), those rules can be encoded in the protocol. The AI must respect those rules to complete the purchase successfully.
  • In short, consent and control are baked in. Merchants opt in to UCP and thereby agree to let participating AI agents facilitate sales under agreed-upon rules. If they opt out, the AI should leave them alone.

It’s a very different philosophy from Amazon’s Buy for Me. One is “Let’s collaborate via open standards”, the other is “We’ll do it anyway, try to stop us.” UCP is still brand new (announced in early 2026), and Amazon was notably absent from its supporters. That’s not surprising – Amazon typically prefers its own closed ecosystem. In fact, while Walmart and Target jumped on the UCP bandwagon (signaling their interest in being more open), Amazon has shown no sign of adopting UCP or similar standards. Instead, Amazon has been building features like Buy for Me and its AI assistant (nicknamed “Rufus” internally) to strengthen its walled garden.

Consent vs. Power: Two Visions for AI Shopping

The clash between Amazon’s Buy for Me and UCP highlights two different visions for the future of agentic commerce:

  • Amazon’s vision: A closed ecosystem where Amazon is the hub, and customers can buy anything without leaving Amazon. Merchants are pulled in automatically, and Amazon controls the customer experience and the shopping relationship. This maximizes convenience and keeps customers in Amazon’s domain.
  • UCP’s vision: An open, consent-based ecosystem where merchants opt in, control their product data, and allow AI agents to transact under clear rules. AI shopping assistants can work across the web without one platform dominating the relationship.

For consumers, both visions promise convenience. But for merchants, the difference is huge. Amazon’s approach removes consent and control, while UCP is designed to preserve both. The adoption of UCP may determine whether agentic commerce becomes a collaborative standard or a platform-controlled power play.

New Reality for Merchants: Product and Pricing Information as Open Invitations

Buy for Me has made one thing clear: in the era of AI agents, publicly available product data may be treated as an invitation to transact. Merchants who assumed that listing products on their own site meant controlling distribution are now facing a new reality. If your site is public, an AI agent can potentially scrape your catalog, present it elsewhere, and execute purchases on behalf of users.

This changes the equation for merchants. It forces brands to think about:

  • How to maintain control over product data accuracy and representation across platforms
  • Whether to adopt consent-based standards like UCP to manage AI-driven transactions
  • How to protect customer relationships when AI agents act as intermediaries

Merchants may need new technical or legal tools to assert their preferences. In the past, being “off Amazon” was a choice. With agentic commerce, that choice may become harder to enforce unless standards like UCP become widely adopted.

The Technology Behind Buy for Me

Amazon’s Buy for Me relies on a combination of web crawling, automation, and secure data transfer. Amazon’s AI agent collects product data from external sites, generates listings, monitors for updates, and executes checkout flows. This is essentially a sophisticated automation system built at Amazon scale.

Key components include:

  • Data scraping: Pulling product names, descriptions, prices, and images from public product pages.
  • Listing generation: Creating Amazon listings based on scraped data, without merchant involvement.
  • Order automation: Simulating a customer purchase on the merchant’s site using Amazon’s stored customer payment and shipping details.
  • Proxy identity: Using Amazon-generated email addresses to manage communication and track orders.

This technology shows how quickly AI agents can turn product discovery into action. It also shows why consent-based protocols like UCP matter: without clear standards, platforms can deploy these tools in ways that shift power away from merchants.

Amazon’s Buy for Me program may be a beta experiment today, but it offers a preview of what agentic commerce could become. The future of AI shopping will likely depend on whether the industry embraces consent-based standards or allows dominant platforms to set the rules unilaterally. For merchants, the lesson is clear: prepare now for AI-driven transactions, protect product data integrity, and consider how to maintain customer relationships when the “buyer” may be an AI agent.

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Frequently Asked Questions

What is Amazon’s Buy for Me feature?

Amazon’s Buy for Me is an AI-powered feature within the Amazon Shopping app that allows customers to buy products from other brands’ websites without leaving Amazon. If Amazon doesn’t sell an item directly, it can still show it in Amazon search results and let the customer purchase it with a “Buy for Me” button. Amazon’s system then places the order on the brand’s website on the customer’s behalf.

Do merchants have to sign up for Buy for Me?

No. That’s the controversy. Amazon automatically lists products from external sites without merchants signing up, onboarding, or giving consent. Merchants are included by default unless they opt out. Amazon scrapes publicly available product data and creates listings without a contract or seller agreement.

Does Amazon take a commission on Buy for Me sales?

During the beta phase, Amazon stated it does not take a commission for Buy for Me purchases. The merchant receives payment for any orders Amazon places on their site (just like a regular customer sale, minus whatever payment processing fees they normally pay). However, Amazon does not take a marketplace commission on top – it’s not like a 15% fee as in a typical Amazon sale. Amazon’s “gain” is keeping the customer on its platform and potentially earning their loyalty (and capturing data). The merchant gets the revenue from the product sale, but they didn’t explicitly agree to Amazon being a sales channel.

Is it legal for Amazon to list and sell products from other websites without permission?

Legality in this context is a gray area because Amazon isn’t stealing the products; it’s acting as a customer would. If you have a public online store, anyone (including a bot) can technically place orders. Amazon is leveraging that, along with publicly available information. There’s no specific law against listing information found on the web, especially if it’s factual like a product name and price. However, there could be intellectual property questions (using product images or descriptions without permission) and contractual issues (for example, if a brand’s terms of service prohibit automated scraping or resale, Amazon could be in breach of those terms). No major legal action has been taken publicly as of now, but many affected brands feel it’s unethical. It’s possible this area will attract regulatory scrutiny if it grows, since it touches on competition and consumer transparency as well.

Why are merchants so upset if they’re making sales through Amazon’s Buy for Me?

For many merchants, it’s not just about the sale – it’s about control and consent. They’re upset because: (1) They didn’t agree to have their brand represented on Amazon, yet it was. (2) Some deliberately stay off Amazon to curate their brand image or pricing, and this undercut that choice. (3) issues like wrong info or out-of-stock orders made their business look unreliable, and they had to deal with angry customers. (4) They lose the direct relationship with customers (Amazon keeps the customer’s info and engagement). So even if a few extra sales come in, the cost to their brand reputation or long-term customer strategy can be negative. It’s analogous to finding your products being sold in a store you never approved – even if money comes in, you’re concerned about how they’re being sold and presented.

How do merchants remove their products from Buy for Me?

Amazon has provided an opt-out, though it’s not widely advertised. A merchant can contact Amazon (for example, via a specific email like branddirect@amazon.com) to request their site or products be removed from these programs. Merchants have reported that Amazon did comply and took their listings down within a few days of opting out. In the meantime, some have also taken measures like canceling any orders that come through Amazon’s bot (so the customer doesn’t get the item via Amazon) while they sort out the removal. Unfortunately, the onus is on each merchant to opt out if they don’t want to participate – it was an opt-out program by default.

How do I gift an item on Amazon?

To gift an item on Amazon, add it to your cart, proceed to checkout, and select “This order contains a gift.” Enter your friend’s address as the shipping destination. Selecting “This order contains a gift” hides prices on the physical packing slip. You can add a free gift message and, if available, select paid gift wrapping as options. Note that some third-party sellers may not offer gift wrapping or messaging, and a notice will appear during checkout if these options are unavailable. The gifting feature requires an Amazon Prime membership for shipments within the continental U.S. If you do not know your friend’s address, the Amazon app allows you to enter their email or phone number to send the gift. Recipients can exchange the gift for an Amazon Gift Card without notifying the sender.

What is the Universal Commerce Protocol (UCP) mentioned in this context?

The Universal Commerce Protocol is an open standard developed by companies like Google and Shopify. It’s basically a structured way for merchants to allow AI agents to transact on their sites. Through UCP, a merchant publishes how an AI can discover products, check inventory, and complete a checkout, all with explicit permission and standard rules. Think of it as a common language that could let, say, Google’s shopping assistant buy an item from a boutique’s website seamlessly, with the boutique’s blessing. UCP is meant to ensure any AI shopping action is consensual and that the merchant stays in control of product info and checkout conditions. It’s the polar opposite approach to what Amazon did with Buy for Me. With UCP, the merchant opts in and actively participates; Amazon’s approach was opt-out and done without initial consent.

Would UCP prevent something like Amazon’s Buy for Me?

Not automatically. UCP isn’t a law or a physical barrier – it’s a voluntary standard. If a platform like Amazon chooses not to honor it (or not to participate in it), they can still do their own thing like scraping sites or acting as an agent without permission. UCP works if all parties agree to use it. In the current scenario, Amazon has not joined UCP, so it’s essentially doing an end-run around these emerging standards. However, if UCP gains widespread adoption and merchants signal their preferences through it, one could imagine future where ignoring it might draw more backlash or even be addressed by regulators or industry norms. Today, UCP doesn’t “stop” Amazon; it simply offers a better path that we hope platforms will follow. It’s like the difference between an agreed-upon traffic law versus one driver deciding to go off-road – the law guides cooperative drivers, but it doesn’t physically stop a rogue actor.

How does Amazon’s AI assistant (Rufus) factor into Buy for Me?

Rufus is Amazon’s AI shopping assistant built into their app and website. It’s designed to help customers find products and answer questions. As part of its capabilities, Rufus can utilize features like Shop Direct and Buy for Me. For example, if you asked Rufus, “I need a red leather wallet under $100,” and the best match isn’t sold on Amazon, Rufus could show a Buy for Me result from an external brand and even execute the purchase. The key thing to note is that Rufus, being an Amazon tool, is aligned with Amazon’s marketplace. It will try to keep you shopping within Amazon’s services (including these agentic purchases). Unlike a neutral AI that might truly search the whole web and respect each site’s preferences, Rufus will favor Amazon’s ecosystem. So in a way, Rufus + Buy for Me together illustrate Amazon’s closed approach to agentic commerce: their AI will push Amazon-controlled solutions (even if the product is technically from an outside store, the experience remains in Amazon’s app).

What does this mean for the future of online shopping?

It indicates that a major change is underway. We’re moving from just finding things with AI to actually buying via AI agents. In the near future, you might commonly use an AI assistant to handle shopping tasks – from researching to comparing to purchasing – across multiple stores. The big question is whose terms will that future run on. Amazon’s experiment suggests one future where big platforms do it all for you (with some heavy-handed tactics). The alternative being built by others is a more open network where your agent could shop anywhere with merchants’ cooperation. For consumers, AI-driven shopping could be incredibly convenient. You could say “buy me a refill of my favorite shampoo from the cheapest source” and your assistant handles it. But behind the scenes, whether that transaction respected the merchant’s rules, or whether it cut them out, depends on which approach wins out. What’s clear is that online retailers need to prepare for AI-driven transactions – ensuring data accuracy, deciding on participation in protocols like UCP, and thinking about how to maintain customer relationships in a world where the “point of sale” might be a conversation with an AI. The Buy for Me incident is a bit of a warning shot that these changes are no longer theoretical; they’re happening now, and businesses large and small will have to adapt.

Written By:

Manish Chowdhary

Manish Chowdhary

Manish Chowdhary is the founder and CEO of Cahoot, the most comprehensive post-purchase suite for ecommerce brands. A serial entrepreneur and industry thought leader, Manish has decades of experience building technologies that simplify ecommerce logistics—from order fulfillment to returns. His insights help brands stay ahead of market shifts and operational challenges.

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Amazon’s Big-Box Store Signals the Rise of No-Wait Commerce

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Amazon’s proposed 229,000-square-foot retail store in suburban Chicago is not about shipping faster or expanding delivery capacity. It introduces a new tier of ecommerce where customers can buy from Amazon’s catalog and take possession immediately, without waiting for delivery windows, checking locker availability, or tracking packages. This “no-wait” model reshapes how urgency, access, and competition work in ecommerce, and it rewards a very specific type of merchant.

Instant commerce was created rapidly as a disruptive retail model, with companies quickly developing and implementing new ways for consumers to shop and receive products. The swift establishment of instant commerce has transformed traditional retail, setting new expectations for speed and convenience. Many customers are already familiar with the concept of instant commerce through services like Uber Eats, Instacart, or DoorDash, which have made quick delivery options a recognized part of everyday life.

The concept, now under local approval review in Orland Park, Illinois, represents Amazon’s most significant physical retail experiment since acquiring Whole Foods in 2017. But understanding what this store actually enables requires looking beyond the square footage and grocery aisles to see the fulfillment architecture underneath.

The development of automation and artificial intelligence has made distribution and delivery systems increasingly sophisticated, enabling faster and more efficient order fulfillment.

China has been a leader in instant commerce, with intense competition among technology giants driving innovation. Chinese consumers can expect to receive their orders within an hour, thanks to advanced logistics, a reliable transport network, and sophisticated distribution systems. However, the rapid growth of instant commerce in China has also led to criticism of the working conditions for delivery workers, who often face insufficient and excessively demanding environments.

Instant commerce typically focuses on delivering everyday essentials, groceries, and medicines within 10-60 minutes.

Introduction to Instant Commerce

Instant commerce is redefining the way consumers interact with ecommerce brands, setting a new standard for speed and convenience in shopping online. At its core, the instant commerce model is built on the promise of delivering products to customers with unprecedented speed—sometimes within hours of placing an order. This shift is powered by advanced delivery networks, robust fulfillment systems, and the strategic use of artificial intelligence to optimize every step of the process.

Retailers and companies are investing heavily in technology to provide a seamless customer experience, from the moment a product is added to the cart to the instant it arrives at the customer’s door. The integration of real-time data analytics and AI-driven logistics allows businesses to anticipate demand, manage inventory efficiently, and ensure that fast shipping is not just an option, but an expectation. As a result, consumers now enjoy the ability to order groceries, electronics, and everyday essentials online and receive them the same day or even within hours, making shopping online more convenient and reliable than ever before.

The rise of instant commerce is not just about speed—it’s about meeting the evolving needs of customers who value both time and convenience. Retailers are building sophisticated fulfillment networks and partnering with logistics providers to ensure they can provide the level of service today’s consumers demand. As technology continues to advance, the instant commerce model will only become more integral to the way we shop, transforming the retail landscape for both businesses and consumers.

To learn more about instant commerce, AI tools, and integrated ecommerce solutions, explore additional resources and further reading to deepen your understanding of these rapidly evolving technologies.

What Amazon’s Big-Box Concept Actually Enables

According to planning documents reviewed by multiple news outlets, the proposed store combines in-person shopping with digital ordering and immediate curbside pickup. Customers can browse physical aisles for groceries and general merchandise while simultaneously ordering items from Amazon’s broader catalog through an app or in-store kiosk. Those items get pulled from back-of-house inventory and prepared for pickup before the customer finishes shopping.

Optimizing the checkout process is crucial in instant commerce environments. Implementing simplified checkout forms or a single-page form can significantly reduce customer churn and improve conversions. A streamlined checkout page also plays a key role in increasing conversion rates and minimizing cart abandonment.

The store design dedicates substantial floor space to fulfillment operations rather than retail displays. Planning documents describe separate access points for retail customers and delivery drivers, dedicated queuing areas for order pickup, and a layout optimized to support both in-store shopping and rapid order assembly. A customer could walk into the store, order a sweater in a different color than what is on the rack, and pick it up at the front counter before leaving.

This is not the same as existing pickup options. Amazon already offers next-day pickup at some locations and grocery collection within 30 minutes at Whole Foods. Reports indicate Amazon is also developing a “rush” pickup service that would allow customers to collect orders from its stores within an hour, combining online marketplace items with in-store inventory in a single unified order.

The big-box format scales this capability dramatically. The store’s back-of-house operations can support a vastly larger product selection than any current Amazon physical location, bridging the gap between the convenience of a neighborhood store and the depth of Amazon’s online catalog.

This Is Not About Faster Shipping

Amazon’s delivery network already works well for most customers. Same-day delivery reaches thousands of cities. Prime members can get household essentials and fresh groceries delivered in under an hour through the recently launched Amazon Now service in test markets. Two-day shipping feels almost quaint compared to what the company can now execute.

The breakthrough here is not incremental speed improvement. It is skipping delivery entirely.

Delivery, no matter how fast, still involves waiting. Even a one-hour delivery window means staying home, watching for notifications, and being present when the package arrives. Traditionally, e-commerce delivery times were much longer, often taking several weeks or at least 1-7 days across broader regions. Instant commerce has drastically shortened these long wait times, shifting consumer expectations from weeks or days to just minutes or a couple of hours. Lockers solve the availability problem but add another stop. The no-wait model eliminates all of that. You order, you drive, you have it.

This distinction matters because it changes which shopping occasions Amazon can capture. Some purchases do not tolerate any delay. The ingredient missing from tonight’s dinner. The charger needed for tomorrow’s trip. The birthday gift discovered too late for shipping. These moments currently default to physical retail because the alternative requires waiting.

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No-Wait Commerce as a New Tier

Same-day delivery compressed the ecommerce timeline from days to hours. No-wait commerce compresses it further, from hours to minutes. The limiting factor is no longer logistics speed but physical proximity.

This creates a new competitive tier above same-day delivery. Click-and-collect sales in the United States are projected to reach nearly $113 billion this year, growing 17% from 2023. Research firm eMarketer estimates approximately 153 million Americans will use click-and-collect services in 2025, representing about 68% of online buyers. Walmart currently leads this category with projected sales of $38.5 billion, leveraging more than 4,600 U.S. stores that can reach roughly 95% of households within three hours.

The difference between retailers who expand their reach by leveraging omnichannel strategies and marketplaces and those who do not is significant—those using established marketplaces and robust omnichannel management can facilitate same-day or even instant commerce, while others risk falling behind. Major retailers and marketplaces like DoorDash, Uber Eats, Amazon, Walmart, and Instacart now offer instant commerce options for a variety of businesses, including grocery stores and restaurants, further accelerating the shift toward rapid fulfillment.

Amazon’s big-box concept positions the company to compete directly in this space, but with a catalog advantage no grocery-focused retailer can match. A customer picking up milk and eggs could also grab electronics, home goods, clothing, and items from third-party sellers, all in one stop, all without waiting.

The implications extend beyond convenience. No-wait commerce shifts purchasing decisions. When customers know they can have something in their hands within an hour of wanting it, the calculus around impulse purchases, urgent needs, and last-minute shopping changes fundamentally.

How This Differs from Whole Foods and Lockers

Amazon already operates physical retail through Whole Foods, Amazon Fresh, and Amazon Go locations. It already offers pickup through lockers at thousands of locations. The big-box concept differs from all of these in purpose and capability.

Whole Foods serves a specific grocery customer seeking organic, premium products. Its stores are designed for browsing and discovery, not rapid fulfillment of general merchandise. Amazon Fresh focuses on everyday grocery needs with tech-enabled checkout but limited selection beyond food and household staples. Amazon Go prioritizes convenience and speed for grab-and-go purchases but operates at small scale.

Lockers solve a different problem entirely: receiving packages when you are not home. They extend delivery flexibility but do not eliminate waiting. You still order, wait for fulfillment, wait for shipping, and then retrieve.

The big-box format is purpose-built for a different use case. Planning documents describe it as a “fulfillment-first retail layout” where back-of-house operations support both in-store shopping and pickup orders simultaneously. The design separates delivery vehicle traffic from customer pickup lanes, creating dedicated infrastructure for rapid order handoff.

This is not a grocery store with Amazon products added. It is a fulfillment node with a retail front end, designed to serve customers who want immediate possession without the constraints of traditional retail inventory.

Shopping Habits in the Age of No-Wait Commerce

The instant commerce model is fundamentally reshaping how consumers approach shopping online. Today’s customers expect not just a wide selection, but also the ability to receive their purchases with unprecedented speed and convenience. Recent surveys reveal that convenience is the top reason consumers choose to shop online, with 76% citing it as their primary motivator. Fast shipping is no longer a luxury—66% of shoppers now consider it a basic expectation.

This shift in consumer mindset is driving ecommerce brands and businesses to rethink their fulfillment strategies. Companies are investing heavily in delivery networks and logistics infrastructure to meet the demand for rapid delivery. The rise of services like Uber Eats, which now deliver not only restaurant meals but also groceries and everyday essentials, exemplifies how the instant commerce model is expanding across categories.

For many ecommerce brands, partnering with third-party delivery services has become a strategic necessity to offer customers the speed and convenience they expect. Whether it’s groceries, household items, or last-minute gifts, the ability to provide fast, reliable delivery is a key differentiator in a crowded marketplace. As a result, businesses are constantly refining their fulfillment processes to ensure they can meet customer needs at any hour, reinforcing the central role of convenience in the modern shopping experience.

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Customer Experience in the Instant Commerce Era

In the era of instant commerce, delivering an exceptional customer experience has become the top priority for ecommerce brands. Today’s consumers expect more than just fast delivery—they want a seamless, personalized, and intuitive shopping journey from start to finish. Companies are leveraging artificial intelligence and advanced technology tools to create dynamic product pages, offer tailored recommendations, and streamline the checkout process, ensuring that every interaction feels effortless and engaging.

Industry leaders like Uber Eats and Amazon have set the benchmark for what customers expect when shopping online, offering reliable delivery services that consistently meet or exceed expectations. Real-time order tracking, instant notifications, and easy-to-navigate interfaces are now standard features, providing consumers with transparency and control over their purchases. Retailers are investing in building robust technology infrastructure to support these services, recognizing that a superior customer experience is essential for retaining loyalty and driving repeat business.

Artificial intelligence plays a crucial role in this transformation, enabling companies to analyze customer behavior, predict preferences, and optimize every touchpoint along the shopping journey. By harnessing these tools, retailers can offer services that not only meet but anticipate customer needs, from personalized product suggestions to proactive customer support. In the instant commerce era, the brands that invest in technology and prioritize customer experience are the ones best positioned to thrive.

Demand and Growth of Instant Commerce

The demand for instant commerce is surging as more consumers embrace the convenience of shopping online and expect their purchases to arrive with lightning speed. Fast shipping has evolved from a competitive advantage to a baseline expectation, with 66% of shoppers now considering it a necessity. Convenience remains the primary reason consumers choose to shop online, cited by 76% in recent surveys, underscoring the importance of rapid and reliable delivery services.

Retailers and companies are responding by investing in advanced fulfillment systems and expanding their delivery networks to meet these heightened expectations. The instant commerce market is projected to grow faster than traditional retail, fueled by the increasing adoption of mobile devices and the rise of on-demand services. In China, for example, ecommerce giants like Alibaba and JD.com have set the standard by offering same-day delivery in major cities, demonstrating what’s possible when technology, logistics, and consumer demand align.

As more retailers build out their instant commerce capabilities, the market is poised for continued expansion. The ability to provide fast, convenient delivery is becoming a key differentiator, driving competition and innovation across the industry. For consumers, this means greater choice, more flexibility, and the assurance that their needs can be met quickly—no matter where they shop or what they buy.

Logistics and Operations Behind Instant Access

Delivering on the promise of instant access requires a sophisticated logistics and operations backbone. Ecommerce brands must develop robust delivery networks that can handle high order volumes and tight turnaround times. This often involves leveraging artificial intelligence and advanced data analytics to optimize delivery routes, predict demand spikes, and allocate inventory efficiently.

Retail locations are increasingly being reimagined as fulfillment hubs, not just points of sale. These sites serve as critical nodes in the instant commerce ecosystem, enabling businesses to stage inventory closer to customers and facilitate rapid order pickup or delivery. Seamless integration between ecommerce platforms and logistics systems is essential, allowing for real-time order tracking, inventory updates, and customer notifications.

Industry leaders like Amazon and Alibaba are at the forefront of these operational innovations. They are experimenting with new fulfillment methods, such as dark stores—retail spaces dedicated solely to online order processing—and highly automated warehouses that can process and dispatch orders within minutes. These advancements enable companies to provide a superior customer experience, ensuring that products are available when and where consumers need them. As the competition intensifies, businesses that invest in cutting-edge logistics and fulfillment technology will be best positioned to thrive in the era of instant commerce.

Technology Infrastructure Powering No-Wait Commerce

At the heart of the instant commerce model lies a powerful technology infrastructure that enables ecommerce brands to deliver on the promise of no-wait shopping. Advanced tools and platforms are essential for managing online stores, processing orders, and coordinating delivery across multiple channels. A builder platform allows ecommerce brands to quickly create and customize online storefronts, supporting advanced headless commerce solutions with cutting-edge technology. Artificial intelligence is a game-changer in this space, optimizing everything from product pages to logistics workflows.

AI-driven analytics help businesses predict customer behavior, personalize shopping experiences, and streamline fulfillment operations. For example, intelligent algorithms can recommend products based on browsing history, adjust inventory levels in real time, and even automate customer service through chatbots and virtual assistants. These tools not only enhance the customer experience but also allow companies to manage their operations more efficiently.

Mobile-first technology is another critical component, as more consumers prefer to shop and track their orders on smartphones and tablets. Ecommerce brands are investing in responsive platforms and apps that make it easy for customers to browse, buy, and manage their accounts from anywhere. It is important to adjust marketing and email automation to account for changes in fulfillment and delivery times within an instant commerce model, allowing customers to manage their account settings accordingly. Additionally, implementing post-purchase marketing triggers and post-purchase email automation is crucial for enhancing the customer experience after the sale is completed, ensuring continued engagement and satisfaction. The growing adoption of AI-powered support services ensures that help is always available, further reducing friction in the buying process.

Investors are taking note of these trends, with significant funding flowing into companies developing innovative solutions for instant commerce. As the market continues to evolve, businesses that leverage the latest technology and AI-driven tools will be able to provide faster, more reliable service—meeting the high expectations of today’s consumers and setting new standards for the future of ecommerce.

Challenges and Opportunities for Retailers

The rise of instant commerce presents both significant challenges and exciting opportunities for retailers. Building and maintaining a delivery network capable of supporting same-day or next-day fulfillment requires substantial investment in technology, logistics, and skilled personnel. Retailers must ensure that their fulfillment systems are agile enough to handle fluctuating demand and deliver orders quickly and accurately, all while maintaining a seamless customer experience.

To meet these challenges, companies are turning to artificial intelligence and advanced analytics to optimize their supply chains, predict order volumes, and allocate resources efficiently. Real-time order tracking, personalized product recommendations, and streamlined checkout processes are now essential components of the customer experience, requiring ongoing investment in technology and infrastructure.

Despite these hurdles, the opportunities for growth are immense. Retailers that successfully implement instant commerce can increase sales, improve customer satisfaction, and gain a competitive edge in an increasingly crowded market. By leveraging cutting-edge technology and building robust delivery networks, businesses can provide the fast, reliable service that today’s consumers expect—positioning themselves for long-term success in the evolving world of ecommerce.

Which Merchants Benefit and Which Feel Pressure

The no-wait model creates clear winners and losers among product categories and merchant types. Building a market-leading company in instant commerce requires developing new infrastructure and networks from scratch or through integration. Understanding this dynamic matters for anyone selling on Amazon or competing with it.

Products that win on immediacy gain the most. Consumables, replacement items, and anything purchased to solve an immediate problem benefit from no-wait availability. Phone chargers, batteries, cleaning supplies, cooking ingredients, and everyday household items all fit this profile. When a customer needs something now, the merchant who can deliver possession fastest wins. Modern consumers have become spoiled by the convenience of instant commerce, expecting near-instant gratification and setting new standards for customer expectations.

Brands with high-velocity SKUs positioned for impulse purchase also stand to gain. The customer browsing the store for groceries might add a new kitchen gadget, a seasonal decoration, or a trending product they saw online. This cross-category exposure creates opportunities for products that benefit from physical proximity to other purchases.

Companies that have gained traction in instant commerce are those that have adapted quickly to changing consumer expectations, leveraging speed and convenience to capture market share.

The pressure falls differently. Products that depend on storytelling, configuration, or extended consideration face a compressed decision window. Complex electronics, customized items, and products requiring research do not gain much from no-wait availability because the purchase decision itself takes time. A customer will not impulse-buy a laptop while picking up groceries.

Premium and differentiated brands also face a new competitive context. When a category becomes available for immediate possession, the brand that happens to be in stock wins over the brand that requires shipping. This advantages commodity products and private labels that can be present in back-of-house inventory over specialized products that require fulfillment from distant warehouses.

Operational efficiency in instant commerce can reduce fulfillment costs by up to 75% per order compared to centralized warehouses. Consumers can access a curated selection of 2,000-4,000 SKUs per location, and many are willing to pay a premium for faster delivery.

What This Means for Brand Placement and Selection

Merchants should understand that Amazon’s big-box concept does not guarantee shelf space or even in-store presence in the traditional sense. The store’s back-of-house inventory model means products might be available for immediate pickup without ever appearing on a retail display. It is important for merchants to understand the factors that influence product placement and selection in instant commerce, as these can directly impact their visibility and sales opportunities. Additionally, customer demographics play an important role in shaping demand for instant commerce services, influencing which products are prioritized for rapid fulfillment.

Amazon controls which products get stocked in these locations, how they are categorized, and whether they appear in app-based or kiosk ordering. This is not a consignment model where brands secure shelf placement through negotiation. It is an extension of Amazon’s existing marketplace dynamics, where the platform decides what inventory to position for rapid fulfillment based on demand signals, margin considerations, and operational efficiency.

For merchants, this means access to no-wait commerce runs through Amazon’s existing seller relationships and inventory systems. Products with strong sales velocity and Prime eligibility are more likely candidates for local stocking. But the decision remains Amazon’s, not the seller’s.

The visibility implications are significant. A product available for one-hour pickup will likely receive algorithmic preference over products requiring standard shipping, particularly for searches with urgency signals. This creates a new dimension of competitive advantage that depends on physical proximity rather than just price, reviews, or advertising.

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The Competitive Context Shift

Amazon’s big-box experiment reflects a broader recognition that ecommerce and physical retail are converging rather than competing. In today’s world, commerce is more interconnected and global than ever, with instant and omnichannel approaches catering to a worldwide consumer base and meeting diverse expectations. Consumer Intelligence Research Partners analysts noted that 93% of Amazon customers also shop at Walmart, suggesting the battle is not for exclusive loyalty but for share of each shopping occasion.

For multichannel sellers, this shift means evaluating which products and which moments each channel serves best. No-wait commerce captures urgency-driven purchases that might otherwise go to a local retailer. Instant commerce relies on dense urban networks for logistics to enable rapid fulfillment, while traditional ecommerce employs scalable logistics models to serve planned purchases where delivery timing is flexible. Physical retail captures discovery and experience-driven shopping.

The merchants best positioned for this environment are those who can serve multiple purchase contexts rather than optimizing for a single channel. A product available for immediate pickup at an Amazon big-box location, same-day delivery through Prime, and discovery through a brand’s own retail presence covers more customer moments than any single-channel strategy.

This is not a call to action or a required playbook. Amazon’s big-box concept remains in early planning stages, with local approval still pending and no confirmed timeline for additional locations. But the direction is clear: the line between ecommerce and physical retail continues to blur, and the merchants who understand how each channel serves different customer needs will navigate the shift most effectively.

Best Practices for Succeeding in Instant Commerce

Succeeding in the instant commerce model requires businesses to place convenience, speed, and a superior customer experience at the heart of their operations. As consumers increasingly expect to receive products within hours, ecommerce brands must rethink every aspect of their delivery networks and fulfillment strategies. Leveraging artificial intelligence is essential—not only for optimizing logistics and inventory management but also for enhancing product pages and personalizing the shopping journey.

To build a robust instant commerce ecosystem, companies should invest in advanced technology that streamlines order processing and enables real-time tracking. AI-driven tools can analyze consumer behavior, predict demand, and automate key processes, ensuring that delivery is both fast and reliable. Retailers and merchants who collaborate closely with logistics partners and technology providers are better positioned to meet the evolving needs of their customers.

Another best practice is to focus on seamless integration across all touchpoints. This means creating intuitive product pages, simplifying checkout processes, and providing instant support to address any issues that may arise. Businesses should also prioritize transparency, offering clear communication about delivery times and order status to build trust with consumers.

Building strong relationships with retailers, merchants, and consumers is vital for long-term success. By fostering open communication and aligning on shared goals, ecommerce brands can create a network that delivers on the promise of instant commerce. Ultimately, those who invest in speed, convenience, and customer-centric solutions will stand out in a competitive marketplace and grow faster in the world of instant commerce.

A Grounded Takeaway

Amazon’s big-box store signals that the company sees physical retail not as a retreat from ecommerce but as an extension of it. The goal is not to replace delivery with stores but to capture purchase occasions that delivery cannot serve well.

For sellers, this represents a shift in competitive context rather than a required strategic pivot. It is crucial for ecommerce businesses to assess whether they are ready to meet the demands of instant commerce, as near-instantaneous shopping and delivery experiences require new levels of operational preparation. Products that benefit from immediacy may find new advantages. Products that depend on differentiation, storytelling, or extended consideration will continue to compete on those dimensions regardless of fulfillment speed.

By 2026, instant commerce will have expanded from niche grocery services to a mainstream retail channel, covering categories like electronics and beauty. The rise of no-wait commerce does not invalidate existing strategies. It adds a new dimension to how customers evaluate options and make decisions. Understanding that dimension, even without acting on it immediately, positions merchants to adapt as the retail landscape continues evolving.

Frequently Asked Questions

What is no-wait commerce?

No-wait commerce describes a purchasing model where customers buy products online and take physical possession immediately through curbside pickup or in-store collection, eliminating delivery windows entirely. It represents a tier above same-day delivery, where the limiting factor is physical proximity rather than logistics speed.

How does Amazon’s big-box store differ from Whole Foods or Amazon Fresh?

The proposed big-box format is designed as a fulfillment-first retail layout with substantial back-of-house operations supporting both in-store shopping and rapid order pickup. Unlike Whole Foods or Amazon Fresh, which focus primarily on grocery retail, the big-box concept would offer Amazon’s broader catalog of general merchandise available for immediate collection.

Does this mean Amazon delivery is getting slower?

No. Amazon’s delivery network continues to expand and accelerate, with same-day and even sub-hour delivery available in many markets. The big-box concept addresses a different customer need: immediate possession without any waiting, which delivery cannot provide regardless of speed.

Will my products be available in Amazon’s big-box stores?

Amazon controls inventory selection and placement in its physical retail locations. Products with strong sales velocity and Prime eligibility are more likely candidates for local stocking, but the decision rests with Amazon based on demand signals and operational considerations, not seller negotiations.

What types of products benefit most from no-wait commerce?

Products purchased to solve immediate needs benefit most: consumables, replacement items, last-minute gifts, and impulse purchases. Products requiring extended research, customization, or storytelling gain less advantage from immediate availability because the purchase decision itself takes time.

When will Amazon’s big-box store open?

The proposed store in Orland Park, Illinois, is still awaiting final local approval. If approved, local officials estimate a potential opening in late 2027. Amazon has not announced plans for additional locations or a broader rollout timeline.

Written By:

Rinaldi Juwono

Rinaldi Juwono

Rinaldi Juwono leads content and SEO strategy at Cahoot, crafting data-driven insights that help ecommerce brands navigate logistics challenges. He works closely with the product, sales, and operations teams to translate Cahoot’s innovations into actionable strategies merchants can use to grow smarter and leaner.

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Amazon Seller-Fulfilled Meltable Product Policy: What Sellers Need to Know

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Selling meltable products through seller-fulfilled channels on Amazon requires a clear understanding of where responsibility lies when heat-sensitive inventory arrives damaged. Amazon allows sellers to fulfill chocolate, gummies, supplements, and other meltable items year-round under Seller-Fulfilled Prime and standard FBM, but the burden of ensuring product quality throughout storage and shipping falls entirely on the seller. Amazon sellers face unique challenges with meltable products, including compliance with temperature requirements and managing the risks of shipping during hot or cold weather.

This operational reality creates both opportunity and risk. While FBA historically restricts meltable inventory during warmer months, seller-fulfilled channels remain open, giving brands flexibility to maintain sales continuity. Amazon meltable inventory is subject to specific seasonal restrictions, with important dates and guidelines that sellers must follow to avoid penalties or losses. However, that flexibility comes with strict accountability. Customer complaints about melted products can trigger listing suppression, and Amazon reserves the right to remove offers that consistently fail to meet quality standards.

Amazon’s meltable inventory policy outlines the regulations for handling, storage, and shipping of temperature-sensitive products, especially during periods of increased risk. This policy is essential for sellers to understand in order to avoid stock disruptions and maintain compliance.

Amazon enforces a seasonal restriction on meltable products, prohibiting their storage and shipment from April 15 to October 15. This means that during this period, meltable inventory cannot be stored or shipped through Amazon’s fulfillment centers.

Introduction to Amazon Meltable Products

Selling meltable products on Amazon opens up exciting opportunities, but it also brings a unique set of challenges that every seller must address. Meltable inventory refers to products that are especially vulnerable to temperature fluctuations—think chocolates, gummies, and wax based items. These heat sensitive products can easily lose their quality or become unsellable if not properly stored and shipped, especially during warmer months or in regions with extreme heat.

Amazon’s meltable inventory policy is designed to ensure that meltable products maintain their integrity from the moment they leave your facility until they reach the customer’s doorstep. This means sellers must pay close attention to how they store inventory, select packaging materials, and manage the shipping process. Failing to account for the risks associated with temperature sensitive items can lead to customer complaints, negative reviews, and even listing suppression.

In this article, we’ll break down what you need to know about selling meltable products on Amazon, including how to navigate the platform’s policies, identify which products are considered meltable, and implement best practices for storage and shipping. Whether you’re looking to sell chocolates, wax based products, or other temperature sensitive inventory, understanding these guidelines is essential for keeping your business running smoothly and maintaining customer satisfaction.

What Amazon Considers a Meltable Product

Amazon defines meltable products as items that can be damaged or degraded when exposed to temperatures between 75°F and 155°F during storage or transit. This temperature range reflects the conditions products commonly encounter in warehouses, delivery vehicles, and on doorsteps during summer months.

The meltable category includes:

  • Chocolate and chocolate-containing items
  • Chocolate bars
  • Power bars and protein bars
  • Gummies and jelly-based products
  • Wax-based products including candles and certain cosmetics
  • Certain beauty products that are sensitive to heat
  • Select supplements and vitamins with heat-sensitive formulations

It is important to note that while meltable products are temperature-sensitive, perishable products—such as those requiring refrigeration, freezing, or temperature-controlled storage—are generally prohibited from FBA year-round due to their short shelf life and storage needs.

This classification matters because it determines how Amazon evaluates product condition complaints. When a customer reports receiving a melted item, Amazon assesses whether the product inherently falls into the meltable category and whether the seller took appropriate measures to protect product integrity during fulfillment. To determine if a product qualifies as meltable under Amazon’s policies, sellers should assess the product’s composition, consult Amazon’s official meltable product lists, and verify heat sensitivity through manufacturer data.

Products classified as meltable must be removed from Amazon fulfillment centers before the seasonal cutoff date of April 15.

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How to Identify Meltable ASINs

Before listing heat-sensitive products, sellers should verify whether specific ASINs carry meltable classification. Amazon determines meltable ASIN classification based on product characteristics and temperature sensitivity. Amazon maintains a downloadable meltable ASIN list that identifies products flagged within this category. This list is accessible through Seller Central and provides a reference point for compliance planning.

Sellers should use their seller central account to check for meltable flags on their products and to access the Meltable ASIN List. Checking meltable status before listing helps sellers understand their obligations upfront. Products on this list carry heightened scrutiny during customer complaint reviews, and sellers should plan their storage and shipping strategies accordingly.

If a product is incorrectly classified as meltable, sellers can submit an exemption request through Seller Support. To request reclassification, sellers must include a letter on the manufacturer’s official letterhead, detailed product specifications (such as heat resistance and technical data), and other supporting documentation. Amazon evaluates exemption requests based on various factors, including product features that prevent melting. Sellers must gather detailed documentation to support their appeal for reclassification of meltable products.

For products not yet on the list, sellers should consider the item’s melting point and temperature resistance when determining appropriate handling procedures. The fact that an ASIN is not currently classified as meltable does not absolve the seller from responsibility if the product arrives damaged due to heat exposure.

Amazon’s Seller-Fulfilled Meltable Product Policy

The Amazon meltable product policy for seller-fulfilled orders places clear responsibility on sellers for ensuring products arrive in acceptable condition. Unlike FBA, where Amazon controls storage and shipping environments, seller-fulfilled channels make the seller accountable for the entire fulfillment process.

Amazon’s enforcement approach is complaint-based. The platform monitors customer feedback, return rates, and product condition reports. When complaints about melted or heat-damaged items reach a certain threshold, Amazon may take action ranging from suppressing the listing to removing the offer entirely. Non compliant products, such as meltable items shipped or stored outside of Amazon’s allowed temperature guidelines, can result in significant account issues and put sellers at a competitive disadvantage.

Repeated complaints of melted products can lead to offer suppression or even account suspension, directly impacting a seller’s account health rating.

Key policy elements sellers must understand:

  • Sellers bear full responsibility for product condition at delivery
  • Amazon does not provide temperature-controlled shipping or storage for seller-fulfilled orders
  • Enforcement triggers are complaint-driven rather than proactive
  • Amazon reserves the right to suppress or remove offers with consistent quality issues
  • Reinstatement may require demonstrating improved fulfillment practices

This complaint-based model means sellers may not receive warning before action is taken. A sudden spike in returns or negative reviews during a heat wave can quickly escalate to listing-level consequences.

Understanding the 75°F to 155°F Temperature Range

The temperature range Amazon references for meltable products reflects real-world conditions products encounter between leaving a seller’s facility and reaching the customer. This range is not arbitrary. It accounts for:

Warehouse storage conditions: Many fulfillment facilities lack climate control, particularly in regions with extreme summer temperatures. Products stored in non-air-conditioned environments can easily reach 90°F or higher.

Transit environments: Delivery trucks and cargo areas frequently exceed 100°F during summer months. Products may sit in these conditions for extended periods during sorting and last-mile delivery.

Doorstep exposure: Final delivery often involves packages sitting on porches or in mailrooms where temperatures can spike well above ambient outdoor conditions.

Understanding this temperature spectrum is critical because it highlights why packaging alone may not be sufficient protection. Insulated packaging and cold packs can provide temporary barriers, but they have limits. Packaging should be designed to withstand temperature fluctuations to help protect meltable products during storage and transit. A package sitting in a 120°F delivery truck for several hours will eventually reach damaging temperatures regardless of initial packaging measures. Improper handling or inadequate packaging can lead to products arriving melted or deformed, resulting in customer dissatisfaction, increased returns, and negative reviews.

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FBA Meltable Restrictions vs. Seller-Fulfilled Flexibility

Amazon historically restricts meltable FBA inventory during warmer periods, specifically prohibiting the storage and shipping of meltable products through its FBA program from April 15 to October 15 each year. During this restricted period, FBA shipments containing meltable products may be rejected or returned at the seller’s expense, and sellers must remove any meltable inventory from Amazon fulfillment centers before the cutoff date of April 15.

These restrictions exist because Amazon fulfillment centers and logistics networks are not designed to maintain temperature-controlled environments for standard inventory. Rather than accept liability for products that arrive melted, Amazon shifts the risk by restricting what sellers can send. Managing in stock meltable inventory is crucial—sellers should monitor inventory levels, sales projections, and make timely decisions about promotions, removal, or disposal before the meltable season begins. To remove meltable inventory before the cutoff, sellers can create a removal order in Seller Central, which allows them to dispose of or return inventory efficiently and avoid unnecessary storage fees or product loss.

Seller-fulfilled channels operate differently. During the restricted period, sellers can switch to Fulfilled by Merchant (FBM) to continue selling meltable products directly to customers. Amazon allows sellers to fulfill meltable products year-round through Merchant Fulfilled Network (MFN) and Seller-Fulfilled Prime (SFP). The platform does not impose seasonal restrictions because the risk transfers entirely to the seller.

This distinction creates opportunity for brands willing to invest in proper fulfillment infrastructure. While competitors may go dark on FBA during meltable season, seller-fulfilled sellers can maintain availability. However, that competitive advantage requires genuine operational capability to deliver products in acceptable condition.

Operational Considerations for Meltable Fulfillment

Successfully fulfilling meltable products requires addressing multiple operational variables. While specific solutions depend on product characteristics and geographic footprint, sellers should evaluate several key areas, especially when dealing with temperature sensitive products that require special handling.

Storage environment: Products should be stored in conditions that prevent degradation before shipping begins. For many meltable items, this means climate-controlled warehousing, particularly during summer months. Relying on standard warehouse space in regions with high temperatures introduces risk from the moment inventory arrives.

Shipping method selection: Transit time directly impacts heat exposure. Choosing fast, reliable carriers for shipping meltable products minimizes time in transit and reduces the risk of temperature damage. Expedited shipping reduces the window during which products encounter elevated temperatures. However, faster shipping increases costs, requiring sellers to balance margin against quality risk.

Regional heat variability: Fulfilling orders to Phoenix in July presents different challenges than shipping to Seattle. Sellers with national distribution should consider how regional temperature patterns affect delivery success rates and whether differentiated fulfillment strategies make sense.

Packaging limitations: Insulated packaging and cold packs provide meaningful protection, but they are not unlimited solutions. Sellers should consider using cold shipping solutions to safely deliver meltable products during warmer months. These materials delay heat transfer rather than prevent it entirely. Sellers should test packaging effectiveness under realistic conditions rather than assuming protection.

Proper labeling is crucial for meltable products to ensure safety, compliance, and proper handling during transit. Sellers should clearly label packages containing meltable products to inform carriers about the special care needed during transit.

By implementing these practices, sellers can help ensure customer satisfaction by maintaining product quality and reducing the risk of temperature-related issues.

Selling Meltable Products Across Multiple Channels

Brands selling meltable goods across Amazon, Shopify, and other platforms face compounded operational challenges. Each channel may have different customer expectations, return policies, and fulfillment requirements, but the underlying physics of heat-sensitive products remains constant. When selling meltable inventory across multiple channels, it is crucial to understand and comply with each platform’s meltable product policies and classifications.

Maintaining consistent storage and shipping standards across channels is essential to preserve the product’s shelf life and ensure quality throughout its journey. A customer who orders chocolate through Shopify expects the same product quality as a customer ordering through Amazon. Using separate fulfillment processes for different channels increases complexity and creates opportunities for inconsistency.

Multi-channel sellers should consider whether their fulfillment infrastructure supports year-round meltable handling regardless of which channel generates the order. This may involve:

  • Centralized inventory management in climate-controlled facilities
  • Standardized packaging protocols across all channels
  • Unified carrier selection based on temperature-sensitive requirements
  • Consistent quality monitoring and complaint tracking

It is also important to regularly monitor inventory for unsellable inventory, such as damaged, expired, or restricted products, and remove it promptly to avoid unnecessary storage fees or compliance issues. Sellers must ensure that all inventory maintains a shelf life of over 90 days upon arrival at FBA; otherwise, products may be disposed of by Amazon. Monitoring and maintaining the product’s shelf life for all inventory is essential to prevent losses and maintain customer satisfaction.

The goal is operational coherence that protects product integrity regardless of where the customer happens to purchase.

Managing Customer Complaints and Enforcement Risk

When customer complaints occur, response speed and thoroughness matter. Sellers should monitor feedback closely during high-risk periods and have processes ready to address issues before they compound. To maintain customer satisfaction, proactive communication and careful fulfillment practices are essential, especially when shipping meltable products during warm seasons.

Proactive communication can help manage expectations. Some sellers inform customers about heat-sensitive shipping during checkout or include handling instructions in packaging. While this does not eliminate complaints, it can reduce surprise and frustration when issues occur.

Documenting fulfillment practices becomes important if Amazon requests evidence of improvement following enforcement action. Sellers who can demonstrate temperature-controlled storage, appropriate packaging, and expedited shipping options are better positioned to restore listings than those operating without structured processes. If a product is incorrectly classified as meltable, sellers can submit an exemption request through Seller Support in Amazon Seller Central, providing documentation to resolve classification issues. Additionally, using inventory management tools is essential for tracking meltable product compliance and avoiding excess removal fees before April 15. For more insights on optimizing order fulfillment strategies during peak events like Prime Day, explore available options.

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Conclusion

In conclusion, selling meltable products on Amazon demands a thorough understanding of the platform’s meltable inventory policies and a proactive approach to inventory management. Protecting product integrity is not just about meeting Amazon’s requirements—it’s about ensuring that your customers receive high-quality, undamaged products every time. By staying vigilant about storage conditions, using appropriate packaging, and monitoring the shipping process, sellers can significantly reduce the risk of customer complaints and maintain a strong reputation.

Success in selling meltable products comes down to preparation and adaptability. Regularly review your inventory management practices, stay informed about any updates to Amazon’s meltable product policy, and be ready to adjust your strategies as needed. With careful planning and a commitment to quality, selling meltable products on Amazon can be both profitable and rewarding, helping you build a loyal customer base and grow your business with confidence.

Frequently Asked Questions

Are meltable products allowed year-round on Amazon?

Yes. Seller-fulfilled meltable products can be listed and sold year-round on Amazon. FBA has seasonal restrictions for meltable inventory, but Seller-Fulfilled Prime and standard merchant fulfillment do not impose the same limitations.

Can I sell meltable products with Seller-Fulfilled Prime?

Yes. Amazon permits meltable products through Seller-Fulfilled Prime without seasonal restrictions. However, sellers remain fully responsible for ensuring products arrive undamaged, and consistent quality issues can result in listing suppression.

What happens if customers complain about melted items?

Amazon tracks customer complaints, return rates, and product condition feedback. If complaints reach a concerning threshold, Amazon may suppress or remove the listing. Reinstatement typically requires demonstrating improved fulfillment practices.

Does Amazon provide temperature-controlled shipping?

No. Amazon does not offer temperature-controlled storage or shipping for seller-fulfilled orders. Sellers must arrange appropriate storage environments, packaging, and carrier services independently to protect product integrity.

How do I know if my product is classified as meltable?

Amazon provides a downloadable meltable ASIN list through Seller Central. Sellers should check this list before listing heat-sensitive products and plan fulfillment strategies based on classification status.

What temperature range does Amazon consider for meltable products?

Amazon references the 75°F to 155°F range when evaluating meltable product handling. This range reflects temperatures commonly encountered during storage and transit, particularly during warmer months.

Written By:

Rinaldi Juwono

Rinaldi Juwono

Rinaldi Juwono leads content and SEO strategy at Cahoot, crafting data-driven insights that help ecommerce brands navigate logistics challenges. He works closely with the product, sales, and operations teams to translate Cahoot’s innovations into actionable strategies merchants can use to grow smarter and leaner.

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Seller Fulfilled Prime vs FBA: The Inventory and Delivery Truth Amazon Doesn’t Fix

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Amazon’s Fulfillment by Amazon (FBA) promises Prime convenience, but when one fulfillment center runs out of stock, Prime delivery times can quietly stretch to 4 or 5 days even if inventory is available elsewhere. In the debate of Seller Fulfilled Prime vs FBA, these are the two main fulfillment options for Amazon sellers, each shaping ecommerce merchants’ order fulfillment and shipping strategies. The uncomfortable truth is that Amazon does not routinely rebalance inventory across warehouses to preserve two-day Prime speeds. Meanwhile, Seller Fulfilled Prime (SFP) holds sellers to strict 1-day and 2-day delivery standards, highlighting a stark accountability asymmetry in how Prime shipping is achieved.

In this article, we’ll break down why FBA’s convenience often trades away control and reliability. We’ll examine how lack of dynamic inventory placement leads to regional Prime delays, how inbound receiving bottlenecks leave sellers waiting with no SLA, and how FBA’s lenient returns and unpredictable fees add hidden costs. By contrast, we’ll see how SFP’s demanding requirements can actually deliver more consistent Prime service through operational control and accountability. If you’re evaluating FBA vs SFP, understanding these differences will help you avoid costly mistakes and choose the fulfillment model that truly meets your delivery reliability and inventory control needs.

FBA’s Prime Delivery Problem: Inventory Placement Gaps

Under FBA, Amazon decides where to store your products, and it does not actively redistribute your inventory solely to maintain fast Prime delivery nationwide. Your inventory is stored in Amazon’s fulfillment centers, and merchants incur storage fees for inventory stored there. That sounds like a fair trade until you realize what you are giving up: the ability to keep delivery speed consistent across regions when demand shifts.

Operationally, Prime speed depends on distance. The moment your closest node runs out, the system has two options: move inventory between nodes to keep delivery promises intact, or ship from farther away and accept a slower ETA. Amazon often chooses the latter because inter-warehouse moves cost time, labor, and capacity. The result is a Prime badge that stays visible while the experience quietly degrades.

This is not about Amazon being “broken.” It is about incentives. Amazon optimizes network-wide efficiency and cost, not the delivery precision of any single seller’s ASIN in every zip code. That means you can do everything right as a seller, keep inventory healthy overall, and still watch Prime ETAs stretch because your stock is sitting in the “wrong” place.

When Prime delivery speed quietly degrades, the downstream impact is real. Customers do not compare your operational constraints. They compare your listing to the next Prime option that still shows two-day delivery. If you are running ads or relying on organic rank, the timing mismatch can show up as a conversion dip that looks like a product problem, even though it is actually an inventory placement problem.

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When One Fulfillment Center Runs Dry (Example)

To make this concrete, imagine you send 100 units to FBA and Amazon splits them across two nodes. Say 50 units land in California and 50 units land in Arizona. Demand from the Southwest burns through Arizona first. Now an order comes in from Phoenix or Las Vegas after that Arizona node is empty.

In that moment, you still have inventory in the network, but not in the right place. Amazon can ship from California, which preserves availability, but it often stretches the promised delivery window. Suddenly the same Prime-eligible listing can show a 4 or 5-day “Prime” delivery timeframe even though inventory exists elsewhere. The seller did not change anything. The customer experience changed anyway.

That gap between “inventory exists” and “inventory is positioned correctly” is where FBA’s convenience starts to look like a control problem. As a seller, you cannot tell Amazon to reposition units to a different node. You also cannot force the platform to prioritize speed over network cost when the closest facility is out.

No Dynamic Rebalancing = Slow Prime in Some Regions

Amazon does not routinely rebalance inventory between fulfillment centers to preserve Prime delivery speeds. That “routinely” is the key word. Inventory can move for Amazon’s broader reasons, but it is not a seller-facing mechanism designed to keep your ASIN at two-day Prime everywhere, all the time.

What makes this especially frustrating is the invisibility. Prime members can receive slower delivery without seller penalties, and sellers often do not notice until performance declines show up elsewhere. Your listing still looks Prime, but customers see the truth in the delivery estimate.

This is the first major accountability asymmetry. FBA absorbs delivery slippage as a platform outcome rather than a seller performance failure. The badge stays. The listing stays. The conversion damage is yours to carry.

SFP’s Strict Delivery Standards vs. FBA’s Flexibility

One of the biggest contrasts in Seller Fulfilled Prime vs FBA is how delivery performance is enforced. Under SFP, Amazon treats delivery speed like a seller-controlled promise. Under FBA, Amazon treats delivery speed like a network outcome. That difference shapes everything about how Prime is experienced by customers.

SFP is not “easier” than FBA. It is the opposite. It is a compliance regime. You are responsible for the pickup cutoffs, the carrier selection, the weekend handling, the scan discipline, the packaging accuracy, and the routing logic that ensures the order arrives within the Prime window. If you fail, the program corrects you quickly.

That is exactly why SFP can be operationally superior for sellers who can run a disciplined fulfillment operation. You do not have to accept silent Prime degradation due to inventory placement decisions you cannot influence. You earn the badge by meeting the delivery standard directly.

Prime Delivery SLAs: One-Day and Two-Day or Else

SFP sellers must meet strict on-time delivery, tracking, and cancellation thresholds or risk losing their Prime badge. Amazon enforces these standards weekly, which means the feedback loop is tight. If your operation drifts, you find out immediately through metrics and enforcement, not through a gradual conversion decline.

This enforcement is not “fair” in a philosophical sense, but it is clear. SFP tells sellers exactly what the standard is and expects it to be met consistently. That creates operational accountability. It also forces sellers to build inventory positioning and routing strategies that actually match demand, rather than relying on Amazon’s network to make it work behind the scenes.

Now contrast that with FBA. FBA listings can quietly slip to four-day or five-day Prime delivery in certain regions without seller consequences, because the seller is not the party being measured for transit performance. The customer sees slower Prime. The badge stays. Nobody “fails” the SLA because, under FBA, the seller is not the accountable entity for the final delivery promise.

That is the second major accountability asymmetry: SFP sellers carry strict SLAs, while FBA sellers can experience Prime slippage that looks similar to a service failure but is not treated as one.

If you want the Prime badge to mean “reliably fast,” not “eligible but variable,” SFP’s enforcement model is the reason it can outperform FBA in practice.

If you want a deeper look at how SFP fulfillment is operationalized, see Cahoot’s Amazon SFP fulfillment overview.

Inbound Delays and Stockouts: FBA’s Unseen Time Cost

Even if you accept Prime delivery variability under FBA, there is another operational drag that sellers underestimate: inbound receiving time. Sending inventory into Amazon does not mean it is immediately sellable. Units can sit in receiving, processing, or transfer status before they become available for customers to purchase.

The critical issue is that sellers have no seller-facing inbound receiving SLA. During peak congestion or network strain, sellers may wait days or weeks before inbound units are checked in and available for sale. The inventory exists, but it is commercially invisible. That creates “phantom stockouts” where your supply chain is technically healthy, but your listing is not.

Those phantom stockouts compound the placement problem. If your nearby fulfillment node sells out and you replenish, the replenishment may not become sellable in time to prevent Prime ETAs from stretching. You are paying for storage and fulfillment services, but you still cannot control how quickly your inventory turns back into sellable units.

For operators, this is not a minor inconvenience. It distorts reorder points, breaks forecasting, and forces sellers to carry more buffer inventory than they otherwise would. It also punishes sellers during promotional lifts when speed of replenishment matters most.

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SFP: Bypass the Check-In Queue

SFP bypasses Amazon’s receiving delays entirely because the inventory is already under your operational control. Inventory is available as soon as it is on your shelf or in your fulfillment network. There is no “checked in but not sellable” limbo that can last an unpredictable amount of time.

This matters because it restores a direct link between your demand signals and your replenishment actions. When your local node runs low, you can reposition inventory intentionally. When demand shifts, you can reroute fulfillment to the right warehouse the same day. Your Prime performance becomes a function of your decisions, not Amazon’s internal processing priorities.

To understand the mechanics behind that control, see Cahoot’s breakdown of ecommerce order routing and multi-warehouse fulfillment.

Returns and Control: FBA’s Lenient Policies vs SFP’s Oversight

Returns are where FBA’s convenience can quietly become a margin leak. Amazon’s return experience is optimized for customer trust and frictionless refunds. That is great for Prime adoption, but it often shifts risk onto sellers through reduced inspection control, unclear disposition, and limited recovery options.

Under FBA, the seller is not necessarily the party physically handling returns. That can reduce visibility into condition, packaging tampering, missing components, or repeated abuse patterns. It can also make it harder to decide whether a unit should be resold, refurbished, liquidated, or written off. In practice, sellers often discover return quality issues only after inventory health declines and customer complaints rise.

When you do not control inspection and disposition, you lose a key lever in protecting brand integrity. If you sell products where condition matters, such as consumables, premium goods, or items with a high “open box” penalty, that loss of control is not theoretical. It shows up in recoverable value, refund disputes, and long-term customer trust.

SFP: Hands-On Returns and Brand Protection

With SFP, returns come back to the seller or the seller’s fulfillment partner. That gives you the ability to inspect returned items, apply consistent grading rules, and decide the best disposition path. You can re-enter good units into sellable inventory, route damaged units to refurbishment, or flag abuse patterns earlier.

This is not about making returns “harder” for customers. It is about restoring operational oversight so you can protect margin and quality. If your business depends on resale recovery, refurb workflows, or strict condition standards, SFP’s returns control can be the difference between stable profitability and slow leakage.

For more context on returns strategy and recovery levers, see Cahoot’s customer returns management article.

Fee Surprises and Predictability: FBA’s Surcharges vs SFP’s Costs

FBA fees are not just “a fee.” They are a moving system: fulfillment fees, storage fees, peak season surcharges, dimensional adjustments, and program changes that can shift cost structures without much operational warning. Even when you understand the fee table, the lived experience is that costs can change based on factors you do not fully control, such as network congestion and storage duration.

This unpredictability forces sellers to plan with buffers. Buffers in margin. Buffers in inventory. Buffers in pricing. The moment your costs drift and you do not adjust fast enough, you lose money on volume and often do not notice until the monthly report closes.

SFP does not magically make fulfillment cheaper. That is not the point. The point is that SFP shifts cost drivers into places where operators can act: carrier mix, packaging discipline, warehouse labor efficiency, and inventory positioning. Those are controllable levers. You can measure them, improve them, and forecast them. That is operational predictability, not a cost hack.

For sellers who run fulfillment like an operation rather than an outsourcing decision, that predictability can be more valuable than theoretical per-unit savings.

The Accountability Asymmetry: Convenience vs Control

If you strip away the marketing, FBA and SFP represent two different accountability models.

FBA is convenience with diluted accountability. You outsource storage, packing, and shipping, but you also outsource the ability to defend Prime speed when inventory placement shifts. If Prime delivery slows because the nearest node sells out, that is treated as a network reality. The seller is not penalized, but the seller also cannot fix it.

SFP is control with enforced accountability. You carry the SLA risk directly, but you also gain the operational authority to design your own inventory positioning, shipping cutoffs, and routing logic to protect Prime speed. When something breaks, the program forces you to correct it quickly, which is painful, but it also prevents silent degradation.

That is the core contrarian insight: SFP’s strictness is not a flaw. It is the mechanism that keeps Prime meaningfully fast because someone is actually accountable for the promise.

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Frequently Asked Questions

Does Amazon rebalance FBA inventory between fulfillment centers to maintain Prime delivery speed?

No. Amazon does not routinely rebalance FBA inventory between fulfillment centers to preserve two-day Prime delivery speed. Inventory can move for Amazon’s broader network reasons, but sellers should not rely on rebalancing as a consistent mechanism to protect two-day delivery in every region.

Why do Prime delivery times slow down on FBA listings when inventory exists elsewhere?

Because Prime speed is driven by where inventory is positioned, not whether inventory exists somewhere in the network. When the closest fulfillment node runs out, Amazon may ship from a farther node rather than moving inventory between nodes to preserve the two-day promise. That distance shift is what turns a two-day expectation into a four-day or five-day Prime estimate.

Why are Seller Fulfilled Prime sellers held to stricter delivery standards than FBA sellers?

Because under SFP, Amazon treats the seller as the responsible party for the Prime delivery promise. The program measures on-time delivery, tracking quality, and cancellations against strict thresholds and enforces them frequently. Under FBA, Amazon is the operator, so delivery outcomes are treated as network performance rather than a seller compliance metric, even when the customer experience resembles a service-level miss.

How do FBA inbound receiving delays affect inventory availability and stockouts?

Inbound receiving delays create a gap between “inventory shipped” and “inventory sellable.” Sellers can have units physically at Amazon facilities but unavailable for purchase while they wait in receiving or processing. Because there is no seller-facing inbound receiving SLA, that delay can be unpredictable, which increases the risk of stockouts, rank loss, and Prime delivery slowdowns that occur even when the seller replenished on time.

How much control do sellers have over returns when using Fulfilled by Amazon?

Less than most sellers assume. Under FBA, returns are handled through Amazon’s customer-optimized process, and sellers often have limited control over inspection, disposition, and recovery decisions. That reduced oversight can increase write-offs, make recovery workflows harder, and reduce visibility into return condition patterns compared to SFP, where returns flow back through the seller’s operation.

When does Seller Fulfilled Prime make more operational sense than FBA?

SFP makes more operational sense when delivery reliability and inventory control matter more than outsourcing convenience. If you have multiple fulfillment locations or a partner network, can meet strict one-day and two-day SLAs, and want direct control over inventory positioning, receiving speed, and returns recovery, SFP can deliver a more consistent Prime experience. It is not a shortcut. It is a model for sellers who are willing to run fulfillment as a disciplined operation and accept accountability in exchange for control.

Written By:

Manish Chowdhary

Manish Chowdhary

Manish Chowdhary is the founder and CEO of Cahoot, the most comprehensive post-purchase suite for ecommerce brands. A serial entrepreneur and industry thought leader, Manish has decades of experience building technologies that simplify ecommerce logistics—from order fulfillment to returns. His insights help brands stay ahead of market shifts and operational challenges.


 

 

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Your Seller Fulfilled Prime (SFP) Eligibility Depends On Your Carrier’s OTD Performance

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Amazon has a cruel irony baked into Seller Fulfilled Prime (SFP). You can follow every rule, hit every ship-by deadline, and still lose your Prime badge. Why? Because SFP doesn’t ultimately measure you, it measures whether your carrier delivered on time. And if they don’t, you pay the price.

Amazon fulfillment includes both Fulfillment by Amazon (FBA) and Seller Fulfilled Prime (SFP), with SFP serving as an alternative to using Amazon’s fulfillment centers for order processing and shipping.

To understand how Seller Fulfilled Prime works, it’s important to know that Amazon sellers can choose between FBA and SFP, and third-party Amazon sellers play a key role in both programs. In SFP, sellers ship Prime orders directly from their own warehouse, provided they meet Amazon’s strict criteria for fast and reliable delivery.

Unlike Fulfillment by Amazon (FBA), where Amazon handles the entire fulfillment process, FBA sellers send inventory to Amazon’s fulfillment centers, where Amazon manages storage, picking, packing, and shipping. In SFP, the seller manages the fulfillment process themselves. This means that your performance metrics are directly tied to how well you and your chosen carrier execute each step.

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Introduction to Amazon Seller Fulfilled Prime

Amazon Seller Fulfilled Prime (SFP) empowers third-party sellers to offer Prime shipping benefits directly from their own warehouses, without relying on Amazon’s fulfillment centers. By joining the seller fulfilled prime program, sellers can display the coveted Prime badge on their listings, signaling fast and free shipping to millions of Prime customers. This not only boosts visibility but also helps sellers gain access to Amazon’s loyal customer base and expand their sales channels.

To qualify for Amazon Seller Fulfilled Prime, sellers must meet strict criteria that reflect Prime customers’ expectations, such as rapid shipping, high order accuracy, and exceptional customer satisfaction. SFP sellers are responsible for managing their own fulfillment process, including inventory management and shipping, to ensure every Prime order meets Amazon’s high standards. Sellers who successfully complete the SFP trial period and maintain Prime status can enjoy increased sales, improved customer trust, and a stronger presence in the competitive Amazon marketplace. For many online businesses, Seller Fulfilled Prime offers a unique opportunity to control their fulfillment process while reaping the benefits of the Prime program.

Enrollment and Eligibility

Enrolling in the Seller Fulfilled Prime program requires careful preparation and a commitment to meeting Amazon’s demanding standards. To get started, sellers must have a professional selling account and a default shipping address within the United States. Once these prerequisites are met, sellers can configure their shipping settings in Seller Central to enable Prime shipping and ensure their offers reflect Prime customers’ expectations for speed and reliability.

During the SFP Trial Period, sellers must demonstrate their ability to consistently meet Amazon’s minimum performance requirements, including on-time delivery, valid tracking, and fast shipping speeds. Maintaining a high level of customer service and meeting Prime requirements is essential for keeping Prime status and avoiding removal from the program. Sellers should regularly review their shipping settings and monitor performance metrics to ensure they continue to meet the standards of the Seller Fulfilled Prime Program. By understanding and preparing for these requirements, sellers can position themselves for success and provide an outstanding experience to Prime customers.

What Changed in Amazon SFP

Amazon recently tightened the screws on SFP with updated rules:

  • 93.5% weekly On-Time Delivery Rate (OTD) across all SFP orders
  • 100 minimum shipments per month to even qualify
  • Strict one- and two-day delivery promises across 48 states
  • Minimum Product Detail Page Views by product size tier
  • ≤ 0.5% Pre-fulfillment Cancellation Rate tracking Seller-cancelled orders

These rules represent the minimum performance requirements that sellers must meet and maintain to qualify for and retain the Prime badge. Maintaining prime status once eligibility is achieved is essential to ensuring you keep the Prime badge and all the associated benefits for your Prime listings.

If you fall short, even by a sliver, your Prime badge disappears until you claw back up. If you do not meet the requirements, the Prime badge displayed on your Prime listings and Prime items will be removed, significantly impacting your product visibility and sales. It’s no longer about doing “most” things right. It’s about perfection. But here’s the twist: perfection isn’t even in your hands.

The Carrier OTD Problem

Carriers control the final leg of delivery, and Amazon grades you on their performance. SFP sellers must ensure fast shipping speed and nationwide delivery coverage to meet Amazon’s requirements, which adds significant logistical complexity. You can hand off a package on time, scan it into the network, and still get burned if the carrier misses its truck cutoff, misroutes at a sortation center, or has a weather delay.

For sellers, this feels rigged. You’re being measured on someone else’s reliability. And unlike FBA, where Amazon absorbs the risk, (and doesn’t ding itself for late deliveries), SFP makes your business hostage to the carrier’s OTD. Many sellers use Amazon Buy Shipping services to purchase shipping labels, manage shipments, and track deliveries through Amazon’s approved carrier network, but you are still responsible for the final delivery metrics.

Imagine running 1,000 SFP shipments in a month. You hit 100% On-time Shipment. But UPS or FedEx delivers 60 late. That’s a 93.9% OTD, barely scraping the requirement. If they miss 70? You’re at 93.0%. Badge gone. Sales crater.

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Why Sellers Can’t Just “Pick a Better Carrier”

Some might say: use better carriers. But Amazon’s OTD system doesn’t care about nuance. Even the best carriers have bad weeks. Peak season surges, labor strikes, and regional weather, these events sink OTD performance fast.

Carriers are incentivized to protect their own high-volume clients, not your handful of SFP parcels. And regional carriers often can’t cover Amazon’s two-day footprint. To participate in SFP, you must assign your SKUs to a prime shipping template within Seller Central, which enables your products for Prime shipping. That leaves you with UPS, FedEx, or USPS, and each has blind spots Amazon Shipping is rolling out as a 4th option in many regions, but it has its own limitations.

A flexible prime strategy is essential to adapt to carrier performance and ongoing delivery challenges.

The Imbalance of Risk in SFP

Amazon frames SFP as freedom: control your inventory, keep FBA fees at bay, win the Buy Box. SFP also allows sellers to manage their own storage space, potentially reducing overhead costs compared to FBA. But the risk transfer is brutal. You carry the cost of fast shipping and the accountability for late deliveries you didn’t cause. These fast shipping costs can significantly impact your profit margins, making it vital to carefully calculate all expenses to ensure your business remains profitable.

This is why SFP feels unsustainable for many sellers. You’re punished for variables beyond your control, while Amazon shields itself from customer disappointment by pointing to you.

Merchant Fulfilled Network: The Backbone of SFP

The Merchant Fulfilled Network (MFN) serves as the foundation of the Seller Fulfilled Prime program, allowing sellers to fulfill Prime orders directly from their own warehouse while maintaining control over the entire fulfillment process. Through MFN, sellers can leverage Amazon’s shipping services, such as Amazon Buy Shipping, to purchase shipping labels, track shipments, and ensure fast and free shipping for Prime customers. Sellers who want to fulfill orders from channels other than Amazon can consider Amazon Multi-Channel Fulfillment (MCF), which allows the use of Amazon logistics across diverse ecommerce platforms.

Participating in the merchant fulfilled network requires robust inventory management, reliable fulfillment capacity, and a commitment to meeting Amazon’s strict performance standards. Sellers must carefully manage shipping costs, maintain inventory visibility, and ensure their fulfillment process can handle the demands of Prime orders. By optimizing their fulfillment operations and leveraging the flexibility of MFN, sellers can expand their online business, fulfill orders efficiently, and maintain a competitive edge in the Prime program. However, success in SFP depends on the ability to balance fulfillment costs, meet customer expectations, and consistently deliver a Prime-worthy experience.

Strategies to Survive Carrier OTD Dependence

So how do you navigate this trap? There are a few imperfect strategies. First, evaluate different fulfillment options, such as SFP, FBA, and third-party logistics providers, to determine which best optimizes your delivery performance and meets Amazon’s requirements. Having a clear prime strategy is essential for optimizing your participation in Seller Fulfilled Prime, as it allows for continuous adjustments to meet Amazon’s evolving standards.

  • Spread Volume Across Carriers: Don’t let a single carrier’s bad week wipe out your badge. Split shipments where it makes sense.
  • Build Weekly Monitoring, Not Monthly: Amazon now enforces OTD weekly. Track performance in real-time, not at the end of the month.
  • Negotiate Carrier SLAs (Good Luck): Some enterprise-level sellers can hold carriers to OTD service guarantees. But for most, leverage is thin.
  • Use Third-Party Tools and Networks: Automated routing, peer-to-peer fulfillment, or SFP-optimized 3PLs can spread risk across regions and carriers. Selecting a reliable fulfillment partner is crucial to consistently meet Amazon’s strict delivery standards and maintain Prime eligibility.
  • Maintain FBA as a Safety Valve: For high-stakes SKUs, keep backup inventory in FBA. Effective inventory management is essential when balancing stock between FBA and SFP to ensure Prime eligibility and avoid stockouts. Planning for seasonal demand is also critical to ensure product availability during peak periods and to optimize storage and shipping costs. Losing Prime visibility can crush sales overnight.

Participating in Seller Fulfilled Prime allows you to create seller fulfilled prime offers, giving you the advantage of maintaining the Prime Badge and offering fast, free shipping while managing your own fulfillment. As an SFP seller, you are responsible for meeting strict performance requirements, but you also gain greater control over your fulfillment process and can benefit from increased competitiveness in the marketplace.

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Bigger Picture: Why This Matters Beyond Amazon

This isn’t just about SFP. It’s a warning shot for ecommerce operators everywhere. As marketplaces push more accountability onto sellers, the margin for error shrinks. These challenges are highly relevant for anyone running an online business, especially third-party Amazon sellers, as fulfillment and logistics are critical to supporting growth and customer satisfaction.

The lesson: logistics performance is becoming a brand asset. Customers don’t see UPS or FedEx on the box. They see you. And if their package is late, they’ll blame you, not the carrier, not Amazon. Effectively managing customer service inquiries is also essential to maintain customer satisfaction and control over the sales process.

In other words: the weakest link in your supply chain isn’t optional. It’s existential. The competitive landscape for ecommerce is becoming more challenging as marketplaces continue to raise performance expectations.

Final Thoughts: The OTD Sword Hanging Over Sellers

Amazon has built SFP into an almost impossible standard. Sellers who want the Prime badge must first complete a Prime trial period, a 30-day window where they must meet strict Prime performance and shipping requirements to qualify for SFP. Even after qualifying, maintaining prime status is an ongoing challenge, as sellers must consistently adhere to Amazon’s high standards and performance metrics to retain the Prime badge. That’s not partnership, it’s risk transfer disguised as opportunity.

So the real question for sellers isn’t: can you hit the SFP metrics? It’s: can your carrier? And if not, what’s your Plan B when Amazon yanks your badge?

Frequently Asked Questions

What is the On-Time Delivery Rate (OTD) for SFP?

Amazon requires a 93.5% weekly OTD for all SFP shipments. Sellers must also maintain a low cancellation rate, specifically less than 0.5%, as high cancellation rates can jeopardize their Prime badge. This means carriers must successfully deliver nearly every package on time for sellers to keep their Prime badge.

How does Amazon calculate OTD for SFP?

Amazon tracks the promised delivery date vs. the carrier’s actual delivery scan. Even if you ship on time, the score reflects the carrier’s performance, not yours.

Can weather or carrier errors still hurt my SFP metrics?

Yes. Amazon doesn’t adjust for weather delays, misrouted packages, or carrier staffing shortages. Sellers are penalized for factors outside their control. Though more recently, Amazon announced that it, in its sole discretion, would exempt late deliveries due to weather conditions where they can verify that weather impacted carrier networks in a region. No Support Ticket necessary. But we’ve yet to see this in practice.

What happens if I miss the SFP OTD requirement?

If your OTD falls below the threshold, Amazon suspends your Prime badge. This usually results in an immediate drop in Buy Box wins and sales volume. Sellers must start over in the SFP Trial if they wish to re-attempt eligibility.

How can sellers protect themselves from OTD failures?

Options include diversifying carriers, tracking OTD performance weekly, using 3PLs with multi-carrier capacity, and keeping FBA inventory as a fallback for critical products.

Sellers should regularly monitor their performance metrics and manage SFP settings within Seller Central. Amazon Seller Central provides the most up-to-date information on SFP requirements and performance. To ensure you meet Prime delivery promises, configure shipping settings in Seller Central according to Amazon’s guidelines. Regularly reviewing and updating your shipping settings is essential to maintain Prime eligibility and optimize delivery performance.

Written By:

Jeremy Stewart

Jeremy Stewart

Jeremy Stewart leads customer success at Cahoot, helping merchants achieve high-performance logistics through smart technology and process optimization. With a background in both ecommerce operations and client services, Jeremy ensures that every merchant using Cahoot gets measurable results—whether they’re scaling from one warehouse to many or managing complex returns.

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Amazon Demand-Side Platform (DSP): The Future of Streaming TV and Digital Ads

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I didn’t expect to wake up one day and think, “Wow, Amazon’s DSP is about to rewrite the ad playbook.” But here we are. As part of the broader Amazon Advertising ecosystem, Amazon’s Demand-Side Platform (DSP) is pulling ahead in a big way. Amazon’s Demand-Side Platform offers advanced, data-driven capabilities for targeted advertising, accessible to all advertisers. Amazon DSP stands out in the digital advertising landscape for its integration with Amazon’s data and its unique ability to reach audiences both on and off Amazon platforms.

Snapshot For Busy Brands

Amazon DSP ads aren’t just another channel; they’re a full-stack programmatic hub that lets you buy ad inventory across multiple platforms, including Amazon-owned properties and beyond. Think Prime Video, Fire TV, Amazon owned sites, Amazon owned websites, third party websites, audio, mobile apps, even CTV via Roku, as well as Amazon devices, all with Amazon’s data-rich targeting under the hood.

Amazon DSP offers a variety of ad formats and ad types, such as display, video, and audio ads, to reach customers at different stages of the journey. The platform provides access to premium ad placements and valuable ad space within a digital marketplace, maximizing your campaign’s reach and effectiveness. And ad spend on this thing is exploding.

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Why Amazon’s DSP Is Surging

Let’s talk numbers: Amazon’s Q2 2025 advertising revenue hit $15.7 billion, a 22 percent year-over-year jump, far outpacing its core retail growth. Ad campaigns run through Amazon DSP have significantly contributed to this increase in ad revenue. Executives specifically credited DSP improvements and a new Roku-connected TV deal as major catalysts, noting measurable gains in campaign performance through enhanced targeting and reporting.

Early signs already show advertisers are doubling down. Prime Video ad buys made via DSP rose from 26 percent in Q3 2024 to 36 percent in Q4, and by late 2024, Amazon DSP accounted for 32 percent of all Amazon ad spend. Setting an appropriate marketing budget is crucial for Amazon DSP campaigns, as a minimum spend is often required to fully leverage its capabilities. For advertisers, new to brand sales have become a key metric when evaluating the impact of Prime Video ad buys through Amazon DSP.

Let me put it bluntly: Amazon is turning DSP into its playbook, for video, audio, programmatic display, streaming TV ads, you name it. Amazon DSP campaigns are now central to this shift. It’s cheaper on fees. It leans on unmatched first-party data. And it’s becoming the default for advertisers who want those data-driven, performance-rich hooks.

How Amazon DSP Works, And Where Your Ads Can Show Up

At its core, Amazon DSP is a tool for buying ad inventory through programmatic real-time bidding (RTB), same as other DSPs. This is a form of programmatic advertising that leverages ad exchanges and ad servers to automate and optimize the process of buying and selling digital ads. But it’s the panoramic advantage that matters:

  • You can target based on Amazon’s shopper behaviors, purchase history, browsing intent, and even the detailed aisles they’ve wandered through. Amazon DSP enables advertisers to reach target audiences, relevant audiences, and existing audiences using advanced ad tech for precise segmentation and campaign optimization.
  • Your ads appear across Amazon’s ecosystem, Prime Video, product detail pages, Fire TV, mobile browsers, and now across the open web via Amazon Publisher Services and other ad exchanges. This includes Amazon DSP inventory and a variety of ad products such as online video ads, audio ads, and sponsored display ads. Ad placements can be purchased through private marketplace deals and real-time bidding, allowing you to purchase ads and purchase ad inventory efficiently.
  • The recent Roku integration means you can now reach over 80 million U.S. households using connected TVs via Roku and Fire TV, falling into Amazon’s DSP matrix. Available inventory also includes video content, audio ads, Amazon Music, IMDb TV, and STV ads, expanding your reach across streaming and audio platforms.

You can measure ad effectiveness using metrics like detail page view rate (DPVR), which shows how well your ads drive users to a product detail page or your own website via web browsers. Sponsored display, sponsored display ads, sponsored brands, and sponsored ads are also available within Amazon’s ecosystem, providing additional options for campaign strategy.

Bonus: Amazon’s Multi-Touch Attribution, just deployed, blends A/B tests with machine learning so you can see exactly which ad touchpoint nudged a shopper. That’s next-level measurement. Amazon Marketing Cloud and Amazon’s store provide advanced analytics, reporting, and shopping data to further inform your campaign decisions.

Whether your goal is to sell products or convert shoppers, Amazon DSP leverages purchase intent to help you reach the right ads at the right time. You can choose between managed service, where Amazon or a partner manages your campaigns, or self service, which allows you to control and optimize campaigns independently.

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Good News, Bad News, For Competitors

This isn’t happening in a vacuum. The Trade Desk (a big independent DSP) just took a historic 38 – 40 percent stock dip. Analysts were scared, this isn’t just earnings jitters, this is Amazon eating into CTV ad budgets, margins, and mindshare. Compared to other demand side platforms in the digital advertising space, The Trade Desk stands out for its independence and broad inventory access, but Amazon DSP’s unique integration and data advantages are shifting the landscape.

MoffettNathanson lowered TTD’s stock rating, explicitly citing Amazon DSP’s rise and the way it locks brands into its system, “the Amazon shadow… front and center.”

But, to be fair, Trade Desk hasn’t folded. Advertisers still lean on TTD for cross-channel reach, outside Amazon’s walled gardens. DSP budgets are often additive, not always siphoned off. And deep reporting and independence still matter, even as these shifts reshape the broader digital advertising ecosystem.

What This Means For Ecommerce And Retail Media Teams

Here’s where I make it practical:

Amazon DSP can transform your overall advertising strategy by enabling advanced targeting, measurement, and optimization across a wide range of ad products and inventory sources.

1. If you’re already advertising on Amazon, add DSP now. It’s where off-search, high-intent Amazon audiences live, and you can leverage a variety of ad products to reach and convert shoppers.

2. Want to run streaming TV ads? Amazon DSP with Roku gets you into lean-back moments, impressions that weren’t accessible a year ago. Choose the right ad types, ad formats, and ad placements to optimize your ad campaigns and reach your audience at every stage of the customer journey.

3. Lean on first-party data. DSP is built to use Amazon’s shopper behavior to laser-target people before they search for your next product. Use this data to deliver the right ads to the right audience, target purchase intent, and ultimately sell products more effectively.

4. Measure smarter. Use the new Multi-Touch Attribution to see what actually influenced the conversion, not just clicks. Track campaign performance closely to optimize results and enhance your advertising strategy.

5. Still value open-web reach? Bucket part of your budget away from DSP to independent DSPs like Trade Desk, but be smart about the split and performance layering.

Why This Matters

Amazon’s stacking ad inventory across its own sites, streaming platforms, and broad third-party placements is redefining where marketers spend digital ad dollars. Amazon is consolidating ad space and ad placements across its digital marketplace, streamlining how advertisers access and manage inventory. This shift is also impacting ad revenue for brands and agencies, as the new buying environment changes how returns are measured and optimized. For ecommerce brands, that means controlled shopping-inspired ad journeys. Agencies? It’s a giant shift in media buying workflows, with ad tech integration and a growing variety of ad products now available to support campaign management and targeting.

Whether DSP ends up dominating or just co-dominating, one thing’s clear: if you don’t fit into Amazon’s programmatic picture, you’re invisible to a growing share of the market.

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Final Thoughts

I’ve been watching Amazon’s DSP evolve for years, but this moment feels different. With recent gains in inventory access, better measurement tools, and sky-high ad growth, it’s no longer a fringe play; it’s core infrastructure for streaming TV ads, video, audio, and beyond.

Marketers who tap into DSP now, leveraging Amazon’s reach and data, while still balancing open-web strategies, are the ones reshaping how commerce and advertising converge in 2025.

Frequently Asked Questions

How does Amazon DSP differ from traditional Amazon ads?

Amazon DSP buys ad inventory via programmatic RTB (Real-Time Bidding) across Amazon’s ecosystem, and beyond, using audience data tied to real shopper behaviors.

Can I run streaming TV ads through Amazon DSP?

Yes. With partnerships like Roku and Fire TV, DSP now includes CTV placements across major streaming platforms.

What makes Amazon DSP competitive versus other DSPs?

Its access to first-party shopper data, exclusive inventory, competitive pricing, and enhanced attribution (like Multi-Touch Attribution) give it a performance edge.

Is The Trade Desk sinking because of Amazon DSP?

Trade Desk took a significant hit, analysts flagged Amazon DSP as a key threat. But many advertisers still value Trade Desk’s open-web reach and neutrality.

How should I allocate ad budget between Amazon DSP and independent DSPs?

Lean into DSP for Amazon-owned and streaming inventory, while reserving part of your budget for independent DSPs to maintain open-web presence and measurement balance.

Written By:

Jeremy Stewart

Jeremy Stewart

Jeremy Stewart leads customer success at Cahoot, helping merchants achieve high-performance logistics through smart technology and process optimization. With a background in both ecommerce operations and client services, Jeremy ensures that every merchant using Cahoot gets measurable results—whether they’re scaling from one warehouse to many or managing complex returns.

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Amazon Buy Box 2025 Update: New Rules and Strategies for Sellers

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The Amazon Buy Box is the most valuable piece of digital real estate in ecommerce. More than 80% of Amazon sales happen through it, and for mobile purchases, the percentage is even higher. In 2025, winning the Buy Box isn’t just about the lowest price. Amazon’s algorithm weighs dozens of factors, from fulfillment method to seller performance, to determine which seller earns that coveted position.

For ecommerce businesses, understanding the latest Buy Box algorithm changes is no longer optional. Without Buy Box eligible status, sales stall. With it, sellers can boost sales, increase conversion rates, and gain credibility with Amazon shoppers. This guide breaks down what’s changed in 2025, what drives eligibility, and the exact strategies sellers need to master to stay competitive.

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Why the Buy Box Matters More Than Ever

The Buy Box sits on every product detail page, presenting customers with the default “Add to Cart” or “Buy Now” option. For many sellers, it’s the single biggest driver of sales volume.

When your product listing is suppressed from the Buy Box, customers have to click “See All Buying Options” to find you, a step most shoppers won’t take. This is why a suppressed Buy Box can slash sales overnight.

In 2025, Amazon tightened its eligibility rules. Sellers need a professional seller account, consistent on-time shipping, valid tracking rates, and low negative feedback rates. Failing any of these metrics can push a seller out of eligibility, regardless of how competitive their price is.

Key Factors in the Amazon Buy Box Algorithm

Amazon’s Buy Box algorithm is a black box, but seller data and platform updates reveal what matters most. Here are the key factors that determine who wins:

1. Pricing Strategy
The Buy Box isn’t always about the absolute lowest price. Amazon calculates the landed price (product price plus shipping) and considers competitive external price benchmarks. If your price is significantly higher than on other sites, you risk Buy Box suppression. At the same time, pricing wars can erode profit margins, so balancing competitive pricing with sustainable margins is essential.

2. Fulfillment Method
FBA sellers (Fulfilled by Amazon) often have a natural advantage because Amazon controls shipping speed, tracking accuracy, and customer service. However, high-performance FBM sellers who provide fast shipping, accurate delivery dates, and excellent customer service can still compete effectively.

3. Seller Performance Metrics
Metrics like valid tracking rate, on-time delivery, order defect rate, and negative feedback rate directly influence Buy Box eligibility. Sellers with consistently high ratings and responsive customer service outperform those who cut corners.

4. Inventory Availability
Stockouts or inaccurate inventory updates hurt Buy Box performance. Amazon rewards sellers who keep items in stock and update their inventory tab accurately.

5. Customer Experience
From seller response time to packaging quality, customer experience is an increasingly important factor. Amazon prioritizes sellers who can notify customers quickly, resolve issues, and provide reliable delivery.

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What Changed in 2025?

Amazon introduced several updates that shifted Buy Box dynamics:

  • Greater emphasis on customer feedback: The Buy Box algorithm now more heavily weights customer satisfaction, including positive feedback count and quick resolution of customer interactions.
  • Suppressed Buy Box expansion: More listings now face suppressed Buy Boxes if Amazon deems pricing unfair compared to external sites.
  • Fulfillment flexibility: Amazon has slightly opened the door for FBM sellers with excellent seller metrics, creating more opportunities for high-volume sellers outside FBA.
  • Box rotations across sellers: Instead of a single seller dominating, Amazon rotates Buy Box winners more often when multiple sellers have similar metrics.

For ecommerce businesses, these changes make consistent seller performance and accurate pricing strategies even more critical.

Strategies to Win the Buy Box in 2025

1. Master Competitive Pricing
Use automated repricing tools to stay aligned with Amazon’s Buy Box algorithm. Avoid lowest price point manipulations that risk suppression. Instead, monitor competitive external prices and adjust dynamically.

2. Optimize Fulfillment
FBA remains the easiest route to eligibility, but FBM sellers can win with accurate shipping dates, fast delivery, and valid tracking rates. Offering multiple shipping options also helps.

3. Improve Seller Metrics
Seller performance is a long game. Focus on maintaining low negative feedback rates, improving customer response times, and hitting on-time shipping targets. High-performance sellers gain a competitive edge, even in saturated categories.

4. Manage Inventory Proactively
Ensure inventory availability across your store. Use detailed analytics and predictive tools to track sales volume, forecast demand, and avoid stockouts.

5. Enhance Customer Experience
Proactively engage customers, provide accurate shipping notifications, and resolve complaints quickly. Customer satisfaction and loyalty directly influence your eligibility.

The Risk of Pricing Wars

A common mistake sellers make is entering unsustainable pricing wars. While lowering prices may temporarily win the Buy Box, it often leads to suppressed profit margins and increased risk of account health issues. Instead, sellers should use pricing strategies that balance competitiveness with profitability.

Professional sellers who monitor profit margins alongside Amazon sales volume will have a long-term advantage over those focused only on price points.

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Beyond the Buy Box: Driving Sales in 2025

Winning the Buy Box is critical, but it’s not the only way to increase sales. Amazon’s white box (when the Buy Box is suppressed but Amazon still displays a “See Buying Options” button) can still generate revenue if you have strong product listings, positive customer reviews, and competitive shipping.

Ecommerce businesses should also focus on:

  • Improving product listings with SEO optimized content and accurate product descriptions.
  • Running marketing campaigns that drive external traffic to Amazon.
  • Using detailed analytics to evaluate performance and adjust strategies in real time.

Conclusion

In 2025, the Amazon Buy Box is harder to win but more valuable than ever. Sellers must balance pricing strategies, fulfillment methods, and seller performance metrics while avoiding suppressed Buy Box penalties.

For ecommerce businesses, the path forward is clear: adopt data-driven decisions, focus on customer experience, and implement strategies that drive long-term sales growth. The sellers who thrive will be those who master the Buy Box algorithm without falling into the trap of endless pricing wars.

Frequently Asked Questions

What does it mean to be Buy Box eligible?

Buy Box eligibility means a seller meets Amazon’s minimum standards for performance metrics, shipping reliability, and professional seller account status. Without eligibility, you cannot win the Buy Box.

How does pricing affect the Buy Box?

Amazon considers landed price and competitive external price benchmarks. While the lowest price can help, unsustainably low pricing or mismatched prices across platforms can suppress the Buy Box entirely.

Can FBM sellers win the Buy Box?

Yes. While FBA sellers often have an advantage, FBM sellers with fast shipping, valid tracking, and excellent customer feedback can still win.

Why is my Buy Box suppressed?

Common reasons include unfair pricing compared to other platforms, poor seller performance metrics, or inventory stockouts. Suppressed Buy Box status means customers won’t see your listing as the default purchase option.

How can I improve my chances of winning the Buy Box?

Maintain strong seller metrics, use automated pricing tools, ensure inventory availability, and provide excellent customer service. Combining these strategies with a competitive fulfillment method gives you the best chance to win.

Written By:

Jeremy Stewart

Jeremy Stewart

Jeremy Stewart leads customer success at Cahoot, helping merchants achieve high-performance logistics through smart technology and process optimization. With a background in both ecommerce operations and client services, Jeremy ensures that every merchant using Cahoot gets measurable results—whether they’re scaling from one warehouse to many or managing complex returns.

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AI Tools for Ecommerce: Choosing the Right Tech to Stay Competitive

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Why AI in Ecommerce Is No Longer Optional

AI has become the hidden engine driving the ecommerce industry. From automated inventory management to personalized recommendations, AI tools for ecommerce are reshaping how online businesses operate. Walmart, Amazon, and Shopify have already made AI a core part of their strategies, which means independent ecommerce businesses need to adopt the right AI technology, or risk falling behind.

AI tools are no longer a futuristic add-on; they are essential for analyzing customer data, predicting demand, improving customer satisfaction, and staying competitive in a market dominated by giants. Sellers who fail to implement AI-powered solutions will find themselves reacting to market trends rather than shaping them.

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The Power of Data in Ecommerce

Ecommerce runs on customer data: purchase history, browsing behavior, customer interactions, and even customer feedback. AI tools allow retailers to analyze this data at scale, transforming raw information into valuable insights. These insights power predictive analytics and personalized recommendations that drive customer engagement and loyalty.

For example, using natural language processing, an AI system can analyze customer reviews and social media posts to identify product issues before they spiral into bad ratings. Competitor pricing can also be tracked in real time, helping retailers adjust pricing strategies dynamically.

Key Areas Where AI Tools Drive Impact

Inventory Management

Poor inventory management leads to either excess costs or missed sales. AI-powered inventory management tools use historical sales data and market trends to forecast demand, ensuring retailers avoid both overstocking and stockouts. These systems adapt to consumer demand patterns and can even factor in seasonality and marketing campaigns.

Marketing Strategies

AI marketing tools automate content creation, generate SEO optimized product descriptions, and evaluate messaging performance. For ecommerce businesses competing with retailers that have entire AI-driven marketing departments, tools that improve campaign targeting and analyze customer behavior are essential.

AI also powers personalized marketing. By analyzing transaction patterns and purchase history, businesses can create tailored email marketing campaigns, targeted promotions, and personalized shopping experiences that boost conversion rates.

Customer Experience

Customer experience is now a key differentiator. AI-powered chatbots and virtual assistants deliver real-time customer service, reducing reliance on human customer service agents while still providing seamless support. Personalized shopping experiences powered by AI keep customers engaged and increase satisfaction.

For instance, AI tools can analyze customer preferences and browsing behavior to make real-time product recommendations. Retail websites that fail to offer this level of personalization risk losing customers to competitors who can.

Supply Chain Optimization

Supply chain analytics powered by AI improves operational efficiency across the retail value chain. From supply chain management to store operations, AI tools help forecast demand, optimize logistics, and lower costs. For ecommerce platforms managing complex supply chains, these solutions ensure better supply chain management and keep customers happy with faster, more reliable deliveries.

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Evaluating the Right AI Tools for Ecommerce

Not every tool labeled “AI” provides value. Ecommerce businesses must evaluate AI tools carefully. Factors to consider:

Retailers should test AI algorithms against real customer behavior data before fully implementing them. Evaluating AI tools also means comparing ROI across customer retention, sales growth, and operational efficiency.

Adoption Challenges: Data Quality and Trust

AI adoption isn’t without friction. The data retailers rely on often comes from multiple sources, sales data, purchase patterns, social media platforms, and customer feedback. Ensuring data quality is critical. If the data is incomplete or biased, predictive analytics and machine learning algorithms won’t provide accurate insights.

Customer trust is another challenge. Consumers want personalized shopping experiences, but they don’t want to feel surveilled. Retail businesses must balance the use of customer insights with transparent policies around data usage.

The Future: Generative AI in Ecommerce

Generative AI is emerging as the next wave. Gen AI solutions are now capable of writing product descriptions, generating marketing messages, and even designing personalized promotions. Ecommerce platforms that leverage generative AI in content creation and marketing campaigns will have an advantage in producing large volumes of high-quality, SEO optimized content quickly.

Retail companies that adopt these tools now will be positioned to remain competitive as generative AI reshapes the ecommerce industry.

Why Adoption Matters More Than Experimentation

AI tools are only valuable if they’re implemented strategically. Too many ecommerce businesses experiment with pilots but fail to integrate AI deeply into their operations. Leading retailers like Amazon and Walmart aren’t just using AI for marketing, they’re embedding AI across store operations, supply chains, and customer engagement.

Independent ecommerce sellers need to follow suit. Using AI-powered tools for ecommerce isn’t about chasing hype; it’s about survival in a marketplace where data-driven decision making, predictive analytics, and customer-centric strategies are now table stakes.

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Conclusion

The ecommerce sector is being redefined by artificial intelligence. Sellers who embrace AI technologies, from predictive analytics and automated inventory management to AI-powered marketing and generative AI, will stay ahead of consumer demand and competitor pricing pressures. Those who hesitate risk irrelevance.

Adopting the right AI tools for ecommerce allows retailers to gain valuable insights, improve customer satisfaction, and remain competitive against giants like Walmart, Amazon, and Shopify. In the future retail landscape, AI won’t just optimize ecommerce operations, it will decide who survives.

Frequently Asked Questions

What are the best AI tools for ecommerce businesses?

The best AI tools for ecommerce include AI-powered chatbots, predictive analytics platforms, AI marketing tools, and automated inventory management solutions. These tools improve customer satisfaction, boost sales, and optimize retail operations.

How can AI improve customer satisfaction in ecommerce?

AI improves customer satisfaction by analyzing customer interactions, purchase history, and browsing behavior to deliver personalized shopping experiences, real-time customer service, and targeted promotions that meet customer preferences.

How does AI impact inventory management in ecommerce?

AI-powered inventory management tools analyze historical sales data and forecast future customer demand. This ensures ecommerce businesses avoid stockouts, reduce excess inventory, and adapt quickly to market trends.

What role does generative AI play in ecommerce marketing?

Generative AI helps ecommerce companies create product descriptions, social media posts, email marketing campaigns, and other marketing materials at scale. These tools allow retailers to optimize marketing strategies and remain competitive.

Why should ecommerce businesses adopt AI tools now?

Adopting AI tools now ensures ecommerce businesses remain competitive as the retail industry embraces artificial intelligence. Early adoption allows retailers to gain valuable insights, improve customer retention, and build sustainable growth strategies before competitors dominate.

Written By:

Jeremy Stewart

Jeremy Stewart

Jeremy Stewart leads customer success at Cahoot, helping merchants achieve high-performance logistics through smart technology and process optimization. With a background in both ecommerce operations and client services, Jeremy ensures that every merchant using Cahoot gets measurable results—whether they’re scaling from one warehouse to many or managing complex returns.

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Amazon DSP Program Success: How to Start and Grow Your Delivery Business

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The Appeal of Running Your Own Amazon Delivery Business

I remember when I first heard about the Amazon DSP program (Delivery Service Partner program). The idea was instantly intriguing: start your own delivery business, deliver Amazon packages, and get Amazon’s backing in terms of volume and support. For aspiring entrepreneurs, especially those eyeing the logistics industry, it sounded almost too good to be true. You get to tap into Amazon’s vast shipping demand and logistics tools, but still effectively run your own business. No need to build a customer base from scratch; Amazon is your customer, feeding you packages to deliver. Over 4,400 small businesses have already signed up as DSPs since the program launched in 2018, creating 390,000 driving jobs and generating $58 billion in revenue collectively. Those numbers are huge, and they show Amazon’s delivery network isn’t just UPS trucks and USPS mailmen; it’s thousands of independent owners like us driving the blue Prime vans around town.

Amazon continues to disrupt every sector it touches, and last-mile delivery is no exception. By recruiting small business owners to operate delivery fleets, Amazon has quickly built a logistics operation that rivals UPS and FedEx in parcel volume. (In fact, as of 2024, Amazon was delivering roughly 28% of all US parcels, surpassing FedEx and UPS by volume!) They’ve essentially crowdsourced their own private UPS, and as a result, people like you and me have an opportunity to own a delivery business without needing to court customers or create demand. Amazon provides a giant built-in market.

But let’s cut to the chase: What does it actually take to become an Amazon DSP and run a package delivery business? What are the costs, the requirements, the day-to-day realities? Is it true you can start with as little as $10,000 and make a good profit, as Amazon’s marketing suggests? I’ve done the research and even spoken to a few DSP owners. Here’s what I’ve learned about launching and growing a delivery company under the Amazon DSP umbrella.

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Getting Started: Costs, Requirements, and Application Process

One of the biggest draws of Amazon’s Delivery Service Partner program is the relatively low startup costs compared to, say, buying a franchise or starting a logistics company from scratch. Amazon advertises that you can start with as little as $10,000 in initial investment. That number is real, but it’s important to understand what it covers. Essentially, Amazon has negotiated deals on things like van leases, insurance, fuel, and uniforms. By taking advantage of those discounts, your upfront outlay to get, for example, 5 vans on the road can be around $10K. (In contrast, starting an independent delivery biz with 5 vehicles could easily cost several times that once you factor in buying/financing vehicles, etc.)

However, you also need to show you have enough liquid assets to sustain the business as it ramps up. Amazon requires proof of around $30,000 in liquid assets available. This is essentially a financial cushion; you might not spend all that, but Amazon wants to ensure you can pay your drivers and other expenses while cash flow builds. It’s a bit like proving you have some savings to handle the first few months of operation. They’ll do a financial assessment as part of the application.

Speaking of the application, Amazon’s process is quite involved (as it should be, since they’re trusting you with their reputation and packages). Here are the key steps and requirements:

  • Background and Experience: You’ll need to submit a thorough application, including your work history, education, and any military service. Leadership experience is a big plus; Amazon is looking for people who can coach and motivate a team, handle scheduling, and problem-solve on the fly. Interestingly, logistics experience specifically is not required. Many DSP owners come from totally unrelated fields (banking, hospitality, etc.). But you do need a track record of leading teams or running projects; they want to see that you can manage 40 – 100 employees as your delivery team grows.
  • Clean Background and Good Credit: There will be background checks and likely credit checks. Since you’ll be hiring drivers who handle packages, any red flags (e.g., serious criminal history) can disqualify you. Financial responsibility is also key because you’ll be handling payroll and expenses.
  • Initial Screening and Interview: After the online application and assessments, promising candidates are invited to an interview. They want to gauge your understanding of the program and commitment. If selected, you don’t immediately get a delivery territory; you get placed into their pool to match with a delivery station location in need of new DSPs. You can express location preferences, but you may have to be flexible or wait for an opening.
  • Training: Once accepted, Amazon provides two weeks of hands-on training. This includes a week at Amazon HQ or a regional facility learning the business side, and another week shadowing an existing DSP at a delivery station to learn the ropes. They cover everything from using their route optimization software to managing drivers. Amazon really emphasizes safety and process adherence in this training.
  • Business Setup: You’ll establish your company (if you haven’t already), get any necessary licenses, and set up things like a commercial driver hiring pipeline, etc. Amazon assists in some of these areas. For example, they have recruiting tools to help you hire drivers and can even refer candidates. They want you to hit the ground running.

It’s worth noting Amazon also had (as of a couple of years ago) a Diversity Grant initiative: a $1 million fund that offered $10,000 for Black, Latinx, and Native American entrepreneurs towards startup costs. This was their effort to reduce barriers for underrepresented business owners. There was a bit of legal controversy around it (some non-minority applicants challenged it), but Amazon was pushing it as part of diversifying the DSP network. If you qualify, it’s something to look into; essentially, it could cover that initial $10K investment for you.

What Amazon Provides: Support and Tools for DSP Owners

Signing on as a DSP, you’re not buying a traditional franchise, but Amazon does act sort of like a franchisor in terms of setting standards and providing a playbook. Here’s what Amazon brings to the table for Delivery Service Partners:

  • A Steady Volume of Packages: This is arguably the biggest perk. Amazon is your client, and they have more packages than they know what to do with. They’ll assign you routes each day for deliveries in your area. You don’t have to go find customers or drum up business; Amazon is essentially guaranteeing demand. If anything, the challenge is hiring enough drivers to handle all the demand, especially during Peak season (holidays).
  • Logistics Technology: Amazon equips DSPs with its delivery management tech. This includes the route optimization software (the drivers use an app that maps out their route in the most efficient way, and it’s dynamically updated), scanning devices, GPS trackers in vans, etc. They also give DSP owners access to a central portal that shows all their routes, packages, performance metrics (delivery times, success rates, etc.), basically your business dashboard. It’s a turnkey tech platform many small businesses could never afford to develop on their own. Amazon’s logistics tools are best-in-class, and you get them by default as part of the program.
  • Deals on Vehicles and Equipment: Instead of you having to buy vans outright, Amazon has negotiated vehicle lease programs. You lease Amazon-branded vans (the blue Prime vans) at favorable rates. Maintenance is included in many cases. They’ve also arranged bulk pricing on things like the handheld devices drivers use, uniforms, insurance, fuel, and even things like route planning software subscriptions if needed. These special rates on start-up equipment, devices, and insurance help reduce ongoing costs.
  • Training and Ongoing Support: As mentioned, initial training is provided. But it doesn’t stop there. They have account managers or business coaches who will check in on your performance and help you succeed. There’s also a built-in support line, sort of like DSP support, for when issues arise (for example, if a van breaks down or you have routing problems, you have an on-demand support hotline). Amazon provides standardized processes for everything, which is helpful when you’re new. They even give you a DSP Toolkit with guides on HR, recruiting, scheduling, and “best practices” from their highest-performing DSPs.
  • Payments and Incentives: Amazon pays DSPs per route/stop, etc., based on a contract rate. They also have performance-based incentives. For instance, if you hit certain delivery success metrics or safety milestones, you can earn bonuses or higher payouts. Amazon recently invested an additional $2.1 billion in rate increases and program enhancements to help DSPs with higher wages and vehicle costs. They know that if DSPs aren’t profitable, the whole program fails, so they adjust pay periodically (like a fuel subsidy when gas prices spike, or higher per-package rates in competitive labor markets).

In short, Amazon sets you up with the infrastructure: you have the vans, packages, software, and a playbook. Your job is essentially to hire and manage a team of reliable delivery drivers (called Delivery Associates or DAs) and execute the deliveries efficiently while meeting Amazon’s performance standards.

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The Reality Check: Day-to-Day Operations and Challenges

Running an Amazon DSP business is not an absentee-owner situation. Amazon expects hands-on owners who are deeply involved in day-to-day operations, especially at the start. Many successful DSP owners I’ve spoken with basically lived and breathed the operation in the early months: sorting packages at 6 am, dispatching vans, riding along on routes to learn the ropes, etc. Here’s a taste of the day-to-day and the challenges that come with it:

  • Early Mornings and Route Planning: A typical day might start before dawn at the delivery station. Amazon staff will have sorted packages for your routes, but you (and maybe a hired dispatcher) will oversee loading. Each morning, you ensure each driver has their truck loaded with the right bags of packages, their device is working, and they understand their route. This can be a hectic phase; if someone calls in sick last minute, you might jump in to deliver or reassign routes on the fly.
  • Managing Drivers: Expect to hire 40 – 100 delivery associates as you grow (a lot of routes run 7 days a week, so you have multiple shifts). Hiring and retention can be some of the toughest parts. The delivery driver role is physically demanding, with lots of walking, carrying boxes, driving all day, and turnover can be high. Some DSP owners report annual turnover rates north of 100% among drivers, meaning you might be constantly recruiting. One anecdote: a DSP owner mentioned they went through 150 – 200 drivers in a year due to turnover. Keeping drivers motivated and maintaining a good culture is crucial. Amazon monitors things like how fast and safely drivers are delivering, so you need to train and emphasize safety (no running to doors, even if you’re behind schedule, etc.).
  • Performance Metrics (aka The Scorecard): Amazon tracks your business metrics closely; this is often referred to as your DSP scorecard. Key metrics include your delivery success rate (packages delivered on time without issues), driver safety incidents, complaints, and things like route completion rates. For example, they have targets for on-time delivery rate and valid tracking rate (you must scan every package) that you must meet. Also, keeping a low missed delivery rate and low customer complaints (those “this package was handled poorly” feedback) is important. If your metrics slip, Amazon can issue warnings, require action plans, or, in extreme cases, terminate your DSP contract. So, there’s pressure to perform consistently. It’s not just about finishing the day’s routes; it’s about doing so at a high service level.
  • Long Hours and Problem Solving: As an owner, you’ll find yourself tackling unexpected problems. A van gets a flat tire. Who goes to help? (Often, you will, or you have a contingency van ready.) A driver can’t deliver a package because of a gated apartment complex. How can you train them for next time? Inclement weather, holiday volume spikes, and tech glitches with the routing app, a DSP owner has to be a chief firefighter of all such issues. During the Peak holiday season, expect to practically live at the station. It’s not uncommon to work 10-12-hour days during busy periods. Many owners do get to a point where they can delegate day-to-day to a station manager they hire, but initially, expect to hustle.
  • Narrow Margins: Amazon sets the delivery rates, and while they aim to make it profitable, your margins per package can be slim after you pay driver wages, fuel, vehicle leases, insurance, etc. Efficient routing and keeping overtime low are key to making money. Some DSP owners mention that profit can be around $75K – $300K annually once scaled up, but results vary widely. If you’re in an area with higher labor costs or if you run into a lot of vehicle damage, it cuts into profit. Conversely, if you operate super efficiently (low turnover, minimal accidents, high stop count per route), you can do well. But this isn’t a get-rich-quick gig; it’s a medium-sized business with real expenses. (I always tell folks: don’t quit your day job expecting to clear six figures in Year 1; build up your operation first.)
  • Autonomy vs. Rules: It’s “your” business, but Amazon sets many rules. You have to follow Amazon’s protocols for delivery (from how drivers buckle packages in their vans to how they ring a customer’s doorbell). They also dictate branding, your vans carry Amazon Prime logos, and drivers wear Amazon uniforms. You can implement your own culture and perks for employees, but the overarching guidelines are Amazon’s. Some entrepreneurs chafe at this because you are somewhat limited in making independent decisions (for instance, you can’t decide to deliver for other companies on the side; your contract typically ties you to Amazon packages only). Think of it as being an independent contractor in a very structured system.

All that said, many DSP owners find the work rewarding. A common sentiment: “It’s incredibly challenging, but I love being able to grow something and provide jobs.” For example, a DSP owner named Carlecia (featured on Amazon’s blog) started in 2022 and now employs 120 people across two stations. She talks about the pride of providing livelihoods and giving back to her community through the program. So, there’s a real opportunity to have a positive impact locally while riding on Amazon’s logistics might.

Tips for Success as a DSP Owner

If you’re serious about taking on an Amazon delivery business opportunity, here are some strategies and insights gleaned from those who have done it:

1. Hire Smart, Train Hard: Your drivers are your business. Prioritize hiring people who are reliable and customer-friendly. Use Amazon’s recruiting support, but also get creative, tap local job fairs, refer-a-friend bonuses for your current drivers, etc. Once hired, train them thoroughly on the routes, the scanner device, and Amazon’s expectations (like on-time delivery standards and safety reminders such as not backing up unnecessarily, wearing seatbelts, dog bite prevention, etc.). Well-trained drivers will be more efficient and make fewer mistakes (which keeps your Amazon scorecard healthy).

2. Create a Positive Team Culture: Delivery work is tough. Little things can keep morale up, providing water and snacks for drivers, recognizing top performers, and celebrating hitting milestones (like 100% delivery day or safety streaks). Some DSPs do morning huddles with a quick motivational talk or shout-outs. If you treat drivers as valued team members rather than package-hauling machines, you’ll reduce turnover. Also, be open to their feedback; the folks on the road often have ideas to improve routing or efficiency.

3. Keep an Eye on Efficiency Metrics: Use Amazon’s provided dashboards to monitor your performance goals daily. Watch your route completion times, package consolidation (are vans leaving with under-loaded capacity?), and any “failed delivery” reasons. By analyzing this data, you can spot trends, for example, if one route or driver consistently runs behind, maybe the route is too large or there’s a traffic issue you can reroute around. Small tweaks can save you overtime costs and improve your stops per hour. Amazon loves efficiency, and higher productivity can sometimes lead to Amazon offering you more routes (more routes = more revenue).

4. Safety First (It Pays Off): Amazon is pretty strict about safety, for good reason. Accidents or injuries are bad for everyone. Enforce the safety training points: drivers should take breaks, avoid rushing, and follow all protocols (like using a delivery cart for heavy packages, dog awareness, etc.). Not only will this avoid the nightmare of someone getting hurt, but Amazon’s incentives often reward safe operations. For instance, keeping a low accident rate and high compliance might qualify you for quarterly bonuses or better route assignments. Some DSPs even incorporate a daily quick safety tip in their morning meet-ups to keep it top of mind.

5. Plan for Peak Season Early: The November-December surge (and to a lesser extent, Prime Day or other big sales) will push your operation to its limits. Plan ahead, start recruiting seasonal drivers by late summer, secure extra vans if possible, and maybe have administrative staff or yourself ready to jump in on delivery routes when volume peaks. It’s common for DSP owners to deliver packages themselves during Peak to handle overflow. If you plan well and communicate expectations to your team (yes, there will be long days, yes, everyone works most days in December), you can get through it and even enjoy the challenge. Amazon often pays extra incentives during Peak due to the intensity, so a well-run Peak can significantly boost your annual profit.

6. Network with Other DSPs: Amazon hosts an online forum and occasional meet-ups for DSP owners. Use these to your advantage. Other DSPs aren’t your direct competitors (they operate in their own territories), and they can be gold mines for advice. They’ll share tips on everything from which route optimization tricks work best to how to handle a driver who consistently calls out. I’ve seen DSP owners help each other by loaning vans in a pinch or covering routes if one had a crisis. Being part of the community also keeps you in the loop if Amazon updates policies or makes changes to the program.

Running an Amazon DSP can definitely become a thriving small business if managed well. Amazon’s VP of delivery operations often says they want DSP owners who are “obsessed with customer experience and their people.” That seems to ring true: focus on reliably getting packages to customers on time (making Amazon look good) and focus on keeping your employees happy. That formula, backed by Amazon’s demand and resources, is a path to success in the program.

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Conclusion: Is the Amazon DSP Path Right for You?

The Amazon delivery service partner program is an innovative model: Amazon leverages local entrepreneurs to expand its delivery reach, and those entrepreneurs get a shot at business ownership in a booming sector. It’s not a guaranteed money-printing machine (anyone who thinks they’ll just hire a manager and sit back should think again). It requires hustle, resilience, and adaptability. You’re dealing with humans (drivers, customers) and a tech giant’s systems, both can be unpredictable at times! But if you put in the effort, you can build a solid operation with stable revenue.

To sum it up, the DSP program offers a relatively accessible way to own a delivery business for those who have leadership chops and a willingness to work within Amazon’s framework. You don’t need to be a logistics expert or come with a fleet of trucks; Amazon provides the playbook and the packages. Your job is to execute with excellence. Many small business owners have used this program to become employers in their community, create hundreds of jobs, and yes, make a good living in the process. They’ve shown that with grit and smart management, you can successfully run an Amazon delivery business.

Like any business, there are risks: thin margins, high turnover, and the fact that Amazon can change the rules or pricing (their recent changes to the contract rates and the end of the de minimis shipping exemption show the environment can shift). However, Amazon has a vested interest in DSPs succeeding; they need you to deliver their packages. As Amazon keeps growing its ecommerce dominance, the volume of packages isn’t slowing down; if anything, there’s more demand for delivery routes every year. That bodes well for DSPs who run efficient operations.

In the end, whether the DSP program is right for you comes down to your personal goals and management style. If you enjoy hands-on operations, don’t mind rolling up your sleeves (or driving the occasional van yourself), and get satisfaction from meeting targets and growing a team, it could be a great fit. It’s a chance to ride on Amazon’s growth while still being your own boss day-to-day. Just go in with eyes open, realistic expectations, and a strong work ethic. Starting a delivery business through Amazon isn’t easy money, but for many, it’s proving to be good money and a pretty exciting ride in the process.

Frequently Asked Questions

How do I become an Amazon Delivery Service Partner?

Apply through the Amazon DSP program site, show $30K in liquid assets, pass background checks, complete training, and launch with Amazon-provided routes and vans.

How much does it cost to start a DSP business?

Startup costs begin at around $10K with Amazon-negotiated discounts. You’ll also need $30K in liquid assets to cover wages, fuel, and early operating expenses.

Can I make a profit as a DSP owner?

Yes. Profits for scaled DSPs typically range from $75K to $300K annually, depending on fleet size, route efficiency, and meeting Amazon’s performance metrics.

What’s the difference between Amazon DSP and Flex?

DSP is running a delivery business with employees and Amazon vans. Flex is gig work, where drivers use their own cars for smaller deliveries and work as independent contractors.

What support does Amazon provide DSP owners?

Amazon offers training, coaching, routing software, performance dashboards, discounts on vans and insurance, guaranteed package volume, and 24/7 operational support.

Written By:

Jeremy Stewart

Jeremy Stewart

Jeremy Stewart leads customer success at Cahoot, helping merchants achieve high-performance logistics through smart technology and process optimization. With a background in both ecommerce operations and client services, Jeremy ensures that every merchant using Cahoot gets measurable results—whether they’re scaling from one warehouse to many or managing complex returns.

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