Etsy’s New Review Ratings Calculation: What Print on Demand Sellers Need to Know (And What Etsy Isn’t Saying)

ByJ.B. Updated on
Person in denim shirt using laptop while holding business card at white desk with coffee cup and office supplies
This post may contain affiliate links. If you make a purchase through one of these links, I earn a small commission at no extra cost to you. Read my full disclosure here.

The Etsy review ratings calculation just changed, and if you haven’t heard about it yet, you’re not alone. Etsy rolled this out in mid-March 2026, and depending on what’s in your review history, this update could either feel like a gift or a gut punch.

So before the rumor mill gets to you, let’s break down exactly what changed, what Etsy says the reason is, what I actually think is going on, and what it means if you’re running a print on demand shop on the platform.

I’ve been building my Etsy POD business since 2022, scaled it to multi-six figures, and now run it from Lisbon, Portugal.

I’ve watched Etsy make a lot of changes over the years, and what I’ve learned is this: every major platform shift tells you something about where the business is trying to go. This one is no different. Let’s get into it.

What Actually Changed: The Old System vs. The New One

Until now, Etsy showed buyers your full lifetime review count on your shop page. You know how your shop might say “5,847 reviews” at the top?

That number includes every review you’ve ever received since you opened your doors. But Etsy was only calculating your average star rating using reviews from the past twelve months.

So a buyer would look at your shop, see thousands of reviews, and then see a star rating that was based on a tiny fraction of that feedback. The two numbers were telling completely different stories based on completely different timeframes.

A shop might show thousands of total reviews but have a rating calculated from only a small slice of that feedback. That’s confusing at best, and genuinely misleading at worst.

Under the new model, Etsy will calculate your shop rating using all reviews your shop has ever received, applying a recency-weighted average where newer reviews count more and the impact of each review decreases by half each year.

So your most recent reviews still carry the most weight, but that five-star flood you had in 2023 doesn’t just evaporate from your score the way it did before.

This update became effective March 13, 2026, and the updated rating will appear everywhere your rating shows up: on your listings, your shop homepage, in search results, and across the marketplace.

What Etsy Says Is the Reason for This Change

Etsy’s official explanation is pretty clean and buyer-centric. Etsy says the main goal is clarity for buyers. Previously, a shop’s displayed rating and its review count were based on different timeframes. Aligning those numbers gives buyers a more consistent picture when evaluating a shop.

The company also notes that this brings them in line with industry norms. This approach aligns with common ecommerce practices, where average ratings are typically based on lifetime reviews to meet buyer expectations and provide a consistent shopping experience.

In other words, Amazon does it this way, most major platforms do it this way, and Etsy was the weird outlier. The stated intention is to make sure your rating “reflects the full picture of your business” while still prioritizing how you’re performing right now.

Buyer clarity is a real benefit here. I’ll give Etsy that. But I don’t think it’s the whole story.

The Theory Behind the Change (What Etsy Didn’t Say Out Loud)

Let me put on my attorney hat for a second, because when a company changes a core trust mechanism in their marketplace, there’s almost always more going on than the press release admits.

The Marketplace Credibility Problem

Etsy has been under pressure. By Q3 2025, 46 percent of marketplace GMS came through the Etsy app, the highest level ever recorded. That’s almost half of all Etsy purchases happening on a fast-moving mobile feed where buyers are making split-second decisions.

In that environment, your star rating is doing a lot of heavy lifting. A buyer scrolling through a feed isn’t going to deep-dive your reviews. They’re going to see that 4.2-star number and swipe past you.

Etsy needs its ratings to be trustworthy and meaningful because the entire algorithm is increasingly built around behavioral signals. Etsy evaluates what shoppers search, click, save, and buy, then uses that data to predict which listings they’re most likely to respond to next.

Listings with strong engagement get pushed to more shoppers who behave similarly. Listings that underperform lose visibility over time. If star ratings are unreliable or confusing, that whole trust engine breaks down.

The Long-Game Platform Play

Here’s what I think is really happening: Etsy overhauled its shop review system to use lifetime reviews with recency weighting as part of a broader move to sharpen focus on marketplace quality and core operations. They sold Depop.

They’ve been aggressively cleaning up the marketplace. This review change is part of a larger story about Etsy trying to be a more defensible, trustworthy platform in a world where Temu and Amazon are eating their lunch on price.

If Etsy can’t compete on price, it has to compete on trust. And trust is built on reviews. By making ratings more stable, more consistent, and harder to game in the short term, Etsy is making a bet that a better-feeling marketplace experience keeps buyers coming back.

More repeat buyers means more transaction volume, which means more Etsy listing fees and ad revenue. The math isn’t complicated.

There’s also a possible churn-reduction play here. Shops who take over a year off have come back to their home page showing zero stars, since they did not receive any buyer reviews while the shop was inactive.

It’s been a major complaint from sellers for years, and is likely confusing for buyers as well. Fixing that frustration reduces seller churn, which keeps more shops active on the platform, which keeps the inventory deep and the buyer experience rich.

Laptop with black screen on white bed next to coffee cup and books in minimalist bedroom workspace setup

Who Wins With This Change

Established Sellers With Strong Histories

If you’ve been selling on Etsy for three, four, five years and have built up a mountain of five-star reviews, this change is almost certainly good news for you. Those older reviews don’t count as much as your recent ones, but they count.

Some shops may see their rating rise, reflecting a strong long-term record. If your recent year was a little bumpy (supply chain issues, a bad batch of products from your print provider, a rough patch of customer service), your deep history of great feedback is now working to buffer your current score in a way it wasn’t before.

Sellers Who’ve Taken Time Off

This is actually one of the clearest wins of this update. Under the old system, if you stepped away from your shop for more than a year, your star rating would effectively disappear because there were no reviews within the calculation window.

Your shop would show “no rating” or zero stars while simultaneously showing thousands of lifetime reviews. That experience was jarring for buyers and deeply frustrating for sellers who’d spent years building their reputation. The new system fixes that directly.

Print on Demand Sellers With Consistent Track Records

Here’s something that’s actually a sleeper benefit for POD specifically: because we’re not manufacturing anything ourselves, our quality consistency tends to be more stable than a handmade seller who might have a bad batch of supplies or an injury that affects production.

If you’ve been using a reliable print provider like Printify and maintaining consistent product quality, your historical review record probably looks solid. That history now works in your favor in a very direct way.

Inactive Shops With Good Histories

If you have an older shop with a strong review history and you haven’t been active recently, if you haven’t received a review in the past 12 months and previously didn’t have an average rating, you may now see one based on your full history.

This could actually make reactivating a dormant but well-reviewed shop more appealing, since you’d show up to potential buyers with credibility instead of a blank slate.

Who Might Struggle With This Change

Sellers Who Had a Rough Early History

This is where it gets uncomfortable. If your shop went through growing pains in its early days, which honestly is most of us, those older reviews are now permanently baked into your calculation.

They carry less weight than your recent five-stars, but they’re in there. Some shops may see their rating fall as older feedback is incorporated. If you worked hard to turn your shop around after a difficult start and your recent reviews have been stellar, your current displayed rating might now sit slightly lower than it did before, because those old lower-rated reviews are pulling on the weighted average.

This is genuinely frustrating, and I don’t want to minimize it. You did the work. You improved. And now the system is reflecting a version of your history you worked past. That feels unfair.

What I’d tell anyone in this situation is to focus even harder on generating recent five-star reviews, because the recency weighting means your newest reviews are your most powerful lever.

Sellers With Older Negative Reviews They Couldn’t Remove

Etsy’s review system doesn’t give sellers a lot of tools for removing reviews that are inaccurate or retaliatory. Buyers have 100 days to review an order, beginning on the delivery date or estimated delivery date. But once a review is in, it’s largely there to stay unless it violates Etsy’s policies.

If you have negative reviews sitting in your history from years ago, things that were out of your control, a Printify production error, a shipping carrier failure, a buyer who simply had unrealistic expectations, those are now part of your permanent weighted calculation.

Under the old system, anything older than twelve months was invisible to your rating. Under the new system, it’s always going to be in the room.

Newer Sellers With Thin Review Histories

If your shop is relatively young, this change is largely neutral for you since you don’t have a deep review history to draw from either way. But it does reinforce how important it is to generate reviews consistently from the very beginning.

Products with five or more reviews are 270 percent more likely to sell than products without any. Your early reviews are now building a foundation that will influence your rating calculation for the life of your shop. Treat every review opportunity with that weight in mind.

Laptop with glasses, open book, calendar, and blue sticky note on white carpet - productivity workspace setup

Print on demand sellers have a slightly different relationship with reviews than handmade sellers do, and it’s worth thinking through this specifically.

Our biggest review risks tend to come from a few specific pain points: shipping delays we can’t control, print quality variability from our fulfillment partners, and sizing issues that buyers didn’t anticipate.

The print fulfillment industry has improved a lot over the past few years. If you’ve been using a quality provider and you’ve been actively managing your listings with accurate sizing guides, mockups that clearly represent the product, and descriptions that set realistic expectations, your review history probably reflects that improvement over time.

The new calculation actually rewards that arc in a way the old system didn’t.

Where POD sellers need to be careful is in assuming that the Star Seller metrics work the same way. They don’t. Star Seller eligibility will continue to focus on recent performance, specifically the last three months of reviews, message response times, and on-time shipping.

So your lifetime reviews affect your displayed rating, but your Star Seller badge is still entirely about what’s happened in the last ninety days. These are two separate systems serving two different purposes, and conflating them will trip you up.

The Broader Implications: What This Signals About Etsy’s Direction

Every change Etsy makes tells you something about where they’re trying to take the platform. This one tells me a few things that I think matter for anyone building a long-term POD business here.

Etsy Is Betting on Longevity Over Hacks

A system that weighs your entire lifetime of reviews rewards sellers who play a long game and penalizes sellers who use short-term tactics to inflate their ratings.

If you’ve been showing up consistently, delivering good products, and treating customers well for years, Etsy’s new math works in your favor.

If you’ve been gaming the system with incentivized reviews or burning through your rating in a boom-and-bust cycle, the new calculation is harder to recover from.

Trust Is Etsy’s Last Moat

Price, selection, and delivery speed are not where Etsy wins. They can’t. The platform is too expensive to compete with Amazon on price and too spread across independent sellers to compete on logistics. What Etsy has is curation, community, and trust.

This review change is a direct investment in that trust infrastructure. For sellers who’ve built their shops on those same values, this is genuinely good news. For sellers who’ve relied on Etsy’s old blind spots to maintain ratings they haven’t fully earned, the walls are closing in.

Buyer Experience Is the Algorithm

Etsy’s algorithm is shifting to prioritize trustworthy, high-quality sellers. Etsy has technically used quality factors since 2015, but the Q Score is now an official part of how search results are ranked.

Your reviews feed into your shop quality signals. Your shop quality signals feed into your search visibility. Search visibility feeds into your revenue.

It’s all connected, and Etsy is making every layer of that stack more tied to genuine customer satisfaction. There’s no hacking your way around it at this point, and honestly, I think that’s a good thing for sellers who are doing this the right way.

What Print on Demand Sellers Should Do Right Now

Okay, so you’ve read the analysis. Here’s the actual to-do list, and I’m going to give it to you straight.

First, go look at your shop’s review history in full. Not just the past twelve months. Go back to the beginning. Understand what’s living in your history that will now be weighted into your score. If your early reviews were rough, acknowledge that reality and plan accordingly. If your early reviews were great, understand that you now have built-in cushion you didn’t have before.

Second, make review generation a non-negotiable part of your ongoing business operations. Not in a gross, pressure-the-buyer way, but in a systematic, customer-experience-focused way. Every follow-up message, every packaging insert if you use any, every customer interaction is a chance to create the conditions for a five-star review.

To earn more reviews in 2026, focus on three things: set clear expectations in your listings, respond to buyer messages within hours, and send one polite follow-up after delivery.

Third, if you’ve been on the fence about doing a proper shop audit, now is the time. Your rating is now a permanent, weighted sum of everything your shop has done. Understanding where your gaps are and fixing them isn’t optional if you’re serious about this business.

I created a free Self-Audit Cheat Sheet specifically for this kind of diagnostic work. You can start identifying where your shop needs attention.

Fourth, check your Printify product lineup. If you’re getting reviews that mention quality issues with a specific product, that feedback is now permanent.

Consider whether the product is worth continuing or whether switching to a higher-quality option within Printify’s catalog would be a better long-term move. Printify has expanded their premium print providers significantly, and the quality difference is real. A handful of product swaps now could prevent years of rating drag.

Fifth, if you want a community to think through all of this with, including how to read your review analytics, build a review generation strategy, and optimize your shop for what Etsy is prioritizing right now, that’s exactly what we do inside Freedom Unlocked.

This is not a solo sport, and the sellers who are growing right now are the ones who have accountability, strategy, and real data behind their decisions.

Final Thoughts: Don’t Panic, But Don’t Ignore This Either

Etsy’s new review ratings calculation is a meaningful change, and I’m not going to pretend it’s minor just to make you feel better. For some sellers, it’s going to be a net positive that finally rewards years of consistent, quality work.

For others, it’s going to surface history they’d rather keep buried. And for a lot of sellers, honestly, it’s going to be largely neutral because their track record is solid across the board.

What matters most is what you do from here. Your most recent reviews carry the most mathematical weight. Your current customer experience is still the single most powerful thing you can optimize.

And the sellers who will come out ahead on Etsy in 2026 are the ones who treat the platform like the long game it is: steady strategy, consistent quality, genuine connection with buyers, and a willingness to adapt when the rules change.

Etsy moved the goalposts. That’s frustrating. But the direction they moved them is toward rewarding the sellers who’ve been doing this right all along. If that’s you, keep going. If it’s not quite you yet, use this moment as the catalyst to get there.

And if you want a second set of eyes on your specific situation, I offer Etsy shop audits where we dig into exactly this kind of thing — your real numbers, your review history, your opportunity gaps. You can find more information on the site.

📌 Share on Pinterest

Etsy Review Change: What You Need to Know - Guide with shopping bags and stars on beige background

The Best SEO and Design Tools for Your Print on Demand Shop:

These are the only tools I use for my shop!

Canva: Canva is the most amazing tool. It is user friendly, and always improving! The tools that Canva has have evolved so much since I first started using it in 2022 for the better. I use it almost everyday. I use it to create designs, to edit AI designs, and to create product mockups.

Ideogram: Ideogram is an AI design tool that generates high-quality graphics with exceptionally accurate text rendering, making it ideal for creating quote-based and typography-focused designs. I also use the prompt based editing for mockups, making it a wonderful alternative to Photoshop, which is expensive.

E-Hunt: E-Hunt is fantastic for competitor research and some light keyword research. My favorite aspect of E-Hunt is the Chrome extension that allows you to see the sales amount for an individual item on Etsy. Check out this article to see an example.

eRank: eRank is an SEO data tool that also allows you to search the competition and will also give you key words for your Etsy listing. It is also a low cost tool that will help you find low competition and highly searched niches.

Printify: Printify is a print-on-demand (POD) service that allows individuals and businesses to create and sell custom-designed products without needing to manage inventory or handle fulfillment. I put my designs on products offered by Printify. When an item sells, Printify prints and ships to my customer.

Vela: Vela is the bulk editing tool I use to manage hundreds of Etsy and Shopify listings without losing my mind. You can update videos, photos, titles, tags, descriptions, and prices across your entire shop in minutes, and your VA can build listings inside Vela without needing your Etsy login. Read more about Vela here.

Shopify: Shopify is what I recommend when you are ready to scale beyond Etsy and diversify where your products sell. The fees are lower, you own your customer data (emails), and it integrates directly with Printify and Vela. It is the easiest way to build a standalone storefront that you control. Read more about Etsy v Shopify here.

FAIRE: FAIRE is the wholesale marketplace I use to sell my products to retail, brick and mortar stores. If you want to scale your shop and add a wholesale revenue stream to your POD business, FAIRE is a great option. Read more about FAIRE here.

Looking for more information on print on demand? Check out these articles:

The information shared on my blog is for educational and informational purposes only. They reflect my personal experience building an online business and are not guarantees of earnings or financial results. They also reflect revenue and not profit. Your results may vary and will depend on factors such as your effort, niche, product quality, strategy, and market demand.

Janeen is a former attorney and Etsy print on demand coach who started her shop at 40, retired early from corporate life at 42, and moved her family to Portugal. She now teaches others the strategic path to building portable income, while exploring and documenting the most beautiful country she gets to call home.