SYSTEM all green source roccabox.com queue 4,821 pages p99 latency 184ms dataflirt.com · scraper/roccabox-com
RUN · 14 active pipelines · roccabox.com live

Roccabox data,
delivered daily.

We extract beauty subscription box contents, individual product catalogues, pricing signals, and brand intelligence from Roccabox. Delivered as clean JSON, CSV, or Parquet to your warehouse.

Products extracted
4,821 /run
Brands monitored
184 /run
Review records
31,492 /total
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from roccabox.com

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

Complete list of extractable fields for Products objects from roccabox.com. All fields typed and schema-versioned.

skunamebrandpricesizeingredientscategorystock_statusurlimage_url
products
● 200 OK
"sku": "RB-SKIN-042",
"name": "Hydrating Hyaluronic Acid Serum",
"brand": "Nip+Fab",
"price": 14.95,
"size": "30ml",
"category": "Skincare",
"stock_status": "In Stock"
# skunamebrandpricesizeingredients
1
2
3

Complete list of extractable fields for Subscription Boxes objects from roccabox.com. All fields typed and schema-versioned.

box_idnamemonthyearpriceincluded_productstotal_valuestatustheme
subscription_boxes
● 200 OK
"box_id": "BOX-2026-05",
"name": "The Summer Glow Edit",
"month": "May",
"year": 2026,
"price": 15.0,
"total_value": 85.0,
"status": "Sold Out"
# box_idnamemonthyearpriceincluded_products
1
2
3

Complete list of extractable fields for Reviews objects from roccabox.com. All fields typed and schema-versioned.

review_idproduct_idauthorratingtextdateverifiedhelpful_votes
reviews
● 200 OK
"review_id": "REV-99382",
"product_id": "RB-SKIN-042",
"author": "Sarah J.",
"rating": 5,
"text": "Absorbs quickly and leaves skin glowing.",
"date": "2026-04-12",
"verified": true
# review_idproduct_idauthorratingtextdate
1
2
3

Complete list of extractable fields for Brands objects from roccabox.com. All fields typed and schema-versioned.

brand_idnameproduct_countavg_pricedescriptionorigincruelty_freevegan
brands
● 200 OK
"brand_id": "BR-084",
"name": "Nip+Fab",
"product_count": 24,
"avg_price": 18.5,
"cruelty_free": true,
"vegan": true,
"origin": "UK"
# brand_idnameproduct_countavg_pricedescriptionorigin
1
2
3

Complete list of extractable fields for Pricing & Offers objects from roccabox.com. All fields typed and schema-versioned.

skubase_pricesale_pricediscount_pctbundle_offeravailabilityscraped_atcurrency
pricing_& offers
● 200 OK
"sku": "RB-SKIN-042",
"base_price": 19.95,
"sale_price": 14.95,
"discount_pct": 25,
"bundle_offer": "None",
"availability": true,
"currency": "GBP"
# skubase_pricesale_pricediscount_pctbundle_offeravailability
1
2
3

Capabilities

Extract beauty intelligence with precision

Our Roccabox scraper targets specific eCommerce data points: monthly box contents, individual product specifications, dynamic pricing, and brand partnerships.

Box Content Mapping

Extract full product lists, stated retail values, and brand details for every monthly and limited edition subscription box.

Product Specifications

Capture sizes, ingredient lists, usage instructions, and category classifications for individual cosmetics.

Brand Tracking

Monitor which brands are featured in boxes versus standard retail, tracking partnership frequency over time.

Pricing & Discounts

Track base prices, sale prices, and discount percentages across the entire Roccabox catalogue.

Stock Availability

Monitor inventory status for limited edition drops and high-demand beauty products.

Customer Reviews

Extract review text, star ratings, and verified purchase flags to gauge consumer sentiment on specific items.

Ingredient Parsing

Structure raw ingredient text into queryable arrays to identify trending skincare components.

Change Detection

Receive automated updates when new products are added, prices change, or items go out of stock.

Automated Delivery

Push structured data directly to your warehouse or S3 bucket on a daily or weekly schedule.

// engagement pipeline

From target URLs to structured data

Brief in. Clean data out.

Define Scope
d 0

Specify whether you need full catalogue extraction, specific brand monitoring, or monthly box tracking.

Pipeline Build
d 2–4

We configure Playwright crawlers to handle dynamic loading and pagination on roccabox.com.

Validation & QA
d 4–6

We test schema compliance, price accuracy, and null-rate thresholds before production deployment.

Delivery
ongoing

Clean JSON, CSV, or Parquet files pushed to your preferred storage destination on schedule.

Under the hood

Handling modern eCommerce infrastructure

Roccabox utilises modern storefront technologies that complicate basic scraping. We manage the technical extraction layer completely.

pipeline-monitor · roccabox.com · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
Dynamic content
JavaScript hydration and lazy loading

Product grids and review sections rely heavily on client-side rendering. We use Playwright to execute JavaScript and trigger lazy-loaded elements, ensuring complete data capture.

Rate limiting
Intelligent request pacing

Storefront APIs enforce strict rate limits. Our orchestration layer manages request concurrency and implements exponential backoff to maintain consistent access.

Proxy management
UK-based residential IP rotation

We route traffic through UK residential proxies to view localised pricing and avoid geographic blocks or bot mitigation challenges.

Data structuring
Normalised beauty attributes

Cosmetics data is notoriously unstructured. We parse raw descriptions to isolate sizes, ingredients, and usage instructions into distinct, queryable fields.

Inventory tracking
High-frequency stock polling

Limited edition beauty boxes sell out rapidly. We configure high-frequency polling on specific URLs to capture exact stock depletion timelines.

Applications

Applications for Roccabox data

Teams across industries use roccabox.com data to build competitive products and smarter operations.

01
Competitor Analysis

Beauty retailers monitor Roccabox pricing, brand partnerships, and promotional strategies to inform their own offerings.

02
Brand Intelligence

Cosmetics brands track how their products are positioned, priced, and reviewed within subscription boxes.

03
Trend Forecasting

Market analysts parse ingredient lists and category growth to identify emerging trends in skincare and makeup.

04
Pricing Strategy

Retailers track base prices versus subscription box value claims to optimise their own promotional discounts.

05
Inventory Monitoring

Supply chain teams track stock depletion rates on limited edition drops to gauge consumer demand.

06
Consumer Sentiment

Product managers aggregate review text and ratings to understand customer reactions to specific formulations.

Why DataFlirt

"Roccabox provides a highly curated snapshot of trending beauty brands and consumer preferences. Extracting this intelligence requires a dedicated pipeline."

Tracking limited edition beauty drops and subscription box variations requires precise timing and resilient infrastructure. DataFlirt manages the extraction layer, handling dynamic stock states and rate limits so your team can focus entirely on market analysis.

Technical Spec

Pipeline specifications

Everything supported by our roccabox.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Playwright execution for dynamic product grids and reviews
Supported
UK Proxy rotation
Targeted geographic IPs to capture correct pricing and availability
Supported
Box content mapping
Linking individual product SKUs to parent subscription boxes
Supported
Historical pricing
Time-series data for price changes and discount events
Supported
Review pagination
Deep extraction of all customer reviews per product
Supported
Ingredient parsing
Structuring raw text into distinct ingredient arrays
Supported
Change detection
Delta exports showing only modified records since last run
Supported
User subscription history
Individual customer purchase records and box selections
Partial
Gated loyalty points
Customer account point balances and redemption history
Partial
Infrastructure

Extraction infrastructure

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy & Playwright

We combine Scrapy for efficient concurrency and routing with Playwright for reliable JavaScript execution on modern eCommerce storefronts.

Proxy Management

Traffic is routed through UK-based residential proxy pools to ensure consistent access and accurate regional pricing data.

Pipeline Orchestration

Apache Airflow manages scheduling, dependency resolution, and automated retries across distributed Kubernetes clusters.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Structured arrays for nested product and review data
CSV
Flat tabular files for immediate analyst use
XLS
Excel compatible files for non-technical teams
Parquet
Columnar storage optimised for data warehouses
AWS S3
Direct upload to your secure cloud storage buckets
Webhook
HTTP POST delivery for real-time stock alerts
API
REST endpoints to query your extracted datasets
BigQuery
Direct streaming into your Google Cloud environment
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About roccabox.com scraping, legality, and pipeline operations.

Ask us directly →
Can you track the contents of past Roccabox subscription boxes?

Yes. We extract historical box data available on the site, mapping each included product, stated retail value, and associated brand to the specific month and year.

How frequently can you monitor stock levels?

For high-demand items or limited edition drops, we can configure polling intervals as frequently as every 15 minutes to capture precise availability changes.

Do you extract full ingredient lists?

Yes. We capture ingredient text and can structure it into queryable arrays, allowing your analysts to track specific chemical compounds or trending natural ingredients.

Are customer reviews included in the product data?

Yes. We extract all paginated reviews, including star ratings, text content, author names, and verified purchase indicators.

How do you handle site layout changes?

Our pipelines use resilient, multi-layered selectors. If Roccabox updates its DOM structure, our monitoring detects the schema drift and we repair the extractors, typically within 24 hours.

Can you deliver data directly to our database?

Yes. Beyond standard file formats like JSON and Parquet, we support direct inserts into PostgreSQL, Snowflake, and BigQuery using your defined schemas.

$ dataflirt scope --new-project --source=roccabox.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Specify your target data points and delivery cadence. We build and maintain the extraction infrastructure.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
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