SYSTEM all green source lapp.com queue 18,402 pages p99 latency 184ms dataflirt.com · scraper/lapp-com
RUN - 31 active pipelines - lapp.com live

Lapp technical data,
ready for procurement systems.

We extract cable specifications, connector attributes, part numbers, and tier pricing from lapp.com. Delivered as clean JSON, CSV, or Parquet to S3 or your ERP system.

Products extracted
142K /run
Spec tables parsed
840K /run
Price updates
42K /24h
Active pipelines
31
Uptime
99.94%
Data Dictionary

Every field we extract from lapp.com

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

Complete list of extractable fields for Product Master Data objects from lapp.com. All fields typed and schema-versioned.

article_numbereanproduct_familydescriptionbrandcategorysub_categoryimage_urldatasheet_url
product_master data
● 200 OK
"article_number": "1119752",
"ean": "4044774596321",
"product_family": "ÖLFLEX CLASSIC 110",
"brand": "ÖLFLEX",
"category": "Power and control cables",
"description": "VDE-registered PVC control cable with numbered cores"
# article_numbereanproduct_familydescriptionbrandcategory
1
2
3

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

article_numbercore_countcross_section_mm2outer_diameter_mmcopper_index_kg_kmweight_kg_kmtemperature_range_fixedtemperature_range_flexnominal_voltage
technical_specifications
● 200 OK
"article_number": "1119752",
"core_count": 3,
"cross_section_mm2": 1.5,
"outer_diameter_mm": 6.7,
"copper_index_kg_km": 43.2,
"weight_kg_km": 84.0,
"nominal_voltage": "300/500 V"
# article_numbercore_countcross_section_mm2outer_diameter_mmcopper_index_kg_kmweight_kg_km
1
2
3

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

article_numberbase_pricecurrencyprice_unitminimum_order_quantitycopper_basecopper_surcharge_ratediscount_tiervalid_from
pricing_& surcharges
● 200 OK
"article_number": "1119752",
"base_price": 84.5,
"currency": "EUR",
"price_unit": "100 m",
"minimum_order_quantity": 50,
"copper_base": 150.0
# article_numberbase_pricecurrencyprice_unitminimum_order_quantitycopper_base
1
2
3

Complete list of extractable fields for Stock & Delivery objects from lapp.com. All fields typed and schema-versioned.

article_numberavailability_statusstock_quantitylead_time_dayswarehouse_locationpackaging_typedrum_sizeminimum_delivery_length
stock_& delivery
● 200 OK
"article_number": "1119752",
"availability_status": "in_stock",
"stock_quantity": 4500,
"lead_time_days": 2,
"packaging_type": "Drum",
"minimum_delivery_length": 50
# article_numberavailability_statusstock_quantitylead_time_dayswarehouse_locationpackaging_type
1
2
3

Complete list of extractable fields for Compliance & Approvals objects from lapp.com. All fields typed and schema-versioned.

article_numberul_approvalcsa_approvalvde_approvalrohs_compliantreach_compliantce_markhalogen_freeflame_retardant
compliance_& approvals
● 200 OK
"article_number": "1119752",
"vde_approval": true,
"ce_mark": true,
"rohs_compliant": true,
"halogen_free": false,
"flame_retardant": true
# article_numberul_approvalcsa_approvalvde_approvalrohs_compliantreach_compliant
1
2
3

Capabilities

Extract precision engineering data

Industrial procurement requires exact specifications. We parse Lapp's complex product tables, PDF links, and dynamic copper surcharges into clean, relational datasets.

Technical Table Parsing

Extract cross-sections, core counts, and outer diameters from nested HTML tables, normalising units and variable names.

Datasheet & Asset Linking

Capture direct URLs for PDF datasheets, CAD models, and compliance certificates associated with every article number.

Copper Surcharge Tracking

Monitor base prices alongside daily copper index rates and metal surcharges to calculate true landed costs.

Regional Catalogues

Scrape specific country domains (lapp.com/en, lappkabel.de, etc.) to capture regional availability and local compliance standards.

Brand & Family Mapping

Maintain the hierarchy of Lapp brands like ÖLFLEX, UNITRONIC, EPIC, and SKINTOP linked to individual SKUs.

Packaging & Drum Sizes

Extract minimum order quantities, standard drum sizes, and ring lengths required for accurate procurement calculations.

Compliance Extraction

Identify VDE, UL, CSA approvals, RoHS status, and CE markings directly from product attribute arrays.

Change Detection

Receive automated diffs when specifications change, a product is discontinued, or a new successor article is introduced.

ERP Ready Formats

Receive data mapped to your internal PIM or ERP schema, eliminating manual data entry for engineering teams.

// engagement pipeline

From Lapp catalogue to your PIM

Brief in. Clean data out.

Define Scope
d 0

Specify the product families, regions, and data fields required. We map the extraction schema to your internal taxonomy.

Pipeline Build
d 2–4

We build custom parsers for Lapp's technical tables and configure infrastructure to handle catalogue traversal without interruption.

Validation & QA
d 4–6

We verify unit conversions, check for null values in critical dimensions, and ensure copper indices match correctly.

Delivery
ongoing

Clean, structured files delivered to your S3 bucket, API, or directly into your ERP system on a scheduled cadence.

Under the hood

Overcoming industrial data extraction challenges

Extracting engineering specifications requires more than simple HTML parsing. Here is how we handle the complexity of Lapp's digital catalogue.

pipeline-monitor · lapp.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
Nested Specifications
Parsing complex HTML tables into flat records

Lapp displays technical data in large, multi-dimensional tables where headers often span multiple columns. We use custom DOM traversal logic to flatten these tables into strict, one-to-one key-value pairs for every individual article number.

Unit Normalisation
Standardising metrics across the catalogue

Cross-sections might be listed in mm2 or AWG depending on the product line. Our pipeline includes standardisation logic to ensure all output data adheres to a consistent metric or imperial standard as defined by your procurement team.

Dynamic Pricing
Calculating total cost with metal surcharges

Cable pricing is highly dependent on daily copper and aluminium indices. We extract both the base price and the specific metal surcharge formula for each cable, allowing your systems to calculate real-time procurement costs.

Product Successors
Tracking discontinued items and replacements

When an older ÖLFLEX cable is phased out, Lapp often lists a direct successor article. We capture these relationship links so your engineering team can automatically update their bill of materials (BOM).

Document Linking
Reliable extraction of technical assets

We extract the direct CDN links for datasheets, installation manuals, and CAD files, appending them as structured arrays to the product payload for easy ingestion into your Product Information Management (PIM) system.

Applications

Who uses Lapp component data

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

01
Procurement & ERP Sync

Manufacturing companies automatically update their internal ERP systems with the latest Lapp article numbers, specifications, and base prices.

02
Competitor Price Monitoring

Industrial distributors track Lapp's direct pricing and availability to adjust their own margins and stock levels accordingly.

03
Digital Twin & BIM Data

Engineering firms ingest cable dimensions, weights, and bend radii into CAD and BIM software for accurate facility planning.

04
Distributor Catalogue Updates

Authorised Lapp distributors automate the ingestion of new product lines, images, and datasheets into their own eCommerce platforms.

05
Compliance Auditing

Quality assurance teams verify that all listed components in a BOM meet current RoHS, REACH, and regional safety standards.

06
Supply Chain Forecasting

Analysts monitor lead times and stock availability indicators across different Lapp regional warehouses to anticipate supply bottlenecks.

Why DataFlirt

"Lapp holds the definitive specification data for millions of industrial interconnections, but mapping it into a unified procurement schema requires heavy lifting."

Industrial distributors and procurement teams struggle to normalise Lapp's complex product families. We handle the extraction of nested specification tables, dynamic copper surcharges, and regional availability, delivering a structured feed that drops straight into your ERP or PIM system.

Technical Spec

Lapp scraper - technical capabilities

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

Spec table parsing
Flattens complex HTML specification tables into relational JSON arrays
Supported
Datasheet PDF links
Captures direct URLs for technical documents and CAD files
Supported
Base pricing extraction
Extracts public list prices and currency across regional sites
Supported
Copper surcharge tracking
Identifies the metal base and surcharge percentage per article
Supported
Global catalogue support
Scrapes specific country domains for local compliance and stock
Supported
Change detection
Emits only records that have changed since the last pipeline run
Supported
Successor mapping
Links discontinued article numbers to their current replacements
Supported
Account-specific negotiated pricing
Requires customer-specific login credentials to view custom discounts
Partial
Shopping cart checkout automation
Automated purchasing or stock reservation workflows
Partial
Infrastructure

Infrastructure powering the Lapp pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusSnowflake
Scrapy + Playwright Stack

Scrapy handles the broad catalogue traversal, while Playwright is deployed for rendering dynamic pricing elements and interactive product configurators.

Residential Proxy Infrastructure

We route requests through region-specific proxy pools to ensure accurate local pricing and prevent rate-limiting during deep catalogue crawls.

Cloud-Native Orchestration

Pipelines are scheduled via Apache Airflow, running on scalable Kubernetes clusters to process hundreds of thousands of article numbers rapidly.

Output & Delivery

Your data, your destination

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

JSON
Nested structures ideal for preserving complex specification arrays
CSV
Flat files ready for direct import into legacy ERP systems
XLS
Excel format for manual review by procurement teams
Parquet
Columnar storage optimised for data lake querying
AWS S3
Direct delivery to your cloud storage environment
Webhook
HTTP POST notifications for immediate price or stock changes
API
Queryable REST endpoints for on-demand data access
Snowflake
Direct ingestion into your cloud data warehouse
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract data from specific regional Lapp websites?

Yes. Lapp operates multiple regional domains (e.g., lappkabel.de, lapp.com/en-us). We can target specific regions to capture localised pricing, stock availability, and regional compliance certifications.

How do you handle the complex specification tables for cables?

Our parsers are custom-built to navigate Lapp's DOM structure. We map multi-column tables into standardised key-value pairs, ensuring that attributes like core count, cross-section, and outer diameter are always assigned correctly to the specific article number.

Is it possible to track daily copper surcharges?

Yes. We extract the base price and the specific copper base/index associated with each cable. You can use this data alongside daily metal exchange rates to calculate precise landed costs.

Do you download the PDF datasheets?

We do not host the PDFs, but we extract the direct, permanent CDN URLs for all datasheets, CAD models, and certificates, delivering them as metadata linked to the product record.

Can you access my company's negotiated pricing?

No. We extract publicly available list prices. Accessing account-specific negotiated pricing or real-time cart reservations requires authenticated sessions, which falls outside our standard public data extraction scope.

How frequently can the catalogue be updated?

For full catalogue refreshes covering hundreds of thousands of SKUs, we recommend a weekly or monthly cadence. For targeted lists of high-priority parts, we can configure daily runs to monitor critical stock and price changes.

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

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Stop manually copying specifications from PDFs. We build and maintain the pipeline to deliver clean Lapp product data directly into your systems.

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