· US Niche Beauty · J-Beauty + K-Beauty

Beautylish Product Data Scraper — Real-Time US Niche + Indie Beauty Data From 150+ Cult Brands

Production-grade Beautylish scraper for niche beauty brands, J-Beauty importers, K-Beauty cult brand intelligence, and indie beauty discovery. Annual Lucky Bag event tracking, J-Beauty US depth (RMK, Suqqu, Three), curated indie selection, beauty enthusiast community signals, cult brand velocity, niche fragrance.

4+ niche beauty brands trust our Beautylish scraper
150+
Niche brands
8K+
SKUs
99.4%
Success rate
< 1s
Response
GET /v2/beautylish/product?id=BL-4821
// Live Beautylish scraper response
{ "beautylish_id": "BL-4821", 
    "product": { 
        "title": "SUQQU Designing Color Eyes Palette", 
        "brand": "SUQQU", 
        "is_j_beauty": true, 
        "is_beautylish_exclusive": true 
    }, 
    "price": {"current_usd": 90.00}, 
    "lucky_bag_eligible": true, 
    "scrape_meta": {"credits_used": 1, "response_time_ms": 487} 
}
Status: 200 OK Response: 487ms
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4+ niche brandsTrust us for intel
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8M+ recordsCaptured & served
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150+ cult brandsJ-Beauty + niche
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99.4% successProduction stable
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Lucky BagAnnual event tracked
Beautylish-native capabilities

Built specifically for Beautylish data complexity

Beautylish is THE US niche beauty destination for J-Beauty (RMK, SUQQU, Three) and cult indie brands. Annual Lucky Bag event = beauty Christmas. Beauty enthusiast community-driven curation. Critical for niche beauty brands targeting US connoisseur audience.

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J-Beauty US leader

Beautylish is primary US distributor for SUQQU, RMK, Three, Tatcha early days. Critical J-Beauty intel.

UNIQUE
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Annual Lucky Bag event

Beautylish's signature event — $75 bag returning $200+ value. Generates massive demand spikes.

EVENT
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K-Beauty cult tracking

Selective K-Beauty curation (Beauty of Joseon, Anua, Numbuzin) for niche audience.

TREND
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Curated cult brands

Hand-picked 150+ niche brands — quality over quantity approach. Discovery signals strong.

UNIQUE
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Beauty enthusiast signals

Strong beauty community engagement. High-engagement products = trend signals.

SIGNAL
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Niche fragrance depth

Niche fragrance discovery — small houses Sephora misses.

NICHE
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Editorial content depth

Long-form beauty education + product editorial. Track editor priority signals.

CONTENT
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International shipping

Ships globally — multi-currency US niche beauty reach.

GLOBAL
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Cult brand discovery

New cult brand launches captured fast. Niche beauty trend velocity.

FAST
26+ pre-parsed fields

Every Beautylish field you'd ever need — pre-parsed and structured

No HTML scraping on your end. No fragile selectors. We return 26+ pre-parsed fields per product organized into logical categories. Add new fields anytime — we handle parsing.

Pre-parsed beats raw HTML — every time

Beautylish HTML structure changes frequently. Generic scrapers break on every redesign. We return clean JSON with stable field names. You build features, we handle parser maintenance — 24/7.

26
Pre-parsed fields
Across 7 categories · Updated weekly
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Identity
4
beautylish_idurlsku_idbrand_id
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Product
5
titlebrandis_j_beautyis_k_beautyis_beautylish_exclusive
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Lucky Bag
3
lucky_bag_eligiblelucky_bag_yearlucky_bag_estimated_value
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Pricing
3
current_usdrrp_usddiscount_pct
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Community Signals
3
is_editor_pickcommunity_scoreengagement_velocity
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Variants
3
shades_arraysizes_arrayper_variant_stock
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Reviews
2
rating_valuereview_count
Beautylish categories covered

All 12+ Beautylish categories — single integration

From SUQQU J-Beauty to Beauty of Joseon K-Beauty. From cult indie launches to niche fragrance. From annual Lucky Bag to editorial picks. US niche beauty catalog.

1K+icon

J-Beauty Makeup

SUQQU, RMK, Three, Shu Uemura

800+icon

J-Beauty Skincare

Tatcha, Hada Labo, Albion

600+icon

K-Beauty Cult

Beauty of Joseon, Anua, Numbuzin

1.5K+icon

Niche Makeup

Pat McGrath, Hourglass, Surratt

1.2K+icon

Niche Skincare

Augustinus Bader, Tata Harper

800+icon

Niche Fragrance

D.S. & Durga, Phlur, niche

300+icon

Hair

Niche hair brands

400+icon

Beautylish Exclusive

Beautylish-only US distribution

Annualicon

Lucky Bag

Annual event tracker

200+icon

Editor Picks

Hand-curated by editors

50+icon

New In

Niche cult discoveries

300+icon

Indie Heroes

Established indie favorites

Sample scraper response

Real Beautylish product → structured JSON in <500ms

Below is an actual scraper response for a Beautylish product. Every field pre-parsed and ready to use.

iconFULL SCRAPER RESPONSE · SUQQU Designing Color Eyes · Beautylish
{
  "beautylish_id": "BL-4821",
  "url": "https://www.beautylish.com/s/suqqu-designing-color-eyes-BL-4821",
  "scraped_at": "2026-06-09T14:23:08Z",
  
  "product": {
    "title": "SUQQU Designing Color Eyes Eyeshadow Palette - 04",
    "brand": "SUQQU",
    "is_j_beauty": true,
    "is_beautylish_exclusive": true,
    "category_path": "Eye > Eyeshadow > Palette"
  },
  
  "lucky_bag": {
    "eligible_for_lucky_bag": true,
    "appeared_in_year": [2024, 2023],
    "avg_lucky_bag_value": 85
  },
  
  "price": {
    "current_usd": 90.00,
    "rrp_usd": 90.00,
    "discount_pct": 0
  },
  
  "community_signals": {
    "is_editor_pick": true,
    "community_score": 9.2,
    "engagement_velocity": "high"
  },
  
  "variants_shades": [
    {"shade": "04 (Plum)", "in_stock": true},
    {"shade": "06 (Nude)", "in_stock": true},
    {"shade": "08 (Smoke)", "in_stock": false}
  ],
  
  "rating": {"value": 4.9, "count": 340},
  
  "scrape_meta": {"credits_used": 1, "response_time_ms": 487}
}
ANNUAL LUCKY BAG EVENT

Beautylish's $75 Lucky Bag = beauty Christmas (returning $200+ value)

Beautylish Lucky Bag (annual, January) is THE event for US niche beauty enthusiasts. $75 bag containing $200+ value of curated niche beauty. Sells out within hours. Brands fight to be included. Our scrapers capture Lucky Bag eligibility per product, historical appearances, and demand velocity around the event. Critical for niche brands targeting Lucky Bag inclusion.

$75
Lucky Bag price
$200+
Value delivered
Annual
January event
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Lucky Bag eligibilityProducts eligible for Lucky Bag flagged. Historical appearances tracked.
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Brand inclusion intelTrack which brands consistently make Lucky Bag — niche beauty validation.
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Demand velocityAnnual event creates demand spikes. Pre/during/post-event dynamics.
J-Beauty + niche demo

Same niche product, US J-Beauty intel — community curation

Beautylish is US #1 J-Beauty destination (SUQQU, RMK, Three). Plus niche K-Beauty, cult indie brands. Editor picks + community scores drive discovery. Lucky Bag adds annual event dynamics.

Sample: SUQQU on Beautylish

Same SUQQU J-Beauty palette. Live community signals + editor pick + Lucky Bag eligibility. Beautylish exclusive flag indicates only-on-Beautylish.

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SUQQU Designing Color Eyes

ID: BL-4821
SUQQU · J-Beauty
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Public Price
standard
$90
$90MSRP
✦ Niche luxury price
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J-Beauty Flag
J-Beauty origin
$90
$90J-BEAUTY
✦ Japanese origin
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Beautylish Exclusive
US only here
$90
$90EXC
✦ US distribution exclusive
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Lucky Bag Eligible
2024 + 2023
$90
$90LUCKY
✦ Annual event eligible
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Editor Pick
curator pick
$90
$90PICK
✦ Editorial featured
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Community Score 9.2
enthusiast
$90
$909.2/10
✦ Strong community love
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International Ship
global
$90
$+ shipGlobal
Multi-currency
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New Color Drop
recent
$90
$-NEW
✦ New shade < 7 days
Real-world use cases

What teams build with Beautylish data

Production workflows from real customers. Each generates measurable ROI within 60-90 days.

J-BEAUTY US

J-Beauty US intel

J-Beauty brand (SUQQU, RMK, Three) uses Beautylish for US niche audience intel + Lucky Bag strategy.

icon$420K margin protected
NICHE FRAGRANCE

Niche fragrance discovery

Niche fragrance brand tracks Beautylish for US niche fragrance discovery + cult community signals.

icon$240K niche intel
LUCKY BAG

Lucky Bag strategy

Brand studies Lucky Bag inclusion criteria + historical patterns + post-event performance.

iconEvent ROI +42%
CULT INDIE

Cult indie brand intel

Cult indie brand tracks Beautylish community signals for US niche audience validation.

icon3 cult launches
AI

Niche beauty AI

AI startup uses Beautylish for niche beauty recommendation models.

icon$300K niche AI
CONSULTING

Niche beauty reports

Consultancy delivers Beautylish intel to 2+ niche beauty brands targeting US enthusiasts.

icon2 niche retainers
Who uses this Beautylish scraper

Built for Beautylish brands, retailers & intelligence teams

Real customer segments using our Beautylish scraper to drive revenue. Match yours? Get your free sample dataset to validate fit.

J-BEAUTY US

Japanese Beauty Brands in US

J-Beauty brands rely on Beautylish as primary US distribution + intelligence channel
SUQQURMKThree CosmeticsShu UemuraHada LaboAlbion
Pain we solve:J-Beauty US market is niche but high-value. Need Beautylish-specific intel + Lucky Bag inclusion + cult community signals.
Avg deal size$2K-$6K/mo
CULT NICHE BEAUTY

Cult Niche Beauty Brands

Cult niche beauty brands target Beautylish community for US niche audience
Pat McGrath LabsHourglassSurratt BeautyAugustinus BaderTata Harper
Pain we solve:Beautylish community = niche beauty validation. Need community score tracking + editor pick patterns + Lucky Bag strategy.
Avg deal size$1.5K-$4K/mo
K-BEAUTY CULT

Selective K-Beauty

K-Beauty brands targeting cult positioning via Beautylish curation
Beauty of JoseonAnuaNumbuzinRound LabTIRTIRGoongbe
Pain we solve:Beautylish curates K-Beauty selectively for cult audience. Need inclusion intel + community dynamics + Lucky Bag opportunity.
Avg deal size$1K-$3K/mo
NICHE FRAGRANCE US

Niche Fragrance Houses

Niche fragrance brands target Beautylish for US niche fragrance enthusiast audience
D.S. & DurgaPhlurHeretic ParfumRégime des FleursGoest Perfumes
Pain we solve:US niche fragrance discovery happens via Beautylish + Cult Beauty + small platforms. Need community signals + cult validation.
Avg deal size$1K-$3K/mo
INDIE BEAUTY DTC

Indie DTC Beauty Brands

Emerging indie DTC brands target Beautylish as US niche launchpad
Refy BeautyItem BeautySaieTower 28Half MagicTarte cult lines
Pain we solve:Beautylish launches define US niche beauty success. Need launch performance + community engagement velocity.
Avg deal size$1.2K-$3.5K/mo
NICHE BEAUTY CONSULTING

Niche Beauty Consultancies

Niche beauty consultants use Beautylish for cult brand + niche audience intelligence
BeautyMatterCEW InsightsGlossy BeautyCosmetic Executive WomenIndie Beauty Expo
Pain we solve:Need 8M+ historical Beautylish records + cult brand velocity tracking for niche beauty industry reports.
Avg deal size$3K-$10K/mo
How it works

From signup to first Beautylish scrape in 5 minutes

No sales calls. No 4-week onboarding. Get your access key in 2 minutes, make your first call in 5. Free 1,000 sample records to validate.

01

Get your access key

Sign up at productdatascrape.com. No credit card. Free 1,000 Beautylish sample records issued instantly to your dashboard.

curl -X POST \ https://api.productdatascrape.com/v2/signup \ -d "email=you@brand.com" # Response: access key + 1,000 free records
02

Make your first scrape

Pass any Beautylish product URL or ID. Get pre-parsed JSON in <500ms.

curl https://api.productdatascrape.com/v2/beautylish/product \ -H "X-API-Key: $YOUR_KEY" \ -d '{ "url": "https://www.beautylish.com/s/..." }'
03

Scale to production

Bulk endpoint for 1,000s of SKUs. Webhooks for real-time updates. Dashboard for monitoring. Slack alerts on price drops.

# Bulk endpoint — 1,000 SKUs per call curl https://api.productdatascrape.com/v2/beautylish/bulk \ -H "X-API-Key: $YOUR_KEY" \ -d '{"ids": ["abc", "xyz", ...]}'
Questions, answered

Everything you need to know about our Beautylish scraper

Beautylish is US #1 niche beauty destination for J-Beauty (SUQQU, RMK, Three) + cult indie brands. Annual Lucky Bag event critical for niche beauty brand strategy.

Yes — comprehensive J-Beauty (SUQQU, RMK, Three, Shu Uemura, Hada Labo, Albion, Tatcha). Beautylish-exclusive J-Beauty distribution tracked.

Yes — annual Lucky Bag eligibility per product + historical appearances + post-event demand dynamics.

Yes — community scores, editor picks, engagement velocity all captured for niche beauty discovery.

Yes — brands with exclusive US distribution via Beautylish flagged separately.

Yes — niche fragrance houses (D.S. & Durga, Phlur, Heretic) Sephora doesn't carry.

Default live fetch — fresh data under 1 second. Cache (1hr/6hr/24hr) available. New arrivals via webhook within 4 hours.

1 credit per scrape request. Free tier: 1,000 credits/month — no credit card. Paid plans start at $49/month for 25,000 calls. Annual plans 20% off.

Our scraper accesses publicly visible product listings using legitimate techniques. GDPR/CCPA compliant. 3+ years without legal issue.

Get a free sample dataset

See the exact fields, accuracy and format — for your products, on your target sites — before you spend a rupee or a dollar.

  • Sample delivered within 24 hours
  • Scoped to your real use case, not a generic demo
  • No obligation, no long contract

Tell us what you need

A specialist replies within one business day.