SYSTEM all green source orthofeet.com queue 8,402 pages p99 latency 215ms dataflirt.com · scraper/orthofeet-com
RUN - 14 active pipelines - orthofeet.com live

Orthofeet data,
structured for analysis.

We extract the complete Orthofeet catalogue, including complex size-width matrices, orthopedic feature tags, and condition-specific review data. Delivered as clean JSON, CSV, or Parquet.

Products extracted
4.2K /run
Variant combinations
38.5K /run
Review records
112K /total
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from orthofeet.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 orthofeet.com. All fields typed and schema-versioned.

skutitlecategorypricelist_pricecolour_optionswidth_optionssize_optionscondition_tagsratingreview_count
product_listings
● 200 OK
"sku": "OF-M-812",
"title": "Edgewater Men's Athletic Shoes",
"category": "Men's Sneakers",
"price": 145.0,
"list_price": 160.0,
"condition_tags": "['Plantar Fasciitis', 'Neuropathy']",
"rating": 4.7,
"review_count": 1245
# skutitlecategorypricelist_pricecolour_options
1
2
3

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

parent_skuvariant_skucoloursizewidthpricein_stockstock_quantitybarcode
variants_& inventory
● 200 OK
"parent_sku": "OF-M-812",
"variant_sku": "OF-M-812-BLK-10-W",
"colour": "Black",
"size": "10",
"width": "Wide",
"price": 145.0,
"in_stock": true,
"stock_quantity": 42
# parent_skuvariant_skucoloursizewidthprice
1
2
3

Complete list of extractable fields for Reviews & Fit Data objects from orthofeet.com. All fields typed and schema-versioned.

review_idskuratingauthordateverifiedbodyfoot_conditionfit_ratingcomfort_rating
reviews_& fit data
● 200 OK
"review_id": "REV-99281",
"sku": "OF-M-812",
"rating": 5,
"author": "James T.",
"verified": true,
"foot_condition": "Flat Feet",
"fit_rating": "True to Size"
# review_idskuratingauthordateverified
1
2
3

Complete list of extractable fields for Orthopedic Specs objects from orthofeet.com. All fields typed and schema-versioned.

skuarch_supportinsole_typeupper_materialsole_materialdiabetic_friendlyheel_cushioningtoe_box_type
orthopedic_specs
● 200 OK
"sku": "OF-M-812",
"arch_support": "Premium Orthotic",
"insole_type": "Removable",
"upper_material": "Stretch Knit",
"diabetic_friendly": true,
"heel_cushioning": "Ergonomic Sole",
"toe_box_type": "Wide"
# skuarch_supportinsole_typeupper_materialsole_materialdiabetic_friendly
1
2
3

Complete list of extractable fields for Condition Mapping objects from orthofeet.com. All fields typed and schema-versioned.

condition_idcondition_namedescriptionrecommended_skuscategory_urltotal_productssymptom_tagsrelief_mechanism
condition_mapping
● 200 OK
"condition_id": "COND-PF",
"condition_name": "Plantar Fasciitis",
"total_products": 142,
"symptom_tags": "['Heel Pain', 'Morning Foot Pain']",
"relief_mechanism": "Arch Support & Heel Cushioning",
"category_url": "https://orthofeet.com/collections/plantar-fasciitis-shoes"
# condition_idcondition_namedescriptionrecommended_skuscategory_urltotal_products
1
2
3

Capabilities

Extract the complete orthopedic matrix

Orthofeet's catalogue relies on multi-dimensional variant arrays and condition-specific taxonomy. Our pipeline extracts every SKU, width combination, and customer review.

Multi-Dimensional Variant Mapping

Extract accurate pricing and availability across every combination of colour, size, and width (Medium, Wide, Extra Wide).

Condition-to-Product Extraction

Map footwear SKUs to specific medical conditions like Plantar Fasciitis, Neuropathy, and Bunions based on site taxonomy.

Fit & Comfort Review Mining

Scrape customer reviews including specific metadata for foot conditions, fit ratings, and verified purchase status.

Real-Time Inventory Tracking

Monitor stock depth and availability status for specific variant combinations to track demand signals.

Pricing & Discount Capture

Record base prices, sale prices, and promotional discounts across the entire catalogue.

Orthopedic Specification Parsing

Extract technical details like insole type, arch support level, diabetic-friendly flags, and sole materials.

Image Asset Extraction

Capture high-resolution product imagery, orthotic diagrams, and specific feature detail shots.

Category Taxonomy Mapping

Reconstruct the exact category tree spanning men's, women's, socks, insoles, and condition-specific collections.

Scheduled Delta Updates

Run daily or weekly pipelines that only deliver changes in price, stock, or new reviews to minimise processing load.

// engagement pipeline

From Orthofeet catalogue to your warehouse

Brief in. Clean data out.

Define Scope
d 0

Select target categories, specific foot conditions, or the entire footwear catalogue for extraction.

Pipeline Build
d 2–4

We configure crawlers to handle Orthofeet's variant loading, size matrices, and pagination structures.

Validation & QA
d 4–6

Automated checks ensure all width and size combinations are captured accurately without null values.

Delivery
ongoing

Structured data is pushed to your preferred endpoint via S3, Webhook, or direct database insert.

Under the hood

Handling complex variant matrices

Footwear eCommerce sites load variant data dynamically. Here is how we ensure complete data capture without missing edge-case sizes.

pipeline-monitor · orthofeet.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
Variant hydration
Executing JavaScript for accurate pricing

Orthofeet updates prices and stock status dynamically when a user selects a specific size and width. We use Playwright to execute these state changes and capture the exact JSON payload for every variant combination.

Review pagination
Extracting deep review histories

Popular orthopedic shoes have thousands of reviews loaded via external widgets. Our pipeline intercepts the widget API calls to paginate through the entire history, capturing condition-specific feedback.

Taxonomy mapping
Condition-based product graphs

Products exist in multiple categories based on medical conditions. We maintain the relational mapping so you can query which shoes are recommended for specific ailments.

Anti-bot circumvention
Residential IP rotation

Aggressive scraping of eCommerce endpoints triggers rate limits. We distribute requests across a pool of US-based residential proxies to maintain high concurrency without blocks.

Schema normalisation
Consistent attribute formatting

Shoe specifications are often listed inconsistently across product pages. We normalise attributes like 'Extra Wide (4E)' into standard categorical fields for immediate analysis.

Applications

Who uses Orthofeet data

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

01
Market Research & Pricing

Footwear brands monitor Orthofeet's pricing strategies, discount cadences, and premium orthotic markups.

02
Competitor Catalogue Analysis

Analyse the distribution of SKUs across specific foot conditions to identify underserved medical niches.

03
Review Sentiment & Product Development

Extract thousands of reviews to understand common complaints about arch support or toe box width for R&D.

04
Inventory Monitoring

Track stock levels across complex size-width matrices to estimate sales velocity for top-performing models.

05
Niche Affiliate Marketing

Publishers build condition-specific shoe recommendation engines powered by automated catalogue updates.

06
Healthcare & Podiatry Insights

Medical researchers analyse consumer feedback on specific orthotic features and their impact on pain relief.

Why DataFlirt

"Orthofeet's catalogue maps complex foot conditions to specific footwear attributes. Extracting this requires parsing multi-dimensional size and width matrices."

Scraping footwear eCommerce requires handling dynamic variant loading where price and stock change based on colour, size, and width combinations. DataFlirt manages the JavaScript execution and proxy rotation required to extract accurate stock levels across the entire matrix.

Technical Spec

Orthofeet extraction capabilities

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

Variant matrix extraction
Capture all colour, size, and width combinations per SKU
Supported
JavaScript hydration for pricing
Execute DOM changes to reveal variant-specific pricing
Supported
Review pagination
Extract full review history including medical condition tags
Supported
High-resolution image URLs
Scrape primary and gallery image assets
Supported
Stock depth indicators
Capture in-stock status and exact quantities where exposed
Supported
Condition taxonomy mapping
Link products to specific categories like Plantar Fasciitis
Supported
User account order history
Historical purchases tied to specific customer accounts
Partial
Return portal data
RMA numbers, return reasons, and internal logistics data
Partial
Infrastructure

Infrastructure powering the extraction

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Playwright Integration

Executes full browser sessions to interact with variant selectors, ensuring accurate price and stock data is captured for every size and width.

Automated Proxy Rotation

Routes requests through US residential IPs to avoid rate limits when paginating through deep review histories or category pages.

Schema Validation

Enforces strict typing on output payloads, ensuring complex variant matrices are flattened into queryable database rows.

Output & Delivery

Your data, your destination

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

JSON
Nested structures ideal for preserving variant relationships
CSV
Flat files for immediate spreadsheet analysis
XLS
Excel format for business stakeholders
Parquet
Columnar storage optimised for data warehouses
AWS S3
Direct delivery to your cloud storage buckets
Webhook
Real-time HTTP POSTs for inventory alerts
API
On-demand REST access to your extracted datasets
PostgreSQL
Direct database inserts with upsert logic
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract all size and width combinations?

Yes. Our pipeline systematically iterates through every available colour, size, and width (Medium, Wide, Extra Wide) to capture the specific price and stock status for each variant.

Do you capture the medical condition tags?

Yes. We map products to their respective condition categories (e.g., Neuropathy, Flat Feet) and extract any specific orthopedic feature tags listed on the product page.

How often can the data be updated?

Pipelines can be configured to run daily, weekly, or monthly. For inventory tracking, we can run delta-updates that only check stock status on high-priority SKUs.

Are customer reviews included?

Yes. We extract the full text of customer reviews, along with metadata such as star rating, date, verified purchase status, and any customer-reported foot conditions.

How do you handle out-of-stock items?

Out-of-stock variants are captured and flagged with a boolean indicator. This allows you to track historical availability and identify supply chain gaps.

What format is the variant data delivered in?

We can deliver nested JSON where variants are grouped under a parent SKU, or flattened CSV/Parquet files where every variant combination is a distinct row.

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

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Configure a managed pipeline to extract Orthofeet's complex variant matrices and condition-specific catalogue. Get structured data delivered to your warehouse.

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