CatalogPic vs Metafill: Product Attributes
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Nov 12, 2026 for CatalogPic, Oct 13, 2026 for Metafill.
The short answer
- Metafill lists 2 features CatalogPic’s listing doesn’t mention, including AI assistance, Metafields.
Head to head
CatalogPic
- · Add catalog images to products
- · Find products missing images
- · Rescan products anytime
- · Review images before adding them
- · Search images in your own catalog
Pro
- · AI category and at
- · Bulk apply with one-click undo
- · Unlimited products
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureCatalogPic scans your active products for missing images and helps you fill the gaps. Filter results by product name, vendor, UPC, or SKU, then search images already in your own Shopify catalog. Review each suggestion before adding it to a product. If no suitable image exists, open the product in Shopify to upload an image you have permission to use.
Metafill finds products with no Shopify product category or with empty category metafields like color, material and size. It scores your catalog, suggests a category and attribute values from Shopify's Standard Product Taxonomy, and lets you review and apply them in bulk. Every change is logged with the old values, so you can undo it with one click.
- Scan active products to find missing images.
- Filter missing-image products by name, vendor, UPC, or SKU.
- Search and reuse suitable images already in your own store catalog.
- Open products in Shopify to upload images you have permission to use.
- Audit every product for missing category and attributes
- AI suggestions limited to Shopify's official taxonomy values
- Review table with confidence scores and bulk apply
- One-click undo for every change
All the numbers
Every figure, side by side
A green dot marks the app ahead on a measured figure. Estimates, gaps and apps that leave no storefront trace never take the lead.
Adoption
| Measure |  Metafill | |
|---|---|---|
| Detected stores | Not published | Not published |
| Net store change, 28 days | 0 | 0 |
| Stores added, 28 days | Not enough data | Not enough data |
| Big-brand share | Not enough data | Not enough data |
| Top store categories | Not published | Not published |
| Top store countries | Not published | Not published |
Reviews
| Measure | Metafill | |
|---|---|---|
| App Store rating | Not published | Not published |
| App Store reviews | Not published | Not published |
| New reviews, 28 days | Not enough data | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
Pricing
| Measure | Metafill | |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | No monthly plan listed | $9.99/month |
| Longest free trial | Not listed | 7 days |
| Plans listed | 1 | 1 |
Listing
| Measure | Metafill | |
|---|---|---|
| Shopify category rank | Not enough data | #365 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Nov 12, 2026 | Oct 7, 2026 |
| Languages | 1 | 1 |
| Developer | RxDx Productions | Ratan Group |
FAQ
CatalogPic and Metafill: common questions
- What features does each app list that the other doesn’t?
- CatalogPic lists 1 the others don’t mention, such as Images. Metafill lists 2 the others don’t mention, such as AI assistance, Metafields. A feature missing from a listing may still be supported; this compares what each App Store listing says.
- Where does this comparison’s data come from?
- Shoplist crawls Shopify storefronts to detect which apps each store runs, and reads each app’s Shopify App Store listing for reviews, pricing, features and integrations. Store counts are as of Nov 12, 2026 for CatalogPic, Oct 13, 2026 for Metafill; estimated figures are labeled.
How Shoplist compares apps
Store counts come from Shoplist’s crawl of Shopify storefronts, which detects the apps each store runs; they are as of Nov 12, 2026 for CatalogPic, Oct 13, 2026 for Metafill. Reviews, ratings, plans, features and integrations come from each app’s Shopify App Store listing. 28-day figures are labeled when estimated, and a figure that is missing or estimated never decides who leads. Read the methodology.