SYSTEM all green source infobel.com queue 112,408 URLs p99 latency 318ms dataflirt.com · scraper/infobel-com
RUN · 84 active pipelines · infobel.com live

Infobel data,
at warehouse scale.

We extract company profiles, VAT numbers, NACE codes, executive contacts, and location data from Infobel. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Profiles extracted
1.2M /day
Contact updates
415K /24h
Countries covered
64
Active pipelines
84
Uptime
99.98%
Data Dictionary

Every field we extract from infobel.com

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

Complete list of extractable fields for Company Profiles objects from infobel.com. All fields typed and schema-versioned.

company_idnamelegal_statusyear_establishedvat_numberregistration_numberdescriptionlogo_urlinfobel_urlscraped_at
company_profiles
● 200 OK
"company_id": "BE123456789",
"name": "TechCorp Logistics NV",
"legal_status": "NV",
"vat_number": "BE0123456789",
"year_established": 1998,
"infobel_url": "https://www.infobel.com/en/belgium/techcorp_logistics_nv",
"scraped_at": "2026-05-12T09:14:00Z"
# company_idnamelegal_statusyear_establishedvat_numberregistration_number
1
2
3

Complete list of extractable fields for Contact Information objects from infobel.com. All fields typed and schema-versioned.

company_idphone_numberfax_numberemail_addresswebsitecontact_personcontact_rolesocial_linkssupport_email
contact_information
● 200 OK
"company_id": "BE123456789",
"phone_number": "+32 2 123 45 67",
"email_address": "contact@techcorplogistics.be",
"website": "http://www.techcorplogistics.be",
"contact_person": "Jean Dupont",
"contact_role": "Managing Director",
"fax_number": "+32 2 123 45 68"
# company_idphone_numberfax_numberemail_addresswebsitecontact_person
1
2
3

Complete list of extractable fields for Location Data objects from infobel.com. All fields typed and schema-versioned.

company_idaddress_line_1address_line_2citystatepostal_codecountrylatitudelongitudemaps_link
location_data
● 200 OK
"company_id": "BE123456789",
"address_line_1": "Avenue Louise 120",
"city": "Brussels",
"postal_code": "1050",
"country": "Belgium",
"latitude": 50.8275,
"longitude": 4.3644
# company_idaddress_line_1address_line_2citystatepostal_code
1
2
3

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

company_idprimary_categorysub_categoriesnace_codesic_codeemployee_count_rangerevenue_rangeimport_export_statusoperating_hours
firmographics
● 200 OK
"company_id": "BE123456789",
"primary_category": "Logistics & Transport",
"nace_code": "49.41",
"sic_code": "4213",
"employee_count_range": "50-99",
"revenue_range": "$10M-$50M",
"import_export_status": "Export"
# company_idprimary_categorysub_categoriesnace_codesic_codeemployee_count_range
1
2
3

Complete list of extractable fields for Search Results objects from infobel.com. All fields typed and schema-versioned.

keywordlocation_querypositioncompany_namepreview_addresspreview_phonecategoryinfobel_urlsponsored_badgescraped_at
search_results
● 200 OK
"keyword": "Logistics",
"location_query": "Brussels",
"position": 1,
"company_name": "TechCorp Logistics NV",
"category": "Transport",
"infobel_url": "https://www.infobel.com/en/belgium/techcorp_logistics_nv",
"sponsored_badge": false
# keywordlocation_querypositioncompany_namepreview_addresspreview_phone
1
2
3

Capabilities

Everything you need from Infobel, nothing you don't

Our Infobel scraper navigates complex category trees and country-specific subdomains to extract standardised firmographic data, bypassing aggressive rate limits and CAPTCHAs.

Full Profile Extraction

Extract business names, VAT numbers, and descriptions across all Infobel regional domains.

Contact Detail Parsing

Capture phone numbers, emails, and website URLs, including JavaScript-obfuscated fields.

Taxonomy & Classification

Map companies to NACE, SIC, and Infobel proprietary category codes for precise segmentation.

Global Coverage

Scrape data from infobel.co.uk, infobel.be, infobel.de, and 60 other country-specific directories.

Location & Geocoding

Extract formatted addresses, postal codes, and geographic coordinates for spatial analysis.

Firmographic Indicators

Capture employee headcount brackets, revenue estimates, and legal entity types.

SERP & Category Scraping

Paginate through deep category hierarchies and keyword search results to build target lists.

Executive Contacts

Extract named directors, founders, and key management personnel where publicly listed.

Scheduled + Streaming Modes

Run one-off bulk exports or configure continuous pipelines with change-detection diffing.

// engagement pipeline

From category list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target countries, NACE codes, or keyword sets. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, residential proxy rotation, and CAPTCHA handling for Infobel's regional domains.

Validation & QA
d 4–6

Schema validation, null-rate checks, and locale-specific normalisation 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 Infobel pipeline handles the hard parts

Infobel employs strict rate limiting and varying DOM structures across regions. Here is how we maintain reliable extraction.

pipeline-monitor · infobel.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
Regional residential proxies

Infobel blocks high-velocity datacenter IPs. We use residential ISP proxies with geographical targeting to match the scraped domain, maintaining high success rates.

Cross-domain normalisation
Unified schema across 60 countries

Infobel's DOM varies significantly between countries. We maintain region-specific selector maps that output to a single, unified schema for your database.

Contact obfuscation
JavaScript execution for hidden fields

Phone numbers and emails are frequently hidden behind JavaScript interactions. We use Playwright to trigger render events and extract the raw text.

Deep pagination handling
Bypassing UI limits

Category pages often cap results or use infinite scroll. We bypass UI limits by directly querying underlying API endpoints and search parameters.

Change detection
Efficient directory updates

For large business registries, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs, reducing processing load.

Applications

Who uses Infobel data and how

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

01
B2B Lead Generation

Sales teams build targeted prospect lists using NACE codes, location data, and company size indicators.

02
CRM Enrichment

RevOps teams append VAT numbers, standard industry codes, and updated contact details to stale Salesforce records.

03
Market Mapping

Strategy consultants analyse business density and sector distribution across specific European postal codes.

04
Local SEO & Citation Building

Marketing agencies audit business directory consistency across global Infobel properties.

05
Risk & Compliance

KYC providers verify legal entity names, registration numbers, and operational status against directory listings.

06
Competitor Analysis

Retailers track new store openings and competitor footprint expansions using updated category listings.

Why DataFlirt

"Infobel holds one of the most comprehensive global business registries, but extracting that data across 60 regional subdomains requires serious infrastructure."

Most teams underestimate the investment required. Reliable Infobel scraping requires regional residential proxies, cross-domain selector mapping, CAPTCHA handling, and daily maintenance. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

Infobel scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions for obfuscated contact details
Supported
CAPTCHA bypass
Automated 2Captcha + CapSolver integration
Supported
Residential proxy rotation
ISP-grade residential IPs matched to target country
Supported
Multi-region support
infobel.be, .co.uk, .de, .fr, .it, .es and 50 more
Supported
Taxonomy mapping
NACE and SIC code extraction
Supported
Change detection (diffs)
Hash-based diff for incremental updates
Supported
InfobelPro Premium Data
Financials and credit scores behind paid InfobelPro subscription
Partial
Historical edit logs
Previous addresses or deleted contact numbers
Partial
Infrastructure

Infrastructure powering the Infobel 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 and interaction flows.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across global regions. Rotation happens per-request with sticky sessions where required.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested
CSV
Flat file with typed columns
XLS
Excel compatible format for business teams
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
RESTful endpoints to query extracted profiles
PostgreSQL
Direct database insertion
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Infobel legal?

Scraping publicly available business contact information is generally permissible, provided it complies with regional data protection laws like GDPR regarding personal contact details. DataFlirt extracts company-level data. Clients must ensure compliance with applicable regulations.

How do you handle regional Infobel sites?

We support 60 Infobel country domains. Our pipeline automatically routes requests through country-specific residential proxies and applies region-specific DOM selector maps to output a normalised schema.

Can you extract NACE and SIC codes?

Yes. We extract primary and secondary industry classification codes exactly as they appear on the Infobel profile, allowing you to segment data by sector.

How do you bypass contact detail obfuscation?

Infobel frequently hides phone numbers and emails behind JavaScript click-to-reveal elements. We use Playwright to execute these interactions headlessly and capture the underlying text.

What is the minimum viable engagement?

Our smallest packages start at a defined category or geographic scope with weekly delivery. For global extractions, we price based on volume.

Do you extract Infobel reviews?

Yes, we capture review text, star ratings, and review dates where available on the business profile.

Can I request a sample dataset?

Absolutely. We provide a sample run of up to 500 business profiles as part of the pre-engagement scoping process.

$ dataflirt scope --new-project --source=infobel.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 regional directory dump or a continuous global firmographic feed, we scope, build, and operate the pipeline. Tell us what you need.

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