Data Insight

How Product Content Quality Impacts Sales on Currys, Amazon, and Argos

February 28, 2026 · 8 min read · Crawlbot Team

Every brand manager knows that product pages matter. But very few can quantify exactly how much a missing image, an absent video, or an incomplete spec table costs them in lost sales. The uncomfortable truth is that content quality on your product detail pages (PDPs) is one of the single largest levers you have for improving conversion — and most brands are leaving it entirely to chance.

We scrape thousands of product pages across UK retailers every day. We've seen what good content looks like, what bad content looks like, and the measurable gap between the two. This post breaks down the specific content factors that influence conversion on Currys, Amazon, Argos, AO, Box, and John Lewis — and what you can do about each one.

The content quality gap is bigger than you think

Take a single laptop — let's say the ASUS Zenbook 14. On Currys, it might have 12 high-resolution photos including lifestyle shots and port close-ups, a 45-second product video, a full A+ content section with comparison charts, and 180 verified customer reviews averaging 4.6 stars. On another retailer, that same product might appear with 2 stock images, no video, no enhanced content, and 3 reviews. Same product. Completely different buying experience. And the conversion data reflects it.

Industry research consistently shows that product pages with rich, complete content convert at 2–3 times the rate of pages with minimal content. The challenge for brand managers is knowing exactly where those gaps exist across their entire catalog, across every retailer, every single day. Manual auditing simply does not scale. By the time you've checked 50 product pages by hand, the data on the first 10 has already changed.

Image count: the most underrated conversion factor

Shoppers cannot touch a product online. Images are the closest substitute, and quantity matters almost as much as quality. Products listed with 5 or more images consistently outperform those with only 1–2 across every retailer we monitor. The effect is not marginal. Industry data from Salsify and content analytics platforms suggests that moving from 1 image to 5+ images can increase conversion by 50–80% on electronics categories.

What counts as a "good" image set varies by retailer and product category, but there's a reliable baseline for consumer electronics:

Currys typically requires a minimum of 4 product images for new listings, but their best-performing products carry 8–15 images. Amazon's guidelines recommend at least 6 images and encourage the use of infographic images that highlight key features with text overlays. Argos product pages tend to show fewer images on average, but their top-performing electronics listings reliably have 5+ images with zoom functionality.

Our Content Inspection scraper records photo count and individual photo URLs for every product, every day. If a retailer drops an image (it happens more often than you'd think — CDN migrations, CMS updates, accidental deletions), you'll know the next morning.

Video: the conversion multiplier most brands ignore

Product video is the single most underutilised content asset in UK e-commerce. Research from Wyzowl and similar video marketing studies consistently reports that products with video see 20–35% higher conversion rates compared to identical listings without video. On Amazon specifically, listings with video content tend to see longer session durations and lower return rates, both of which feed into the platform's ranking algorithm.

Despite this, our data shows that the majority of product listings on UK retailers lack video entirely. Even brands that invest in producing product videos often fail to ensure those videos are actually live across all their retail partners. You might have uploaded a video to Amazon, but is it live on Currys? On AO? On John Lewis?

Crawlbot's content scraper detects video presence on every PDP it inspects. AO.com embeds video data in a #product-json script tag. Currys includes video in their media gallery. Amazon wraps videos in their A+ content modules. Each retailer structures it differently, but the binary question — "is there a video on this product page or not?" — is something we answer for every product, every day. Knowing which of your products are missing video, on which retailers, gives you an immediate action list.

A+ and enhanced content: telling a story below the fold

Amazon's A+ Content (formerly Enhanced Brand Content) lets brands add rich modules below the standard product description — comparison tables, lifestyle banners, feature callouts with custom imagery. Amazon reports that A+ Content can increase sales by 3–10% on average. For competitive categories like laptops and monitors, where dozens of products sit at similar price points, A+ Content is often the differentiator that tips a purchase decision.

Currys has its own enhanced content framework. Brands can submit rich media modules that appear below the core specs — comparison charts, feature highlight grids, and editorial-style content blocks. John Lewis displays editorial content and curated buying guides alongside product listings. Argos integrates brand content into structured data sections within their PDPs.

The challenge is verification. You submit A+ content to a retailer's portal and assume it goes live. But content can fail to publish due to validation errors, get removed during site migrations, or simply not be applied to newly added SKUs. Our scraper checks for A+ content presence on every product page, so you know definitively which products have your enhanced content live and which are running with the bare minimum.

Spec completeness: the silent conversion killer

Incomplete specifications do not look "broken" to a casual observer. A product page with a missing GPU field or a blank RAM type simply appears to have less information. But for the shopper comparing three laptops in side-by-side tabs, that missing field is a reason to eliminate your product from consideration. If Laptop A lists its exact GPU model and VRAM and Laptop B just says "integrated graphics," the buyer moves on to Laptop A — even if Laptop B actually has a discrete GPU that wasn't properly listed.

We parse and store 13 hardware specification fields for every product: CPU model, CPU brand, GPU, RAM size, RAM type, storage size, storage type, screen size, resolution, refresh rate, panel type, touchscreen capability, and operating system. Each field is extracted using retailer-specific parsers that handle the wildly inconsistent ways retailers structure spec data.

Common spec gaps we detect:

Each retailer has different spec requirements and different data structures. Currys uses structured spec tables with consistent field names. Amazon relies on a combination of bullet points, A+ content, and the "Technical Details" section. Argos uses a flat list format. AO.com nests specs inside expandable accordion sections. Our parsers handle all of these, normalising the extracted values so you can compare the same product's spec completeness across retailers in a single view.

Review scores: social proof that drives or destroys conversions

Reviews are the most publicly visible form of social proof, and their impact on conversion is well-documented. Products with 4+ star ratings and 50+ reviews convert at significantly higher rates than products with few or no reviews. PowerReviews research found that conversion rates peak for products rated between 4.2 and 4.5 stars — interestingly, a perfect 5.0 rating actually reduces trust because it looks too good to be true.

What makes review monitoring tricky is that the same product can have completely different review profiles across retailers. A laptop with 350 reviews and a 4.5 average on Currys might have only 12 reviews and a 3.8 average on AO.com. The product is identical — the social proof gap is the only difference.

We extract review count and review score from every PDP. This lets brand teams identify products where review generation campaigns are needed most urgently. A product with fewer than 10 reviews on a retailer where competitors have 100+ is at a serious disadvantage, regardless of how good the product actually is.

MPN and product identifiers: the hidden foundation

A missing Manufacturer Part Number (MPN) might not affect the shopper's experience directly, but it creates problems at every other level. Without an MPN, the product cannot be reliably matched across retailers. Price comparison engines, Google Shopping, and internal brand analytics all depend on consistent identifiers. When Crawlbot detects a product without an MPN, it flags it as a data quality issue because it breaks the cross-retailer matching waterfall that enables everything else.

Similarly, EAN (barcode) data varies widely across retailers. Argos typically includes EANs in their product data. Amazon uses ASINs as the primary identifier with EAN/UPC available in the backend. Currys sometimes omits EANs from the public PDP entirely. Our scraper captures every available identifier — MPN, EAN, ASIN, retailer SKU — and uses them for our four-stage product matching waterfall.

Quantifying content quality: the Clean Content Score

Knowing that images, video, specs, and reviews all matter is one thing. Having a single metric that captures overall listing health is another. Crawlbot calculates a Clean Content percentage for every product on every retailer. This score weights the presence and completeness of all major content fields: photo count, video presence, A+ content, spec completeness, review data, and accurate product identifiers.

The Clean Content Score gives brand teams an immediate triage mechanism. Sort your catalog by score, ascending. The products at the bottom are the ones losing the most revenue due to content gaps. Fix those first. Then work your way up. Rather than guessing which products need attention or auditing pages manually, you have a data-driven priority list that updates every 24 hours.

What Crawlbot's 62-field Content Inspection catches

Our Content Inspection product scrapes full PDPs across Currys, Argos, AO.com, Box.co.uk, and Amazon (when active). For each product, we capture 62 distinct fields including:

Every field is scraped daily, with price changes tracked in real time via database triggers. The result is a living audit of your entire retail presence — not a quarterly report or a monthly sample, but a daily, comprehensive snapshot that covers every product on every retailer.

Actionable steps for brand managers

If you're responsible for product content across UK retailers, here is what you can do right now:

  1. Audit your image counts. Every product should have at least 5 images. Identify any product with fewer than 4 and escalate to your content team or retail partner immediately.
  2. Check video coverage. If you've invested in product videos, verify they're actually live on each retailer — not just uploaded, but displaying on the PDP.
  3. Verify A+ content is published. Submission does not equal publication. Check every SKU, on every retailer, to confirm your enhanced content is live.
  4. Fill spec gaps. Sort by spec completeness and fix the products with missing GPU, RAM type, refresh rate, or storage type fields. These are easy wins.
  5. Prioritise review generation. Identify products with fewer than 20 reviews on any retailer and run targeted campaigns. Focus on retailers where your competitors already have strong review profiles.
  6. Monitor daily, not quarterly. Content can degrade at any time — retailer CMS updates, image CDN failures, accidental overwrites. A daily monitoring cadence catches problems before they cost you meaningful revenue.

Content quality is a competitive moat

In a market where your product sits alongside identical competitors on the same digital shelf, content quality is one of the few variables you can directly control. You cannot control the retailer's search algorithm. You cannot control whether your competitor runs a flash sale. But you can make sure your product page has more images, better specs, a video, enhanced content, and stronger reviews than the product listed next to it.

The brands that treat content as a living, daily operational priority — rather than a one-time launch task — are the ones that win the digital shelf. Crawlbot gives you the data to do exactly that, across every retailer, every product, every day.

See your content gaps before your competitors do

Schedule a demo to see how Crawlbot's 62-field Content Inspection identifies missing images, absent video, incomplete specs, and content gaps across every UK retailer.

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