SYSTEM all green source professionalbeauty.co.uk queue 4,192 pages p99 latency 214ms dataflirt.com · scraper/professionalbeauty-co.uk
RUN · 14 active pipelines · professionalbeauty.co.uk live

B2B beauty data,
delivered at scale.

We extract brand directories, exhibitor lists, industry news, and salon business intelligence from Professional Beauty. Delivered as clean JSON, CSV, or Parquet to your warehouse.

Exhibitors mapped
3,842 /run
News articles
18.4K total
Brand profiles
4,291 total
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from professionalbeauty.co.uk

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

Complete list of extractable fields for Brand Directory objects from professionalbeauty.co.uk. All fields typed and schema-versioned.

brand_idnamecategorydescriptionwebsitecontact_emailphonesocial_linksscraped_at
brand_directory
● 200 OK
"brand_id": "PB-BR-8492",
"name": "Dermalogica UK",
"category": "Skincare",
"website": "https://www.dermalogica.co.uk",
"contact_email": "sales@dermalogica.co.uk",
"phone": "+44 800 592 849",
"scraped_at": "2026-05-12T10:15:00Z"
# brand_idnamecategorydescriptionwebsitecontact_email
1
2
3

Complete list of extractable fields for Exhibitor Lists objects from professionalbeauty.co.uk. All fields typed and schema-versioned.

event_nameyearexhibitor_namestand_numbercategorydescriptionwebsitecountrynew_exhibitor
exhibitor_lists
● 200 OK
"event_name": "Professional Beauty London",
"year": 2026,
"exhibitor_name": "Elemis",
"stand_number": "E14",
"category": "Spa & Wellness",
"country": "UK",
"new_exhibitor": false
# event_nameyearexhibitor_namestand_numbercategorydescription
1
2
3

Complete list of extractable fields for Industry News objects from professionalbeauty.co.uk. All fields typed and schema-versioned.

article_idtitleauthorpublish_datecategorytagscontent_bodyimage_urlurl
industry_news
● 200 OK
"article_id": "ART-93821",
"title": "UK salon industry sees 4% growth in Q1",
"author": "Eve Oxberry",
"publish_date": "2026-04-10",
"category": "Business Intelligence",
"tags": "['salon management', 'finance', 'growth']",
"url": "https://professionalbeauty.co.uk/site/newsdetails/uk-salon-growth-q1"
# article_idtitleauthorpublish_datecategorytags
1
2
3

Complete list of extractable fields for Product Launches objects from professionalbeauty.co.uk. All fields typed and schema-versioned.

product_namebrand_namelaunch_datecategorydescriptionprice_rangetarget_marketimage_urlscraped_at
product_launches
● 200 OK
"product_name": "Pro-Collagen Advanced Eye Treatment",
"brand_name": "Elemis",
"launch_date": "2026-03-15",
"category": "Anti-ageing",
"price_range": "Premium",
"target_market": "Professional Spas",
"scraped_at": "2026-05-12T10:16:22Z"
# product_namebrand_namelaunch_datecategorydescriptionprice_range
1
2
3

Complete list of extractable fields for PB Awards objects from professionalbeauty.co.uk. All fields typed and schema-versioned.

yearcategorywinner_namehighly_commendedsalon_locationdescriptionjudge_commentsprofile_urlscraped_at
pb_awards
● 200 OK
"year": 2026,
"category": "Boutique Salon of the Year",
"winner_name": "The Secret Spa",
"highly_commended": "Glow Aesthetics",
"salon_location": "Cheshire",
"judge_comments": "Exceptional client journey and innovative treatment menu.",
"scraped_at": "2026-05-12T10:18:05Z"
# yearcategorywinner_namehighly_commendedsalon_locationdescription
1
2
3

Capabilities

Extracting the UK beauty industry graph

Our scraper targets the core B2B datasets on Professional Beauty: exhibitor directories for lead generation, industry news for market intelligence, and product launches for trend analysis.

Brand Directory Extraction

Extract company names, categories, descriptions, websites, and contact details from the comprehensive supplier directory.

Exhibitor List Parsing

Map out stand numbers, categories, and company profiles for PB London, PB North, and other regional events.

Industry News & Trends

Parse full article bodies, authors, publication dates, and tags from the news section to track industry shifts.

Product Launch Tracking

Monitor new professional products entering the market, including brand attribution and target demographics.

PB Awards Data

Compile historical lists of award winners and highly commended salons across all categories.

Event & Seminar Schedules

Extract live stage timetables, seminar topics, and educational content schedules from upcoming exhibitions.

Speaker & Judge Profiles

Capture biographies, company affiliations, and session details for industry experts featured on the platform.

Salon Business Intelligence

Aggregate business advice articles, financial benchmarks, and management guides published for salon owners.

Scheduled Updates

Configure pipelines to detect new exhibitor additions or news articles on a daily or weekly cadence.

Multi-Format Delivery

Receive structured data as JSON, CSV, or Parquet directly into your preferred storage layer.

// engagement pipeline

From target URLs to structured data

Brief in. Clean data out.

Define Scope
d 0

Select target sections: exhibitor lists, news archives, or brand directories. We define the schema.

Pipeline Build
d 2–4

We configure crawlers to navigate pagination, parse article HTML, and extract structured fields.

Validation & QA
d 4–6

Data is checked for null rates, formatting consistency, and complete pagination traversal.

Delivery
ongoing

Clean records pushed to S3, BigQuery, or delivered via API on your specified schedule.

Under the hood

Handling B2B directory extraction

Extracting data from B2B media sites requires handling inconsistent HTML structures and unstructured text. We normalise the output.

pipeline-monitor · professionalbeauty.co.uk · 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
Unstructured parsing
HTML cleaning and text normalisation

News articles and brand descriptions often contain inconsistent formatting. We strip tracking tags, normalise whitespace, and extract clean text blocks suitable for downstream NLP tasks.

Pagination handling
Deep traversal of directories

Brand and exhibitor lists span multiple paginated views. Our crawlers systematically traverse all pages to ensure complete data capture without duplicates.

Change detection
Identify new exhibitors and articles

For ongoing pipelines, we maintain a state file to identify newly added exhibitors or recently published news, delivering only the delta to reduce processing overhead.

Schema stability
Resilient DOM selectors

Media sites update their layouts frequently. We use flexible XPath and CSS selectors with fallback logic to ensure continuous extraction even if the CSS classes change.

Rate limiting
Respectful crawl speeds

We configure concurrency limits and request delays to extract data efficiently without impacting the target site's performance or triggering WAF blocks.

Applications

Who uses Professional Beauty data

Teams across industries use professionalbeauty.co.uk data to build competitive products and smarter operations.

01
B2B Lead Generation

Software vendors and wholesale suppliers extract exhibitor and brand lists to build targeted outreach campaigns for the beauty sector.

02
Competitor Intelligence

Beauty brands monitor product launches and news mentions to track competitor activity and market positioning.

03
Market Trend Analysis

Analysts aggregate news tags and article topics to quantify emerging trends in skincare, aesthetics, and spa treatments.

04
Event Planning & Sponsorship

Agencies analyse historical exhibitor lists and floor plans to identify key industry players for sponsorship opportunities.

05
Product Launch Monitoring

Distributors track new product announcements to identify potential brands for their portfolios.

06
Salon & Spa Outreach

Equipment manufacturers target award-winning salons and highly commended spas for premium equipment sales.

Why DataFlirt

"Professional Beauty holds the definitive graph of the UK salon and spa industry, but accessing that B2B intelligence requires programmatic extraction."

Extracting exhibitor lists, brand directories, and industry news from Professional Beauty requires reliable pagination handling and unstructured text parsing. DataFlirt manages the infrastructure so your sales and marketing teams can focus on outreach and trend analysis rather than writing custom scrapers.

Technical Spec

Professional Beauty scraper capabilities

Everything supported by our professionalbeauty.co.uk scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Playwright integration for dynamic directory loading
Supported
Article body extraction
Clean text extraction from news and feature articles
Supported
Exhibitor stand mapping
Capture of stand numbers and event locations
Supported
Brand contact extraction
Parsing of public emails, phones, and social links
Supported
Change detection (diffs)
Only emit records for newly added exhibitors or news
Supported
Webhook delivery
HTTP POST per record for real-time CRM updates
Supported
Historical news archive
Deep crawl of past articles based on date ranges
Supported
Pagination traversal
Automated navigation of multi-page directories
Supported
Gated magazine content
Digital editions requiring paid subscription access
Partial
Private exhibitor portal
Internal logistics and manual data requiring login
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 and deduplication. Playwright is deployed for rendering interactive directory elements and dynamic event maps.

Content Extraction Engine

Custom parsers clean HTML, remove boilerplate, and normalise unstructured text from news articles into clean JSON fields.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and delivery to your data warehouse.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested objects
CSV
Flat file format ideal for CRM imports
Parquet
Columnar format for data warehouse ingestion
S3
Direct delivery to your AWS environment
BigQuery
Streamed directly into your GCP dataset
Webhook
Real-time HTTP POST per new record
Postgres
Direct database inserts with conflict resolution
API
Queryable REST endpoints for extracted datasets
// faq

Common questions.

About professionalbeauty.co.uk scraping, legality, and pipeline operations.

Ask us directly →
What data can be extracted from Professional Beauty?

We extract publicly available information including exhibitor lists for upcoming and past events, brand directory profiles, industry news articles, product launch announcements, and PB Awards data.

Can you extract contact details for exhibitors?

Yes, we capture public contact information listed on exhibitor and brand profiles, including website URLs, public email addresses, phone numbers, and social media links.

How often can the data be updated?

Pipelines can be configured to run daily, weekly, or monthly. Weekly runs are typical for tracking new news articles and incremental updates to exhibitor lists as events approach.

Can you track changes in exhibitor lists over time?

Yes. We use change detection to identify when new exhibitors are added to an event or when existing profiles are updated, delivering only the changed records to your CRM.

Do you extract full news articles?

Yes, we parse the full article body, author, publication date, and associated tags, normalising the unstructured HTML into clean text for analysis.

Can the data be imported directly into Salesforce or HubSpot?

Yes. We can deliver data as flat CSV files formatted to match your CRM import templates, or push records directly via Webhook for automated ingestion.

Do you require login credentials?

No. We only extract publicly accessible data from the website. We do not access gated digital magazine editions or private exhibitor portals.

$ dataflirt scope --new-project --source=professionalbeauty.co.uk ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Need a comprehensive list of UK salon suppliers or a continuous feed of industry news? Tell us your requirements and we will configure the pipeline.

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

More in beauty and skincare

Services

Data Extraction for Every Industry

View All Services →