SYSTEM all green source liforme.com queue 842 pages p99 latency 214ms dataflirt.com · scraper/liforme-com
RUN * 14 active pipelines * liforme.com live

Liforme catalogue data,
structured and synced.

We extract product variants, pricing signals, stock availability, AlignForMe specifications, and verified reviews from Liforme. Delivered as clean JSON or Parquet on your schedule.

Products extracted
412 /run
Price updates
1,204 /24h
Review records
18,491 /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from liforme.com

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

Complete list of extractable fields for Product Listings objects from liforme.com. All fields typed and schema-versioned.

skutitlecategorypricecurrencyin_stockmaterialweightdimensionsthicknessurl
product_listings
● 200 OK
"sku": "LIF-MAT-BLU",
"title": "Liforme Yoga Mat Blue",
"price": 140.0,
"currency": "GBP",
"in_stock": true,
"material": "Natural Rubber",
"thickness": "4.2mm"
# skutitlecategorypricecurrencyin_stock
1
2
3

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

parent_skuvariant_skucolourpricecompare_at_pricediscount_pctbundle_eligiblestock_statusrestock_date
pricing_& variants
● 200 OK
"parent_sku": "LIF-MAT",
"variant_sku": "LIF-MAT-PNK",
"colour": "Pink",
"price": 140.0,
"compare_at_price": "None",
"stock_status": "In Stock",
"bundle_eligible": true
# parent_skuvariant_skucolourpricecompare_at_pricediscount_pct
1
2
3

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

review_idproduct_skuauthorratingtitlebodydateverified_buyerhelpful_votes
reviews_& ratings
● 200 OK
"review_id": "REV-99482",
"product_sku": "LIF-MAT-BLU",
"rating": 5,
"title": "Exceptional grip",
"body": "The GripForMe material is unmatched.",
"date": "2023-10-14",
"verified_buyer": true
# review_idproduct_skuauthorratingtitlebody
1
2
3

Complete list of extractable fields for Technical Specifications objects from liforme.com. All fields typed and schema-versioned.

skuweight_kglength_cmwidth_cmthickness_mmmaterial_topmaterial_basealignment_systemeco_friendly_certified
technical_specifications
● 200 OK
"sku": "LIF-TRV-GRN",
"weight_kg": 1.6,
"length_cm": 185,
"width_cm": 68,
"thickness_mm": 2.0,
"alignment_system": "AlignForMe",
"material_base": "Natural Rubber"
# skuweight_kglength_cmwidth_cmthickness_mmmaterial_top
1
2
3

Complete list of extractable fields for Collections & Bundles objects from liforme.com. All fields typed and schema-versioned.

collection_idnamedescriptionproduct_skusbundle_pricetotal_valuesavings_amounturl
collections_& bundles
● 200 OK
"collection_id": "BNDL-ULT",
"name": "Ultimate Yoga Bundle",
"product_skus": "['LIF-MAT-BLU', 'LIF-PAD-BLU']",
"bundle_price": 175.0,
"total_value": 195.0,
"savings_amount": 20.0
# collection_idnamedescriptionproduct_skusbundle_pricetotal_value
1
2
3

Capabilities

Complete Liforme catalogue extraction

Our scraper handles the entire Liforme storefront, extracting variant pricing, stock availability, and proprietary material specifications with high fidelity.

Product Data Extraction

Extract the full catalogue including limited editions, standard lines, and travel accessories.

Real-Time Price Tracking

Monitor base prices, bundle discounts, and currency-specific pricing across regions.

Stock & Availability

Track inventory status and out-of-stock indicators per specific colourway and variant.

Material Specification Mining

Extract GripForMe and AlignForMe technical details, product weight, and dimensions.

Review & Rating Scraping

Capture customer feedback, star ratings, and verified buyer badges across all products.

Variant Mapping

Link parent products to child variants across different colourways and sizes.

Bundle Analysis

Extract collection details, included items, and calculated bundle savings.

Multi-Currency Support

Scrape localised storefronts for GBP, USD, EUR, and AUD pricing data.

Scheduled Extraction

Run pipelines daily or weekly to track catalogue changes over time.

// engagement pipeline

From target URL to structured data

Brief in. Clean data out.

Define Scope
d 0

Select target categories, regions, and extraction frequency for your Liforme pipeline.

Pipeline Build
d 2–4

We configure Scrapy crawlers and bypass anti-bot protections for liforme.com.

Validation & QA
d 4–6

Validate schema, check null rates, and verify price accuracy before delivery.

Delivery
ongoing

Push structured JSON or Parquet to your S3 bucket or Snowflake stage.

Under the hood

Overcoming DTC scraping challenges

Modern e-commerce platforms use dynamic rendering and rate limiting. Here is how we ensure reliable data extraction from Liforme.

pipeline-monitor · liforme.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
Anti-bot layer
Bypass rate limiting via residential proxies

We route requests through ISP-grade residential proxies to bypass basic rate limiting and geo-blocking, ensuring uninterrupted access to localised pricing.

JavaScript rendering
Playwright execution for dynamic variants

We use Playwright sessions to render dynamic variant pricing and stock states that are injected via JavaScript, capturing data that static HTTP clients miss.

Schema stability
Resilient DOM selectors

Our selector strategy relies on multiple fallback chains for Shopify-based DOM structures, preventing pipeline failure when Liforme updates their frontend theme.

Change detection
Delta exports for stock updates

We hash record states and emit only modified price or stock records, reducing processing overhead and delivering a clean changelog.

Localised pricing
Geo-specific request routing

We configure extraction pipelines to use region-specific proxy nodes, capturing the correct GBP, USD, or EUR pricing directly from the localised storefront.

Applications

Applications for Liforme data

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

01
Competitor Price Monitoring

Track premium yoga mat pricing to inform your own DTC pricing strategy and discount cadence.

02
Market Research

Analyse material trends and product dimensions in the high-end fitness sector.

03
Sentiment Analysis

Process review corpora to understand customer satisfaction with GripForMe materials.

04
Inventory Tracking

Monitor stockouts and restock patterns for popular limited edition colourways.

05
Product Development

Use technical specifications and customer feedback to design better fitness accessories.

06
Retail Arbitrage

Identify bundle discounts and regional price discrepancies for wholesale purchasing.

Why DataFlirt

"Liforme's catalogue represents the premium benchmark in yoga accessories. Tracking their pricing, material specs, and stock velocity provides critical intelligence for the fitness market."

Monitoring a premium DTC brand requires precise extraction of variant-level data. DataFlirt handles the proxy routing, dynamic content rendering, and schema maintenance required to capture Liforme's pricing and stock signals reliably, allowing your team to focus strictly on market analysis.

Technical Spec

Liforme scraper technical details

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

JavaScript rendering
Playwright sessions for dynamic stock loading
Supported
Proxy rotation
Residential IPs to bypass rate limits
Supported
Multi-currency extraction
GBP, USD, EUR localised pricing
Supported
Variant mapping
Parent-child linking for colours and sizes
Supported
Review pagination
Extract all pages of customer feedback
Supported
Change detection
Hash-based diffs for stock updates
Supported
Webhook delivery
HTTP POST for immediate stock alerts
Supported
User account order history
Requires authenticated login to customer portal
Partial
Wholesale portal pricing
Gated behind B2B distributor login
Partial
Infrastructure

Core infrastructure stack

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Orchestrate crawls and render dynamic Shopify frontends to capture accurate variant data.

Proxy Infrastructure

Rotate residential IPs to maintain access to localised storefronts and bypass rate limiting.

Cloud-Native Orchestration

Schedule runs via Airflow on AWS ECS with Postgres state management for reliable delivery.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested arrays
CSV
Flat file with typed columns
Parquet
Columnar format for data warehouses
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
REST endpoint access
XLS
Excel compatible format
PostgreSQL
Direct database insertion
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping liforme.com legal?

Public data extraction is generally permissible. We extract only publicly available product, pricing, and review data. We do not scrape behind authenticated logins.

How do you handle regional pricing?

We route requests through geo-specific residential proxies to capture accurate USD, GBP, or EUR prices from the localised storefronts.

Can you track stock availability?

Yes, we monitor the in-stock status and out-of-stock indicators for every product variant and colourway.

Do you extract the AlignForMe specifications?

Yes, all technical details including the AlignForMe system, GripForMe material composition, weight, and dimensions are fully extracted.

How fresh is the data?

Pipelines can run at hourly or daily cadences depending on your monitoring requirements for stock and price changes.

Can I get a sample dataset?

Yes, we provide a sample extraction of the core product catalogue to validate schema compatibility before full engagement.

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

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue export or continuous stock monitoring, we build and operate the infrastructure. Tell us your requirements.

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