Babylist Baby Registry Product Catalog Scraper
Pricing
Pay per event
Babylist Baby Registry Product Catalog Scraper
Scrape Babylist's product catalog: product details, pricing, ratings, multi-retailer links, editorial badges, and category data from the leading US baby registry platform. Supports sitemap-driven full crawl, category browsing, editorial best-of list extraction, and direct product URL lookup.
Pricing
Pay per event
Rating
0.0
(0)
Developer
BowTiedRaccoon
Maintained by CommunityActor stats
0
Bookmarked
2
Total users
1
Monthly active users
9 days ago
Last modified
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Scrapes Babylist's product catalog — product details, pricing, ratings, multi-retailer where-to-buy links, editorial badges, and category data from the leading US baby registry platform.
What it does
Babylist uses a React SSR pattern where all product data is embedded in the page HTML as a JSON blob. This actor extracts that data directly without a browser, giving you fast, reliable access to the full product catalog.
Scrape modes
| Mode | Description |
|---|---|
sitemap | Walks the full product sitemap (~10,000 products) |
category | Scrapes a specific category (e.g. strollers, car-seats, baby-monitors) |
product_urls | Scrapes a list of product URLs you supply |
editorial | Extracts products from Babylist's best-of editorial lists |
Input parameters
| Field | Type | Default | Description |
|---|---|---|---|
mode | string | sitemap | Which data to collect — sitemap, category, product_urls, or editorial |
categorySlug | string | strollers | Category slug for category mode (e.g. car-seats, baby-monitors) |
startUrls | array | — | Product URLs for product_urls mode |
maxItems | integer | 10 | Maximum products to scrape; 0 = unlimited |
Output schema
Each record contains:
| Field | Type | Description |
|---|---|---|
product_id | integer | Babylist internal product group ID |
variant_id | integer | Babylist internal variant ID |
product_name | string | Full product name including variant |
product_url | string | Canonical Babylist product URL |
brand | string | Brand name |
category | string | Primary category |
subcategory | string | Subcategory (last breadcrumb) |
description | string | Product description (HTML stripped) |
price_current | number | Current Babylist price in USD |
price_was | number | Original/MSRP price when on sale |
currency | string | Always USD |
rating_average | number | Community star rating (1.0-5.0) |
rating_count | integer | Number of community ratings |
review_highlights | string | Top review excerpts (JSON array) |
retailer_links | string | Multi-retailer where-to-buy options (JSON array of {retailer, price, url}) |
editorial_badges | string | Editorial callouts e.g. "Best of Babylist 2025" (JSON array) |
image_urls | string | Product image URLs (JSON array) |
color_options | string | Available color variants (JSON array) |
size_options | string | Available size/style variants (JSON array) |
gtin | string | Global Trade Item Number (barcode) |
in_stock | boolean | Whether the product is available on Babylist |
fsa_hsa_eligible | boolean | Whether the product qualifies for FSA/HSA spending |
scraped_at | string | ISO timestamp of when the record was scraped |
Example output
Usage examples
Scrape the full product catalog (sitemap mode):
Scrape strollers category:
Scrape specific products:
Extract editorial best-of lists:
Performance
- Full sitemap crawl (~10,000 products): runs in datacenter mode, no proxy required
- Memory: 512 MB
- Concurrency: 8 parallel requests
- Timeout: 4 hours (for full catalog runs)
