AttriFix: Google Shopping vs CatMap: AI Category Mapping
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 13, 2026.
The short answer
- AttriFix lists 4 features CatMap’s listing doesn’t mention, including Attribute mapping, Error validation, Feed optimization.
Head to head
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Basic
- · AI-suggested attributes
- · CSV export of all suggestions
- · One-click approval, no manual entry
- · Unlimited products
Pro
- · AI vision checks product photos vs. data
- · Everything in Basic
- · Image/variant color mismatch detection
Standard
- · $0.002 per product sync
- · Automatic Google & Shopify Categories
- · First 50 Products FREE
- · Set It & Forget It
- · Smart Rules Automation
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureGoogle Merchant Center rejects or limits products missing color, material, gender, age group, or category. AttriFix scans your catalog, shows exactly how many products are affected, and uses AI to suggest the missing values. Review each suggestion and approve it in one click — no manual research, no spreadsheets.
Automate category mapping & attribute extraction with AI. CatMap maps whole stores (1M+ items) to Shopify Standard & Google Product Categories, extracts all category metafields from text & photos, and fixes feeds. ✅ CATEGORY MAPPING: 1-click bulk sync to Shopify & Google. ✅ AI ATTRIBUTE EXTRACTION: Color, size & 100+ attributes. ✅ AI IMAGE EXTRACTION: Auto-detects from product photos.
- AI-suggested color, material, gender, age group, and Google product category
- One-click approval writes suggestions directly to your products
- Dashboard view of catalog-wide Google Shopping readiness
- AI-Powered: Analyzes title, description, and type to find the Google Category
- Auto-Sync: One-click to update thousands of products in minutes.
- Avoid Disapprovals: Ensures your products are valid for Google Merchant Center
- Ad Performance: Quality feeds improves Google shopping relevance & improve CTR
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 |  AttriFix |  CatMap |
|---|---|---|
| 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 | AttriFix | CatMap |
|---|---|---|
| App Store rating | Not published | 5.0 ★ |
| App Store reviews | Not published | 2 |
| New reviews, 28 days | Not enough data | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
FAQ
AttriFix and CatMap: common questions
- What features does each app list that the other doesn’t?
- AttriFix lists 4 the others don’t mention, such as Attribute mapping, Error validation, Feed optimization, 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 Oct 13, 2026; 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 Oct 13, 2026. 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.