SYSTEM all green source wuerth.com queue 14,921 categories p99 latency 218ms dataflirt.com · scraper/wuerth-com
RUN * 41 active pipelines * wuerth.com live

Würth MRO data,
at warehouse scale.

We extract industrial fasteners, chemical products, tools, and DIN/ISO specifications from the Würth catalogue. Delivered as structured JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
1.2M /run
Spec tables parsed
3.8M /24h
SDS PDFs indexed
412K /run
Active pipelines
41
Uptime
99.94%
Data Dictionary

Every field we extract from wuerth.com

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

Complete list of extractable fields for Fasteners & Fixings objects from wuerth.com. All fields typed and schema-versioned.

article_numbertitledin_iso_standardthread_typenominal_diameterlengthmaterialproperty_classsurface_finishdrive_typehead_shapepackaging_unitweight_per_100rohs_compliant
fasteners_& fixings
● 200 OK
"article_number": "005710 20",
"title": "Hexagon head screw with shank",
"din_iso_standard": "ISO 4014",
"thread_type": "M10",
"nominal_diameter": "10 mm",
"length": "20 mm",
"material": "Steel",
"property_class": "8.8",
"surface_finish": "Zinc plated",
"packaging_unit": 100
# article_numbertitledin_iso_standardthread_typenominal_diameterlength
1
2
3

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

article_numbertitlechemical_basiscolourdensityshelf_lifetemperature_resistance_mintemperature_resistance_maxcontainer_typevolumeweightsds_urlhazard_class
chemical_products
● 200 OK
"article_number": "0890100",
"title": "Brake cleaner",
"chemical_basis": "Aliphatic hydrocarbons",
"colour": "Colourless",
"volume": "500 ml",
"container_type": "Aerosol can",
"shelf_life": "24 Months",
"sds_url": "https://wuerth.com/sds/0890100_EN.pdf"
# article_numbertitlechemical_basiscolourdensityshelf_life
1
2
3

Complete list of extractable fields for Tools & Equipment objects from wuerth.com. All fields typed and schema-versioned.

article_numbertitletool_categoryvoltagebattery_capacityidle_speed_maxtorque_maxweight_with_batterydimensions_lxwxhwarranty_monthsincluded_accessoriesmanual_url
tools_& equipment
● 200 OK
"article_number": "5701402000",
"title": "Cordless drill driver ABS 18 COMPACT",
"tool_category": "Power Tools",
"voltage": "18 V/DC",
"torque_max": "60 Nm",
"weight_with_battery": "1.7 kg",
"warranty_months": 36,
"included_accessories": "['2x battery 18V 4.0Ah', 'Charger', 'System case']"
# article_numbertitletool_categoryvoltagebattery_capacityidle_speed_max
1
2
3

Complete list of extractable fields for Category Taxonomy objects from wuerth.com. All fields typed and schema-versioned.

category_idlevel_1level_2level_3level_4category_urlproduct_countbreadcrumb_pathrelated_categoriescategory_image_url
category_taxonomy
● 200 OK
"category_id": "CG_12345",
"level_1": "Fasteners",
"level_2": "Screws",
"level_3": "Hexagon Head Screws",
"level_4": "Hexagon head screws with shank",
"product_count": 4521,
"breadcrumb_path": "Fasteners > Screws > Hexagon Head Screws",
"category_url": "https://eshop.wuerth.de/Hexagon-head-screws-with-shank/"
# category_idlevel_1level_2level_3level_4category_url
1
2
3

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

article_numberdocument_typedocument_titlelanguagefile_typefile_size_kbrevision_datevalidity_regiondownload_urlcompliance_standard
technical_documents
● 200 OK
"article_number": "0893100",
"document_type": "Safety Data Sheet",
"document_title": "SDS_0893100_EN_GB",
"language": "en-GB",
"file_type": "PDF",
"revision_date": "2025-01-15",
"download_url": "https://wuerth.com/documents/0893100_sds.pdf",
"compliance_standard": "REACH"
# article_numberdocument_typedocument_titlelanguagefile_typefile_size_kb
1
2
3

Capabilities

Industrial MRO data without the manual normalisation

Our wuerth.com scraper navigates deep category trees, parses complex DIN/ISO specification tables, and indexes safety data sheets across regional storefronts.

Full Catalogue Extraction

Extract article numbers, product hierarchies, and variant matrices across thousands of fastener and chemical categories.

Technical Spec Parsing

Normalise complex HTML tables containing DIN/ISO standards, thread pitches, tensile strengths, and dimensional data into clean JSON.

Safety Data Sheet Indexing

Locate and extract URLs for Safety Data Sheets (SDS), technical data sheets, and approval certificates linked to specific article numbers.

Packaging & Logistics Data

Capture packaging units (PU), box quantities, pallet configurations, and item weights required for ERP master data.

Multi-Region Support

Scrape regional assortments across wuerth.de, wuerth.com, wuerth.co.uk, and other local domains using geo-targeted proxies.

Compliance & Approvals

Extract ETA, CE, and RoHS compliance flags and certification details critical for industrial procurement.

Cross-Reference Mapping

Map proprietary Würth article numbers to generic DIN/ISO equivalents for easier procurement cross-referencing.

Scheduled Updates

Run monthly or weekly deltas to capture new product additions, discontinued items, and specification changes.

Asset Extraction

Capture high-resolution product images, CAD model metadata, and technical line drawings associated with industrial components.

// engagement pipeline

From category URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target categories, regional domains, or specific article number lists. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and complex table-parsing logic for wuerth.com.

Validation & QA
d 4–6

Schema validation, null-rate checks on critical DIN/ISO fields, and sample data reviews before full launch.

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

How our Würth pipeline handles the hard parts

Extracting B2B industrial data requires handling deeply nested taxonomies and highly unstructured technical tables.

pipeline-monitor · wuerth.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
Deep Category Trees
Recursive crawling logic for 10+ levels deep

Industrial catalogues feature extremely granular taxonomies. Our crawlers recursively navigate category trees down to the terminal product nodes, ensuring complete assortment coverage without missing obscure sub-categories.

Complex Spec Tables
Normalising unstructured HTML tables

Würth displays technical specifications (thread size, material, property class) in complex, varied HTML tables. We apply custom parsing rules to extract and map these into strictly typed JSON key-value pairs.

PDF Document Handling
Extracting and structuring SDS links

Safety and compliance documents are critical for MRO data. We locate, extract, and structure the metadata and direct download URLs for SDS and approval PDFs across multiple languages.

Regional Redirection
Geo-proxies to bypass forced country redirects

Würth aggressively redirects traffic based on IP geolocation. We utilise strictly geo-targeted residential proxies to scrape the correct regional assortment (e.g., wuerth.de vs wuerth.co.uk) without being redirected.

Variant Matrices
Mapping parent-child item relationships

A single fastener type can have hundreds of length and diameter variations. We extract the full variant matrix, ensuring every specific article number is correctly linked to its parent product and distinct technical specs.

Applications

Who uses Würth data and how

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

01
Master Data Management (MDM)

Enterprise procurement teams populate their ERP systems with clean, standardised DIN/ISO fastener specifications and article numbers.

02
Competitor Benchmarking

Industrial distributors track the Würth product assortment and technical specifications to identify gaps in their own catalogues.

03
Procurement Analytics

Supply chain analysts cross-reference internal Bills of Materials (BOMs) against Würth standards to optimise sourcing.

04
EHS Compliance

Health and safety software providers automate the fetching of Safety Data Sheets (SDS) and hazard classifications for chemical products.

05
Digital Twin Modelling

Engineering firms extract dimensional metadata and CAD model links to build accurate digital twins of industrial assemblies.

06
Market Gap Analysis

Manufacturers analyse category breadth and depth to identify underserved niches in the MRO and fastener markets.

Why DataFlirt

"Würth maintains the definitive taxonomy for industrial fasteners and MRO supplies, but extracting their technical specifications requires parsing thousands of nested tables."

Extracting MRO data goes beyond standard eCommerce scraping. It requires normalising DIN/ISO standards, structuring complex dimensional tables, and mapping multi-level packaging units. DataFlirt handles this normalisation layer so your procurement or MDM systems receive clean, typed data.

Technical Spec

Würth scraper technical capabilities

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

Public catalogue data
Extraction of all publicly visible products, categories, and article numbers
Supported
DIN/ISO table parsing
Transformation of HTML specification tables into structured key-value pairs
Supported
SDS PDF link extraction
Capture of direct URLs for safety data sheets and technical documents
Supported
Regional site scraping
Support for wuerth.de, wuerth.com, wuerth.co.uk, and other local domains
Supported
Variant matrix mapping
Linking all size and material variations to a single parent product
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Customer-specific negotiated pricing
Requires authenticated B2B portal access and client credentials
Partial
Real-time local branch inventory
Gated behind authenticated user accounts and specific branch selection
Partial
Infrastructure

Infrastructure powering the MRO 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 across DE/UK/US regions. 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 versioned per run
CSV
Flat file with typed columns Excel/Sheets compatible
XLS
Legacy spreadsheet format for direct procurement use
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
API
RESTful endpoints to query extracted catalogue data
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Würth data legal?

Scraping publicly available information from wuerth.com is generally permissible under applicable law. DataFlirt targets only public, non-authenticated product specifications, DIN/ISO data, and public categories. We do not extract personal data or circumvent authentication walls. Clients should review terms of service and consult legal counsel for specific use cases.

How do you handle Würth's regional domains?

Würth operates distinct assortments across wuerth.de, wuerth.co.uk, and other regional sites. We use geo-targeted residential proxies to ensure we scrape the correct local assortment without triggering automatic country redirects.

Can you extract DIN/ISO specifications accurately?

Yes. Our parsers are specifically designed to handle the complex, unstructured HTML tables used for fastener dimensions, thread pitches, and material properties, converting them into strictly typed JSON fields.

Do you provide Safety Data Sheets (SDS)?

We extract the metadata and direct download URLs for SDS, technical data sheets, and approval certificates associated with chemical products and materials.

Can I get my customer-specific negotiated pricing?

No. DataFlirt strictly extracts publicly available data. We do not log into B2B portals using client credentials to extract private, negotiated pricing or real-time branch inventory.

What is the minimum viable engagement?

Our smallest packages start at a defined category tree or article number list with weekly delivery. For full catalogue extraction across multiple regions, we price based on volume and delivery frequency.

$ dataflirt scope --new-project --source=wuerth.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 extraction of DIN standard fasteners or a continuous feed of chemical product updates, we scope, build, and operate the pipeline.

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