SYSTEM all green source restaurantsupply.com queue 14,892 pages p99 latency 218ms dataflirt.com · scraper/restaurantsupply-com
RUN * 32 active pipelines * restaurantsupply.com live

Commercial kitchen data,
at warehouse scale.

We extract equipment specifications, wholesale pricing, freight shipping details, and manufacturer documents from RestaurantSupply.com. Delivered as clean JSON, CSV, or Parquet.

SKUs extracted
312K /day
Price updates
89K /24h
Spec sheets parsed
145K /run
Active pipelines
32
Uptime
99.94%
Data Dictionary

Every field we extract from restaurantsupply.com

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

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

skumpnnamebrandcategorypricelist_pricein_stocknsf_certifiedenergy_stardimensionsweightimage_urls
equipment_listings
● 200 OK
"sku": "RS-10492",
"mpn": "T-49-HC",
"name": "True T-49-HC 54" Solid Door Reach-In Refrigerator",
"brand": "True Refrigeration",
"category": "Refrigeration > Reach-In Refrigerators",
"price": 4250.0,
"list_price": 5100.0,
"in_stock": true,
"nsf_certified": true
# skumpnnamebrandcategoryprice
1
2
3

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

skupricebulk_pricing_tiersfree_shipping_eligiblefreight_classestimated_lead_timemap_pricingclearance_statusquick_ship
pricing_& freight
● 200 OK
"sku": "RS-10492",
"price": 4250.0,
"free_shipping_eligible": true,
"freight_class": "110",
"estimated_lead_time": "1-3 Business Days",
"map_pricing": true,
"clearance_status": false,
"quick_ship": true
# skupricebulk_pricing_tiersfree_shipping_eligiblefreight_classestimated_lead_time
1
2
3

Complete list of extractable fields for Specs & Documents objects from restaurantsupply.com. All fields typed and schema-versioned.

skuvoltagewattagephasehorsepowerspec_sheet_urlmanual_urlwarranty_pdf_urlcompliance_badgescapacity
specs_& documents
● 200 OK
"sku": "RS-10492",
"voltage": "115V",
"phase": "1 Phase",
"horsepower": "1/2 HP",
"spec_sheet_url": "https://restaurantsupply.com/media/pdfs/true-t-49-hc-spec.pdf",
"compliance_badges": "['UL', 'NSF', 'Energy Star']",
"capacity": "49 cu. ft."
# skuvoltagewattagephasehorsepowerspec_sheet_url
1
2
3

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

review_idskureviewer_nameratingdatetitlebodyhelpful_votesverified_buyer
reviews
● 200 OK
"review_id": "REV-99281",
"sku": "RS-10492",
"reviewer_name": "Chef Marco",
"rating": 5,
"date": "2025-11-12",
"title": "Reliable workhorse",
"body": "Holds temp perfectly even during busy dinner service. Plenty of space.",
"verified_buyer": true
# review_idskureviewer_nameratingdatetitle
1
2
3

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

brand_namecategory_pathsub_categorytotal_productsactive_promotionsbrand_urltop_seller_skusmanufacturer_prefix
brands_& categories
● 200 OK
"brand_name": "True Refrigeration",
"category_path": "Brands > True Refrigeration",
"total_products": 412,
"active_promotions": "['Free Freight Shipping']",
"brand_url": "https://restaurantsupply.com/true-refrigeration",
"manufacturer_prefix": "TRU",
"top_seller_skus": "['RS-10492', 'RS-10493']"
# brand_namecategory_pathsub_categorytotal_productsactive_promotionsbrand_url
1
2
3

Capabilities

Extract the complete commercial kitchen catalogue

Our scraper handles the complex hierarchy of restaurant equipment: highly variable technical specification tables, PDF document extraction, freight classification, and dynamic wholesale pricing.

Full Catalogue Extraction

Extract SKUs, Manufacturer Part Numbers (MPNs), titles, descriptions, and high-resolution image URLs across all categories.

Wholesale Price Tracking

Capture current price, list price, MAP pricing flags, clearance status, and bulk discount tiers.

Document Parsing

Extract URLs for manufacturer spec sheets, installation manuals, and warranty PDFs directly from product pages.

Freight & Shipping Data

Capture freight class, free shipping eligibility, Quick Ship status, and estimated factory lead times.

Compliance Attributes

Extract certification badges including NSF, UL, CSA, and Energy Star ratings for regulatory compliance.

Technical Specifications

Parse variable specification tables to extract voltage, wattage, phase, dimensions, weight, and capacity.

Stock & Availability

Monitor inventory status, backorder notices, and discontinued item flags.

Category Taxonomy

Map deep nested category structures to maintain relationships between parent categories and specific equipment types.

Scheduled Diffing

Run daily or weekly pipelines that output only changed records for pricing and stock updates.

// engagement pipeline

From equipment list to structured database

Brief in. Clean data out.

Define Scope
d 0

Provide specific brands, categories, or a full catalogue extraction mandate. We design the schema.

Pipeline Build
d 2–4

We configure Scrapy crawlers, handle proxy rotation, and write parsers for variable specification tables.

Validation & QA
d 4–6

Schema validation, null-rate checks on technical specs, and document URL verification before launch.

Delivery
ongoing

JSON, CSV, or Parquet pushed to your S3 bucket or data warehouse on your required cadence.

Under the hood

Handling B2B equipment data complexity

Commercial equipment sites use highly variable templates and complex shipping logic. Here is how we ensure data consistency.

pipeline-monitor · restaurantsupply.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
Schema stability
Normalising variable specification tables

A commercial oven has different specifications than a reach-in freezer. Our parsers use heuristic mapping to standardise variable HTML tables into consistent JSON keys across the entire equipment catalogue.

Document extraction
Reliable PDF link resolution

Spec sheets and manuals are critical for B2B buyers. We extract and validate direct URLs to manufacturer PDFs, ensuring your product information management (PIM) system has the required documentation.

Anti-bot layer
Residential proxy rotation

We utilise US-based residential proxies to distribute requests and prevent IP bans during high-volume full-catalogue extraction runs.

Freight logic
Extracting complex shipping constraints

We capture freight class and lead time indicators embedded within the DOM, standardising shipping data that dictates total procurement costs.

Change detection
Efficient price and stock diffing

For ongoing monitoring, we hash product records and only deliver records where price, stock status, or lead times have changed since the previous run.

Applications

Who uses RestaurantSupply.com data

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

01
Competitor Price Monitoring

Equipment dealers track wholesale pricing and discount tiers to adjust their own pricing strategies.

02
PIM Enrichment

Distributors extract technical specifications and PDF manuals to populate their internal Product Information Management systems.

03
Procurement Intelligence

Restaurant groups monitor equipment costs and lead times to optimise capital expenditure planning.

04
MAP Compliance

Manufacturers monitor product listings to ensure advertised prices comply with Minimum Advertised Price agreements.

05
Market Research

Analysts track category expansion and brand representation within the commercial kitchen supply sector.

06
Inventory Forecasting

Supply chain teams monitor stock status and factory lead times to predict equipment availability.

Why DataFlirt

"RestaurantSupply.com holds the definitive metadata for commercial kitchen equipment, but standardising thousands of variable spec sheets requires dedicated infrastructure."

Extracting B2B equipment data involves parsing highly variable technical tables, downloading manufacturer PDFs, and navigating complex category taxonomies. DataFlirt handles the proxy rotation, schema mapping, and document extraction so your team can focus on procurement analytics.

Technical Spec

RestaurantSupply scraper technical capabilities

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

PDF document extraction
Capture direct URLs for spec sheets, manuals, and warranty documents
Supported
Technical spec table parsing
Normalise variable HTML tables into consistent JSON key-value pairs
Supported
Freight class extraction
Capture shipping classification and lead time indicators
Supported
Category taxonomy mapping
Maintain full breadcrumb trails and sub-category relationships
Supported
Residential proxy rotation
US-based residential IPs to prevent rate limiting
Supported
Incremental diffing
Hash-based change detection for pricing and stock updates
Supported
Webhook delivery
HTTP POST per record for real-time downstream processing
Supported
Negotiated B2B account pricing
Requires specific authenticated wholesale accounts
Partial
Exact freight quotes
Requires checkout session simulation with specific destination zip codes
Partial
Infrastructure

Infrastructure powering the pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested schema
CSV
Flat file with typed columns
XLS
Excel compatible format for procurement teams
Parquet
Columnar format for data warehouses
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
REST endpoint for on-demand querying
BigQuery
Streamed directly into your dataset
Snowflake
Stage and COPY INTO workflow
PostgreSQL
Upsert into your existing schema
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping RestaurantSupply.com legal?

Scraping publicly available pricing and product information is generally permissible under applicable law. DataFlirt extracts only public, non-authenticated catalogue data. We do not attempt to bypass authentication for account-specific pricing.

Can you extract manufacturer spec sheets?

Yes. We extract the direct URLs to manufacturer PDF spec sheets, installation manuals, and warranty documents linked on the product pages.

How do you handle variable specification tables?

Commercial equipment varies wildly in specifications. We use heuristic parsers that map variable HTML table rows into standard JSON keys, ensuring a uniform schema across different equipment categories.

Do you capture freight and shipping details?

Yes. We extract freight class, free shipping eligibility, Quick Ship flags, and estimated factory lead times displayed on the product listings.

How fresh is the pricing data?

We can configure pipelines to run daily or weekly. For specific high-priority SKUs, we can configure sub-hourly price monitoring pipelines.

Can I get data for a specific brand only?

Yes. We can scope the extraction to specific brand URLs, category paths, or a provided list of Manufacturer Part Numbers (MPNs).

How do you handle out-of-stock items?

We extract the inventory status exactly as displayed, capturing out-of-stock flags, backorder notices, and discontinued item markers.

$ dataflirt scope --new-project --source=restaurantsupply.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 dump or continuous price monitoring across thousands of SKUs, we build and operate the pipeline. Tell us what you need.

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