SYSTEM all green source ratedpeople.com queue 12,943 pages p99 latency 218ms dataflirt.com · scraper/ratedpeople-com
RUN · 61 active pipelines · ratedpeople.com live

UK trades data,
at warehouse scale.

We extract tradesperson profiles, company details, ratings, review histories, and service coverage from Rated People. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Profiles extracted
84K /day
Review records
312K /24h
Coverage areas
1.2M /run
Active pipelines
61
Uptime
99.94%
Data Dictionary

Every field we extract from ratedpeople.com

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

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

profile_urlcompany_nametrade_typelocationrating_overallreview_countmember_sincetrustmark_registeredqualificationsdescriptioncontact_numberwebsite_url
tradesperson_profiles
● 200 OK
"company_name": "Smith & Sons Plumbing",
"trade_type": "Plumber",
"location": "London",
"rating_overall": 4.9,
"review_count": 142,
"member_since": "2018-04",
"trustmark_registered": true
# profile_urlcompany_nametrade_typelocationrating_overallreview_count
1
2
3

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

review_idcompany_urlreviewer_namejob_typedate_postedrating_qualityrating_reliabilityrating_valuereview_texthomeowner_locationjob_cost_estimate
reviews_& ratings
● 200 OK
"reviewer_name": "John D.",
"job_type": "Boiler Installation",
"date_posted": "2023-11-14",
"rating_quality": 5,
"rating_reliability": 5,
"rating_value": 4,
"review_text": "Excellent work, arrived on time."
# review_idcompany_urlreviewer_namejob_typedate_postedrating_quality
1
2
3

Complete list of extractable fields for Service Coverage objects from ratedpeople.com. All fields typed and schema-versioned.

company_urlprimary_locationradius_milespostcodes_coveredregions_coveredtravel_willingnessremote_quotesemergency_callout
service_coverage
● 200 OK
"primary_location": "Manchester",
"radius_miles": 20,
"postcodes_covered": "['M1', 'M2', 'M3', 'WA14']",
"regions_covered": "['Greater Manchester', 'Cheshire']",
"emergency_callout": true,
"remote_quotes": false
# company_urlprimary_locationradius_milespostcodes_coveredregions_coveredtravel_willingness
1
2
3

Complete list of extractable fields for Qualifications & Badges objects from ratedpeople.com. All fields typed and schema-versioned.

company_urlqualification_nameawarding_bodyverification_statusdate_verifiedtrustmark_statusgas_safe_registeredniceic_approvedinsurance_details
qualifications_& badges
● 200 OK
"qualification_name": "City & Guilds Level 3",
"awarding_body": "City & Guilds",
"verification_status": "Verified",
"date_verified": "2021-08-12",
"gas_safe_registered": true,
"niceic_approved": false
# company_urlqualification_nameawarding_bodyverification_statusdate_verifiedtrustmark_status
1
2
3

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

search_querylocation_querypositioncompany_nameprofile_urlratingreview_countsponsored_listingdistance_milesscraped_at
directory_search results
● 200 OK
"search_query": "Electrician",
"location_query": "Birmingham",
"position": 3,
"company_name": "Sparky Electrics Ltd",
"rating": 4.8,
"review_count": 89,
"sponsored_listing": false
# search_querylocation_querypositioncompany_nameprofile_urlrating
1
2
3

Capabilities

Extract UK trades data at scale

Our Rated People scraper targets tradesperson directories, profile metadata, and review histories, handling location based pagination and anti-bot systems automatically.

Company Profiles

Extract names, descriptions, established dates, and contact details where publicly available on the profile.

Trade Categorisation

Map businesses to specific trades like plumbing, roofing, or electrical work based on directory taxonomy.

Granular Ratings

Capture sub-ratings for quality, reliability, and value alongside the overall composite score.

Review Histories

Extract full text reviews, homeowner locations, job types, and dates across all paginated review pages.

Service Areas

Map postcodes, towns, and regions covered by each tradesperson based on their stated travel radius.

Qualifications

Extract verified badges, Gas Safe registrations, NICEIC approvals, and Trustmark status.

Search Ranking

Track organic position for specific trades in specific UK postcodes to monitor directory visibility.

Project Galleries

Extract URLs and metadata for past work photos uploaded to the tradesperson portfolio.

Scheduled Updates

Run weekly or monthly diffs to track new tradespeople joining the platform and recent customer reviews.

// engagement pipeline

From directory to warehouse

Brief in. Clean data out.

Define Scope
d 0

Provide trade categories, locations, or specific profile URLs. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, UK residential proxies, and extraction logic for ratedpeople.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and data 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

Bypassing directory scraping defences

Rated People employs rate limiting and pagination traps. We handle the infrastructure so you receive clean data without interruption.

pipeline-monitor · ratedpeople.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
UK residential proxy rotation

Directory sites monitor IP location and request velocity. We use UK residential proxies to ensure requests appear as legitimate local homeowner searches, preventing IP bans.

Pagination handling
Crawling deep directory structures

Search results are often capped at a maximum number of pages. We bypass this by simulating highly granular postcode searches, ensuring total coverage of all available profiles.

Schema stability
Resilient selectors

Tradesperson profiles vary based on subscription tier and filled fields. Our extraction logic uses fallback selectors to handle missing data gracefully without breaking the pipeline.

Geolocation spoofing
Simulating local searches

Search results depend on proximity. We inject specific UK postcodes into the session state to retrieve accurate service area data and ranking positions.

Change detection
Only extract what changed

For continuous monitoring, we maintain a state index. Subsequent runs only extract new reviews or updated profile fields, reducing compute overhead and delivering clean diffs.

Applications

Who uses tradesperson data

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

01
Lead Generation

B2B suppliers and wholesalers target specific trades in specific regions to offer materials and services.

02
Market Research

Analysts map trade density, average ratings, and service gaps across UK postcodes to identify market opportunities.

03
Competitor Analysis

Competing directory platforms monitor Rated People supply side metrics to benchmark their own network size.

04
Reputation Management

Agencies track client reviews across multiple platforms to provide aggregated sentiment reporting.

05
Insurance Underwriting

Insurers assess tradesperson risk profiles based on stated qualifications, trade associations, and customer feedback.

06
Pricing Intelligence

Researchers analyse job types and regional demand indicators to model home improvement cost trends.

Why DataFlirt

"Rated People holds a dense network of UK tradesperson performance data, but extracting it requires navigating strict location based routing and rate limits."

Building a reliable pipeline for UK trades directories requires high quality residential IPs, accurate postcode simulation, and resilient pagination logic. DataFlirt manages the extraction infrastructure, delivering structured profiles and reviews directly to your data warehouse.

Technical Spec

Rated People scraper — technical capabilities

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

UK Residential proxy rotation
Localised IPs required to simulate valid regional search queries
Supported
Postcode search simulation
Session injection to retrieve accurate distance and ranking metrics
Supported
Full review pagination
Iterates through all historical reviews on a tradesperson profile
Supported
Qualification badge extraction
Parses Trustmark, Gas Safe, and NICEIC verification status
Supported
Change detection (diffs)
Hash based diffing outputs only new reviews or profile updates
Supported
Project photo URL extraction
Captures image URIs from the tradesperson portfolio gallery
Supported
Sub-category trade mapping
Extracts granular specialisations listed on the profile
Supported
Webhook delivery
HTTP POST per record for real time downstream processing
Supported
Homeowner job postings
Requires authenticated tradesperson account and direct lead purchase
Partial
Private direct messaging
Gated behind platform authentication and active job inquiries
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 handles dynamic content loading and interaction flows for complex directory structures.

UK Proxy Infrastructure

We maintain pools of UK residential ISP proxies. Rotation happens per request to prevent IP bans while simulating accurate regional searches.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. 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
Parquet
Columnar format for data warehouses
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
XLS
Excel compatible format for business teams
API
REST endpoints to query extracted data
PostgreSQL
Direct database insertion
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Rated People legal?

Scraping publicly available directory information is generally permissible under applicable law. DataFlirt targets only public, non-authenticated profile and review data. We do not extract private homeowner details or circumvent authentication walls.

Can you search by specific UK postcodes?

Yes. We simulate local searches by injecting specific postcodes into the session, retrieving accurate results for tradespeople serving that exact area.

Do you extract contact details?

We extract contact information only when it is publicly displayed on the tradesperson profile. Information gated behind lead purchase systems is not extracted.

How fresh is the review data?

Pipelines can run daily, weekly, or monthly based on your requirements. Change detection ensures you only receive new reviews since the last run.

Can you track specific tradespeople?

Yes. Provide a list of profile URLs, and we will configure a targeted pipeline to monitor those specific profiles for rating changes and new reviews.

How do you handle pagination limits?

Broad category searches often cap at a certain number of pages. We bypass this by executing granular searches across thousands of individual postcodes to ensure comprehensive coverage.

Can I get a sample dataset?

Yes. We provide a sample run of up to 500 profiles as part of the pre-engagement scoping process to validate schema fit and data quality.

$ dataflirt scope --new-project --source=ratedpeople.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 full directory dump or continuous review monitoring across specific UK regions, we scope, build, and operate the pipeline. Tell us what you need.

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