The Customer Email That Made Us Look Closer
Not long ago, we received an email from a customer who had been trying to place an order with us. They mentioned that some of our products appeared unavailable or out of stock — which struck them as strange, because they had seen the items listed recently.
It struck us as strange, too. We had inventory. We were actively fulfilling orders. Something did not add up.
That email prompted us to take a closer look at what was happening behind the scenes — our traffic data, abandoned cart behavior, checkout activity, and how our inventory was presenting to visitors.
What we found gave us a great deal to think about, and ultimately led us to write this article.
What We Started Seeing Behind the Scenes
When we reviewed our store data more carefully, we found patterns that did not reflect normal shopping behavior.
Our abandoned cart numbers were significantly higher than expected — not by a small margin, but by a substantial one. We were looking at figures in the thousands of abandoned carts across various checkout stages. These were not simply customers who reconsidered or got distracted. The volume and behavioral patterns we observed were not consistent with normal customer hesitation.
We also noticed that certain products appeared to go unavailable or low-stock at unusual times — periods when our actual inventory did not justify that status.
We cannot speak to every possible explanation. But the patterns we documented warranted a more serious review, and that is what we did.
How Suspicious Activity Can Affect a Real Store
To be clear about what we observed, here is a general description of the types of activity we identified. We are intentionally keeping this high-level.
The patterns included:
- Large quantities of items being added to carts repeatedly without completed purchases
- Products appearing unavailable or sold out to real customers due to cart-locking behavior
- Repeated declined or incomplete checkout attempts inconsistent with genuine purchase intent
- Payment attempts using suspicious, flagged, or invalid information
- Traffic originating from VPN services, proxy networks, masked infrastructure, privacy-preferred routing, and unusual international sources
- Behavioral patterns that made it difficult to distinguish real customer activity from coordinated or automated behavior
We want to be direct: we are not claiming to know every actor, every motive, or every specific source. We can only speak to what we observed and documented.
How This Affects a Real Business
If you have never operated an e-commerce store, it may not be immediately clear why these patterns are damaging. Here is what this kind of activity can do to a small business.
For customers: Real shoppers may see products appear unavailable even when inventory exists. They may encounter slower checkout, access restrictions from certain locations, or unexpected friction.
For the business: Conversion data becomes unreliable. Abandoned cart recovery goes to non-customers. Traffic quality metrics appear worse than reality. Payment processors and fraud systems may flag the store. Platform performance signals become distorted.
For trust: The cost of defending against suspicious activity sometimes falls on legitimate customers. Security measures that block bad actors can occasionally affect real visitors too. This is a real tradeoff, and we do not take it lightly.
The Measures We Took to Protect the Business
Once we identified these patterns, we took a number of steps to address them:
- Blocked or challenged certain suspicious traffic sources, including VPN, proxy, masked-network, privacy-preferred, and abnormal international traffic patterns
- Reviewed our checkout and abandoned cart data in detail
- Preserved screenshots and records of the activity we observed
- Expanded shipment documentation, including photos and video for many outgoing orders
- Audited our reviews — both positive and negative — to evaluate consistency with verified purchases
- Reviewed imported or unverified positive reviews for traceability and uniformity
- Retained real verified customer feedback, including critical feedback, because negative reviews from genuine customers are legitimate and useful
These were not light decisions. Restricting certain traffic patterns can sometimes affect legitimate customers, and we were aware of that risk. We made these changes because we believed the alternative — allowing suspicious activity to continue without response — was worse for the business and for the real customers trying to reach us.
Why We Are Auditing Our Reviews
We are cleaning up our review profile because trust matters more than looking perfect.
We have decided not to chase a flawless review score built on unverifiable content. A polished rating that does not reflect real customer experience is not something we want to maintain.
Our current approach to reviews:
We keep:
- Reviews from verified purchases
- Real customer feedback, including disappointment and criticism
- Feedback that reflects genuine product or service concerns
We may remove or hide:
- Duplicate reviews from the same order or experience posted multiple times
- Reviews that cannot be verified against any order history
- Imported positive reviews that appear overly uniform or cannot be matched to real customers
- Abusive content or policy-violating material
- Content that includes private information
We want to say this plainly: a negative review is not automatically suspicious. Some customers are genuinely disappointed, particularly in categories like liquidation and surprise boxes where item value, condition, and contents vary by nature. We accept that. We are not trying to manufacture a perfect record — we are trying to present an honest one.
What Customers Should Know About Liquidation and Surprise Boxes
We want to be straightforward about what Quickboxz boxes are and what they are not.
Our boxes may include items from liquidation inventory, overstock, open-box products, shelf-pulls, customer returns, mixed-category merchandise, and mixed-condition goods. This is the nature of the product category we operate in.
In practice, that means:
- Item condition can vary from order to order
- Retail value and resale value are not the same thing
- Some items will be in better condition than others
- The value you receive depends on item category, condition, your chosen resale platform, timing, buyer demand, and your expectations going in
We do not promise that every box will be profitable. We do not claim that retail value always equals resale value. And we recognize that this product category is not the right fit for every customer.
If you are considering a purchase, please read product descriptions carefully. If surprise or liquidation inventory is not what you are looking for, this may not be the right store for you — and we respect that.
Why Shipment Documentation Matters
We have expanded our shipment documentation practices. Many outgoing orders are now photographed and/or recorded before shipping, particularly for larger orders or those where concerns may later need to be reviewed.
We do not share this documentation publicly or attach it to product listings. But in some situations, it has proven important.
In some cases, shipment documentation has helped us identify when a public review did not appear to match the actual shipment records.
When that happens, we do not respond by publicly challenging the reviewer. We invite the customer to contact us directly so we can review the order fairly, compare what was shipped with what was described, and work toward a fair resolution.
If you believe your order did not match what you received, we encourage you to reach out. Documentation from both sides gives us the best chance of understanding what happened and resolving it properly.
Online Reputation Can Be Distorted Both Ways
We want to acknowledge something that is true of digital trust systems in general — not just our store.
Online reviews, ratings, testimonials, social media engagement, and search results can all be distorted. A legitimate business can be unfairly damaged through coordinated-looking negative reviews, suppressed visibility, or abnormal reputation signals. These are real problems that real businesses face.
But the reverse is equally true. A business with genuine problems can appear better than it deserves through curated testimonials, paid praise, inflated engagement, unverifiable claims, or selective review management. A high star rating on its own tells you very little if you do not know how it was built.
This is why we believe real trust is built differently. For us, that means:
- Verified orders and traceable purchase history
- Clear product descriptions and honest expectations
- Direct customer support that responds to real concerns
- Shipment documentation that can be reviewed when disputes arise
- Transparent review policies that include criticism, not just praise
- Long-term customer relationships built over repeated interactions
- Evidence over image
We are not asking you to take our word for anything. We are asking you to evaluate us over time, based on your actual experience.
Why We Are Choosing Transparency
We spent some time deciding how to respond to the challenges described in this article. The easy path would have been to say nothing — fix things quietly, work to improve our review profile, and hope that customers did not notice a difficult period.
We decided against that approach.
We believe customers deserve a fuller picture — not just polished marketing, and not just isolated criticism stripped of any context. We are a real business navigating real challenges, and we think the honest version of that story is more useful to customers than a carefully managed appearance of perfection.
We are not trying to look perfect. We are trying to be real, responsible, and transparent.
The deeper lesson we have taken from this experience: there is still no substitute for real relationships and repeated conduct over time. Online signals matter, but they are not the same as trust. Trust is built through consistent behavior — through what you actually do when things are difficult.
We hope this article helps customers understand how we operate, what we have been dealing with, and why we believe transparency is the right response.
Need Help With an Order?
If you had an issue with an order, we want to hear from you directly.
Please contact us at hello@quickboxz.com and include:
- Your order number
- A description of the concern
- Photos if applicable
We will review your concern directly and fairly. We do not automatically dismiss negative feedback, and we are committed to resolving legitimate issues.
If you are new to Quickboxz, please read our product descriptions carefully and understand that surprise and liquidation boxes vary by nature. We want every customer to have accurate expectations before they buy.
Thank you for taking the time to read this.
— The Quickboxz Team