Analyze Amazon keyword demand, traffic, and trends
文档
seo-ecommerce
试用E-commerce SEO analysis: Google Shopping visibility, Amazon marketplace intelligence, product schema validation, competitor pricing analysis, and marketplace keyword gaps. Combines on-page product SEO with marketplace data from DataForSEO Merchant API. Use when user says "ecommerce SEO", "product SEO", "Google Shopping", "marketplace SEO", "product schema", "Amazon SEO", "product listings", "shopping ads", or "merchant SEO".
它能做什么
E-commerce SEO analysis: Google Shopping visibility, Amazon marketplace intelligence, product schema validation, competitor pricing analysis, and marketplace keyword gaps. Combines on-page product SEO with marketplace data from DataForSEO Merchant API. Use when user says "ecommerce SEO", "product SEO", "Google Shopping", "marketplace SEO", "product schema", "Amazon SEO", "product listings", "shopping ads", or "merchant SEO".
技能文档
E-commerce SEO Analysis
Comprehensive product page optimization, marketplace intelligence, and competitive pricing analysis. Works standalone (on-page + schema) and with DataForSEO Merchant API for live Google Shopping and Amazon data.
Commands
| Command | Purpose | DataForSEO? |
|---|---|---|
/seo ecommerce | Full e-commerce SEO analysis of a product page or store | Optional |
/seo ecommerce products | Google Shopping competitive analysis | Required |
/seo ecommerce gaps | Keyword gap: organic vs Shopping visibility | Required |
/seo ecommerce schema | Product schema validation and enhancement | No |
1. Product Page Analysis (No DataForSEO Needed)
Fetch and parse any product page for on-page SEO quality.
Workflow
1. seogeo render --mode auto → raw/rendered HTML
2. seogeo parse --url → SEO elements
3. Analyze product-specific signals (below)
Product SEO Checklist
Title Tag
- Contains primary product keyword
- Includes brand name
- Under 60 characters (no truncation in SERPs)
- Format:
[Product Name] - [Key Feature] | [Brand]
Meta Description
- Contains product keyword + benefit
- Includes price or "from $XX" (triggers rich snippet interest)
- Call-to-action present (Shop now, Buy, Free shipping)
- Under 155 characters
Heading Structure
- Single H1 matching primary product name
- H2s for: Features, Specifications, Reviews, Related Products
- No duplicate H1 tags across product variants
Product Images
- Alt text includes product name + distinguishing feature
- File names are descriptive (not
IMG_001.jpg) - WebP format served (with JPEG fallback)
- At least 3 images per product (hero, detail, lifestyle)
- Image dimensions >= 800px for Google Shopping eligibility
- Lazy loading on below-fold images only
Internal Linking
- Breadcrumb navigation: Home > Category > Subcategory > Product
- Related products section (cross-sell / upsell)
- Link back to category page with keyword-rich anchor
- Reviews section links to full review page (if separate)
Content Quality
- Unique product description (not manufacturer copy-paste)
- Word count >= 200 for product description body
- Specs table present (not just prose)
- User reviews on-page (UGC signals)
Scoring
| Category | Weight | Criteria |
|---|---|---|
| Schema completeness | 25% | Required + recommended Product fields |
| Title & meta | 15% | Keyword placement, length, format |
| Image optimization | 20% | Alt text, format, sizing, count |
| Content quality | 20% | Unique description, specs, reviews |
| Internal linking | 10% | Breadcrumbs, related products, categories |
| Technical | 10% | Page speed, mobile rendering, canonical |
2. Google Shopping Intelligence (DataForSEO Merchant API)
Live competitive analysis from Google Shopping results.
Cost Guardrail (MANDATORY)
Before EVERY Merchant API call:
seogeo dataforseo-costs check merchant_google_products_search
"status": "approved"-- proceed"status": "needs_approval"-- show cost, ask user"status": "blocked"-- stop, inform user
After each call:
seogeo dataforseo-costs log merchant_google_products_search
Workflow
# Product search: who sells what at what price
seogeo dataforseo-merchant search "" --marketplace google
# Seller analysis: merchant ratings and dominance
seogeo dataforseo-merchant sellers ""
# Normalize results for analysis
seogeo dataforseo-normalize results.json --module merchant
Analysis Outputs
Pricing Intelligence
- Price distribution: min, max, median, P25, P75
- Price outliers (> 2 standard deviations from median)
- Price-to-rating correlation
- Currency normalization to USD (or user-specified)
Seller Landscape
- Top 10 sellers by listing count
- Merchant rating distribution
- Free shipping prevalence
- New vs established sellers
Product Listing Quality
- Title keyword patterns in top listings
- Average rating and review count benchmarks
- Image count per listing
- Availability status distribution
Load references/marketplace-endpoints.md for full API parameter details.
3. Amazon Marketplace (DataForSEO)
Cross-marketplace intelligence comparing Google Shopping and Amazon.
Cost Guardrail (MANDATORY)
seogeo dataforseo-costs check merchant_amazon_products_search
Amazon endpoints are in the warn_endpoints set -- always requires user approval.
Workflow
# Amazon product search
seogeo dataforseo-merchant search "" --marketplace amazon
# Cross-marketplace comparison
seogeo dataforseo-merchant compare ""
Cross-Marketplace Report
| Metric | Google Shopping | Amazon |
|---|---|---|
| Avg price | $ | $ |
| Median rating | X.X | X.X |
| Avg review count | N | N |
| Top seller share | % | % |
| Free shipping % | % | % |
4. Marketplace Keyword Gaps
Identify mismatches between organic and Shopping visibility.
Workflow
- Fetch organic rankings via seo-dataforseo:
dataforseo_labs_google_ranked_keywordsfor domain - Fetch Google Shopping presence via Merchant API:
merchant_google_products_searchfor top organic keywords - Cross-reference results
Gap Types
| Gap Type | Meaning | Action |
|---|---|---|
| Organic Only | Ranks organically but no Shopping ads | Create Google Merchant Center feed, bid on these keywords |
| Shopping Only | Shopping visibility but weak/no organic | Create content (buying guides, comparison pages) for these keywords |
| Both Present | Visible in both channels | Optimize: ensure price consistency, enhance schema |
| Neither | No visibility in either | Low priority unless high volume |
Output Format
## Keyword Gap Analysis: example.com
### Opportunities: Organic → Shopping (12 keywords)
| Keyword | Organic Pos | Volume | CPC | Recommended Action |
|---------|------------|--------|-----|-------------------|
### Opportunities: Shopping → Organic (8 keywords)
| Keyword | Shopping Rank | Volume | CPC | Content Type Needed |
|---------|-------------|--------|-----|-------------------|
5. Product Schema Enhancement
Validate and generate Product schema following Google's current requirements.
Confirmed Required Properties (Google Merchant)
Confirmed required fields are name, image, and offers; use Offer, not AggregateOffer, for merchant listings.
{
"@context": "https://schema.org",
"@type": "Product",
"name": "",
"image": [""],
"offers": {
"@type": "Offer",
"url": "",
"priceCurrency": "USD",
"price": "0.00",
"availability": "https://schema.org/InStock"
}
}
Recommended Properties (Enhance Rich Results)
sku-- product identifierdescription,brand,offers.seller-- recommended context fieldsgtin13/gtin14/mpn-- global trade identifiersaggregateRating-- star rating + review countreview-- individual reviews (minimum 1)color,material,size-- variant attributesshippingDetails-- ShippingDetails with rate and delivery time (merchant-level shipping viaShippingServiceis also supported; shipping/returns can be set in Search Console without a Merchant Center account)hasMerchantReturnPolicy-- MerchantReturnPolicy with type and dayshasAdultConsideration-- required for adult-oriented products (added 2026-05-20 to Product variant / Merchant listing); Google Search supports only the valuehttps://schema.org/SexualContentConsideration
Validation Rules
pricemust be a number string, not "$29.99" (no currency symbol)availabilitymust use full Schema.org URL enumimageshould be array with >= 1 high-res image URLpriceCurrencymust be ISO 4217 (USD, EUR, GBP)- If
brandis present,brand.namemust not be empty or "N/A" - Dates in
priceValidUntilmust be ISO 8601 - If
aggregateRatingpresent:ratingValueandreviewCountrequired
Schema Scoring
| Completeness | Score |
|---|---|
| All required fields | 50/100 |
| + aggregateRating | 65/100 |
| + sku/gtin/mpn | 75/100 |
| + shippingDetails | 85/100 |
| + merchantReturnPolicy | 90/100 |
| + reviews (3+) | 100/100 |
Cross-Skill Integration
| Skill | Integration Point |
|---|---|
| seo-schema | Delegates Product schema generation; reuses validation logic |
| seo-images | Product image audit (alt text, format, dimensions), plus DigitalSourceType: TrainedAlgorithmicMedia IPTC label for AI-generated product images (Merchant Center requirement) |
| seo-content | Product description E-E-A-T and uniqueness analysis |
| seo-dataforseo | Organic keyword rankings for gap analysis |
| seo-technical | Core Web Vitals for product pages (LCP on hero image) |
| seo-google | GSC indexation + Performance data for product URLs (NOT Merchant Center feed validation, that is done in Merchant Center / the Merchant API; the legacy Content API for Shopping sunsets 2026-08-18) |
UCP: Universal Commerce Protocol (live)
Google-initiated open standard (co-developed with Shopify, Etsy, Wayfair,
Target, Walmart; payment partners Visa/Mastercard/Stripe/Adyen/Amex) for
letting AI agents discover, negotiate, and transact with merchants without
one-off integrations. Google confirms a first reference implementation for
conversational buying in AI Mode in Search. Broader Universal Cart rollout
details are reported from Google I/O 2026 keynote coverage; not confirmed on a
Google-owned source. ucp.dev lists 2026-04-08 as the latest release in its
date-based versioning scheme, not 1.0; two integration paths: Native
(default) and Embedded (approved merchants). Pairs with AP2 (reportedly
moving toward FIDO governance). Canonical: developers.google.com/merchant/ucp
and ucp.dev.
Merchants already on Google Merchant Center with clean Product schema can
declare a UCP profile at /.well-known/ucp listing capabilities
(dev.ucp.shopping.checkout, .fulfillment, .discount). See
references/ucp-universal-commerce-protocol.md for audit criteria,
capability examples, and the relationship to AP2 (Agent Payments Protocol).
Audit command
# Discover and validate the UCP profile
seogeo ucp-check https://store.example.com --json
# With endpoint reachability probes (HEAD each declared capability)
seogeo ucp-check https://store.example.com --probe-endpoints --json
The script returns: profile presence, version, declared capabilities,
structural issues (missing fields, unknown capability IDs), and (with
--probe-endpoints) per-endpoint reachability. SSRF-blocked endpoints are
reported explicitly. Missing profile is reported as opportunity, not failure.
UCP itself is live; what's early is broad merchant adoption. Flag a literal
"version": "1.0" as invalid (UCP versions are date-based, e.g. 2026-04-08).
Error Handling
| Error | Cause | Response |
|---|---|---|
| No Product schema found | Page lacks JSON-LD | Analyze page content, generate recommended schema |
| DataForSEO credentials missing | Env vars not set | Run analysis without marketplace data, note limitation |
| Cost check blocked | Daily budget exceeded | Inform user, offer free-only analysis |
| Empty Shopping results | No products for keyword | Suggest broader keyword, check location settings |
| Amazon API timeout | Network/rate limit | Retry with backoff, fall back to Google-only |
| Invalid URL | Malformed input | Validate via google_auth.validate_url(), show error |
| Non-product page | URL is category/homepage | Detect page type, suggest /seo ecommerce schema instead |
Output Template
## E-commerce SEO Report: [URL or Keyword]
### Overall Score: XX/100
### Product Page SEO
- Schema Completeness: XX/100
- Title & Meta: XX/100
- Image Optimization: XX/100
- Content Quality: XX/100
- Internal Linking: XX/100
### Marketplace Intelligence (if DataForSEO available)
- Google Shopping Listings: N products found
- Price Range: $XX - $XX (median: $XX)
- Top Seller: [name] (XX% market share)
- Amazon Comparison: [available/not checked]
### Top Recommendations
1. [Critical] ...
2. [High] ...
3. [Medium] ...
Generate a PDF report? Use `/seo google report`
Tooling
# Merchant-listing readiness of the Product schema
seogeo schema-ecommerce https://example.com/product/widget --json
# Agentic-commerce readiness
seogeo ucp-check https://store.example.com --probe-endpoints --json
# Marketplace pricing and competition
seogeo dataforseo-merchant search "espresso machine" --marketplace google --json
seogeo dataforseo-merchant compare "espresso machine" --json
seogeo dataforseo-merchant sellers --marketplace amazon --json
# Price the calls before making them
seogeo dataforseo-costs budget --set 25.00
seogeo dataforseo-costs check merchant_google_products_search --count 25
seogeo dataforseo-costs summary
schema-ecommerce checks the stricter merchant-listing requirements, not
just Product rich results: a price, an ISO 4217 currency, a valid
ItemAvailability value, and a product identifier (gtin*, mpn, or
sku). merchant_listing_eligible is true only when there are zero
errors.
ucp-check reports a missing /.well-known/ucp profile as an
opportunity, not a failure. Adoption is early; the point of checking is
to surface a forward-looking signal, not to penalise a store for not
having one yet.
The DataForSEO commands bill per request. Run dataforseo-costs check
first and tell the user the estimate before spending their budget.
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