How to Import Trustpilot Reviews to Shopify (Step-by-Step)

If you've built up hundreds of Trustpilot reviews and want them working on your Shopify product pages, you're about to hit a wall. Almost every guide that claims to show you how to import Trustpilot reviews to Shopify just tells you to paste a TrustBox widget into your theme. That isn't an import. A TrustBox is a live JavaScript embed that borrows reviews from Trustpilot's servers on every page load and stores absolutely nothing in your Shopify data.

The difference matters more than most merchants realize. Below is what a real Trustpilot export actually contains, who can use the API, how to map store-level reviews to individual products, and where Google's rules will bite you. If you've already worked through our guide to importing product reviews to Shopify from Amazon, AliExpress, and more, Trustpilot is the awkward cousin of those scenarios.

Does Trustpilot Even Have Native Product Reviews, or Just Company Reviews?

Trustpilot has both, but its default and most common product is the service review, which is feedback about your business as a whole rather than any specific item. Product reviews are a separate feature that has to be deliberately configured, and they're keyed to SKUs rather than to your store.

This is the single biggest reason merchants can't get Trustpilot reviews onto the right product page. If nobody at your company set up product review invitations with SKU data attached, you don't have product-level reviews. You have a pile of "great service, fast shipping" comments about the business, and no way to know which item each customer actually bought.

Trustpilot's product review documentation confirms that products are identified by SKU, and that a product needs at least three reviews (including one from a customer you invited) before review data shows. Products with several SKUs for different sizes or colors need all of them listed, comma separated.

There's a plan wrinkle too. Product-level reviews sit on Trustpilot's higher paid tiers rather than the free or entry plans, according to published pricing analyses of Trustpilot's plans. Plenty of merchants discover this only after committing to the platform.

What Does a Trustpilot Review Export Actually Look Like?

The official export lives inside your Trustpilot Business account, and it produces a plain CSV with one row per review. You'll find it under Reviews, then Service reviews, with an Export control in the top right corner of the review table.

Only users with admin or manager permission see the export option. Pick a date range (or set a custom one), then click Download .csv. The service review export and the product review export are separate files, and only the product export carries product name, product ID, or SKU columns.

A typical service review export gives you something close to this set of fields:

• Reviewer name and often reviewer country
• Star rating as a whole number from 1 to 5
• Review title and review body as separate columns
• Date published and sometimes a separate date of experience
• Verified or invitation flag showing whether the review came from an invite
• Business reply text, if you responded
• Language code

Notice what's missing. There's no product handle, no Shopify product ID, and usually no order reference you can join against. That gap is the whole problem, and it's the part every competing guide skips over.

You'll also see Chrome extensions and scraper tools promising Trustpilot exports. Skip them. They pull from public review pages rather than your account, they miss the verified-invitation flag entirely, and they put you on the wrong side of Trustpilot's terms. The official export takes about thirty seconds and gives you cleaner data.

Widget or Native Import: Which One Actually Gets Reviews onto Your Product Pages?

Only a native import puts real, crawlable review content on your product pages. A TrustBox widget renders reviews client-side from Trustpilot's servers, which means no Shopify metafields, no admin-visible review count, no filtering or sorting inside your store, and no server-rendered text sitting in your page source.

Here's my hot take, and it will annoy some people. Most "how to import Trustpilot reviews to Shopify" content is really just "how to embed a Trustpilot widget," and for most merchants that's the wrong default. A widget shows visitors your TrustScore and looks trustworthy, sure.

But it does nothing for individual product page SEO, it doesn't persist in your store's own review data, and it usually recycles the same handful of company-wide reviews across every single product page in your catalog. That starts to look like thin, duplicate content to Google. If you want Trustpilot reviews to genuinely move conversion and rankings at the product level, the export-then-import route is more work and it's the only method that produces real page-specific content.

The widget still has a job. Put a service review TrustBox in your footer, on your homepage, and at checkout, where store-level trust signals belong. Just don't confuse it with getting reviews onto product pages. The same logic applies to marketplace imports, which we covered in detail when walking through three methods for importing Shopee reviews to Shopify.

Worth remembering: Shopify retired its own free Product Reviews app on 6 May 2024, and existing reviews stopped displaying. Native review storage in Shopify now means a third-party app, full stop.

How Do You Match Trustpilot Reviews to the Right Shopify Product?

If your Trustpilot reviews are service reviews, there is no clean automated way to match them to products, because the data linking review to purchase was never captured. You have three realistic options, and two of them are bad.

The bad option one is spraying the same company reviews across every product page. It inflates review counts, produces near-identical blocks of text on hundreds of URLs, and creates exactly the kind of duplicate content problem covered in our Shopify product page SEO checklist. Bad option two is guessing based on review text, which is unreliable and gets embarrassing when a customer names a product they didn't buy.

The workable option is manual mapping against order data. Export your Trustpilot service reviews, export your Shopify orders for the same period, then match on reviewer name plus date of experience. Where you find a confident match to a single-item order, you now know which product that review belongs to. Multi-item orders stay ambiguous, so leave them as store-level reviews.

It's tedious. For a few hundred reviews it's a couple of hours in a spreadsheet, and it's the only honest way to do it. The same matching logic applies when you migrate product reviews from Etsy to Shopify without losing star ratings, except Etsy at least tells you which listing was reviewed.

Going forward, fix the source. Configure Trustpilot product review invitations with SKUs attached so future reviews carry product identity from day one.

Do You Need Trustpilot API Access, or Can You Do This Manually?

You do not need API access for a one-time import, and most merchants can't get it anyway. Trustpilot's API Module is sold in three tiers: up to 200,000 annual API calls, up to 1,000,000, and unlimited. It's included with Enterprise and available to Premium plans as a paid add-on. Starter and Plus plans don't get it.

That gating decides your route before you make any other decision. If you're on a lower tier, the manual CSV export is your only official path, which is fine for a one-off migration. Nobody needs an API to move 800 reviews once.

API access earns its keep for ongoing sync, where new Trustpilot reviews flow into your Shopify review app automatically. If you're paying Premium prices and running high review volume, that's worth building. For a store collecting thirty reviews a month, it isn't.

Trustpilot itself is not a small operation, for context. The company reported $261 million in revenue for FY 2025, and its platform reportedly hosts north of 350 million reviews with tens of millions of monthly visitors. API pricing reflects that scale.

Step-by-Step: How Do You Export From Trustpilot and Import Trustpilot Reviews to Shopify?

The full process runs five steps and takes roughly two hours for a typical catalog. You'll need admin or manager access to your Trustpilot Business account, plus a Shopify review app that accepts a custom CSV.

1. Export from Trustpilot. Log into business.trustpilot.com, go to Reviews, choose Service reviews (or Product reviews if you have them), click Export in the top right, select your date range, and click Download .csv.
2. Clean the file. Open it in Google Sheets rather than Excel to avoid encoding damage. Strip out one-star reviews you plan to leave behind, remove rows with empty review bodies (most apps reject them), and normalize the date format.
3. Add a product identifier column. This is the manual mapping work from the previous section. Add a column for product handle, product URL, or SKU depending on what your target app wants, and fill it in from your order data.
4. Remap columns to your app's template. Judge.me's import template expects fields like reviewer_name, review_title, review_body, review_date and one product identifier, and it accepts Product URL, handle, or SKU. Loox's custom file importer accepts variations like product_handle or product_url, wants ratings as whole numbers from 1 to 5, requires UTF-8 CSV encoding, and caps out at 100,000 reviews per store.
5. Upload and spot-check. Import a test batch of twenty rows first. Confirm the star ratings landed correctly and the reviews attached to the right products before running the full file.

One practical snag catches people out. Judge.me publishes imported reviews immediately by default, even if your store is set to manual moderation, so review your file before uploading rather than after. If you're still choosing a destination app, our breakdown of Judge.me vs Loox vs Yotpo vs Okendo compares their import handling directly.

If your review history is scattered across marketplaces as well as Trustpilot, a dedicated importer saves time on the non-Trustpilot half. WiseReviews handles custom CSV uploads (500 reviews on its free plan) and pulls photo and video reviews directly from Amazon, Etsy, AliExpress, eBay and several Asian marketplaces. It has no one-click Trustpilot connector, and to be blunt, no Shopify app does, because Trustpilot doesn't hand out that data. The CSV route is the route.

Will Imported Trustpilot Reviews Show Up as Star Rating Rich Snippets in Google?

Probably not, and this is where most merchants get burned. Google's review snippet guidelines state plainly: don't aggregate reviews or ratings from other websites. Copying Trustpilot reviews into your product schema is, by Google's own definition, aggregating ratings from another site.

There's a second restriction stacked on top. Self-serving reviews, meaning reviews about entity A placed on entity A's own website (either in markup or through an embedded third-party widget), make LocalBusiness and Organization schema ineligible for star review features. A TrustBox on your homepage falls squarely into that bucket.

Google also requires that marked-up review content be visible to users on the same page. Schema describing reviews the visitor can't actually see is a violation, not a shortcut.

So where does that leave you? Product schema on a product page with genuinely product-specific, visible reviews is the safest ground, but reviews you collected yourself through your Shopify review app are cleaner than imported Trustpilot content on every axis. Imported reviews are best treated as social proof for human visitors and a conversion tool rather than a snippet play. Our piece on how product reviews boost Shopify SEO rankings covers the version of this that actually works long term.

What Are the Most Common Mistakes When Importing Trustpilot Reviews to Shopify?

The two that cause real damage are duplicating store-level reviews across the entire catalog and building review schema on imported third-party content. Both are covered above. Here are the rest, in rough order of how often they show up.

• Using scraper extensions instead of the official export. Accuracy suffers, verified flags vanish, and you're violating Trustpilot's terms. Trustpilot's business terms restrict reuse of platform content, and reviewers hold copyright in their own words.
• Assuming the import boosts your TrustScore. It doesn't. Your TrustScore is calculated purely from reviews on Trustpilot's platform, and it's a weighted Bayesian average rather than a plain mean. The platform average sits at roughly 4.2 out of 5.
• Importing only five-star reviews. A perfect rating reads as fake. A mix including some fours and the occasional three converts better.
• Ignoring encoding. Non-UTF-8 CSVs turn accented characters into mojibake across hundreds of reviews at once.
• Forgetting attribution. If you display imported reviews, say where they came from. Trustpilot removed 4.5 million fake reviews in 2024 (90% of them caught automatically, out of roughly 200,000 reviews submitted daily), and shoppers have gotten sharper about spotting reviews that feel manufactured.

That last point deserves weight. Consumer trust in reviews has fallen hard. BrightLocal's tracking shows the share of consumers who trust online reviews as much as personal recommendations dropped from a peak of 84% in 2016 and 2017 to around 42% today. Volume alone stopped being persuasive a while ago.

Import your Trustpilot history if it's genuinely relevant to specific products. Then focus your energy on collecting fresh, product-specific reviews inside Shopify, which is what actually compounds. Our guide to increasing Shopify conversion rates with product reviews covers how to build that flow without annoying your customers.