SYSTEM all green source blackcircles.com queue 18,492 SKUs p99 latency 284ms dataflirt.com · scraper/blackcircles-com
RUN - 14 active pipelines - blackcircles.com live

Automotive tyre data,
at warehouse scale.

We extract tyre specifications, postcode-level pricing, fitting availability, and garage network intelligence from Blackcircles. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Prices extracted
112K /day
Garage slots
45.8K /24h
Review records
12.4K /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from blackcircles.com

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

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

skubrandpatternwidthprofilerimload_ratingspeed_ratingrun_flathomologationseason
tyre_specifications
● 200 OK
"sku": "MIC-PS4S-235-35-19-Y-91",
"brand": "Michelin",
"pattern": "Pilot Sport 4 S",
"width": 235,
"profile": 35,
"rim": 19,
"load_rating": "91",
"speed_rating": "Y",
"run_flat": false,
"season": "Summer"
# skubrandpatternwidthprofilerim
1
2
3

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

skufully_fitted_pricemail_order_pricestock_statuspromotion_textdiscount_appliedpostcodetimestampcurrency
pricing_& availability
● 200 OK
"sku": "MIC-PS4S-235-35-19-Y-91",
"fully_fitted_price": 184.5,
"mail_order_price": 162.0,
"stock_status": "In Stock",
"promotion_text": "10% off 4 tyres",
"postcode": "EH1 1YZ",
"timestamp": "2026-05-12T09:14:00Z",
"currency": "GBP"
# skufully_fitted_pricemail_order_pricestock_statuspromotion_textdiscount_applied
1
2
3

Complete list of extractable fields for EU Tyre Labels objects from blackcircles.com. All fields typed and schema-versioned.

skufuel_efficiency_classwet_grip_classnoise_dbnoise_classice_gripsnow_griplabel_image_url
eu_tyre labels
● 200 OK
"sku": "MIC-PS4S-235-35-19-Y-91",
"fuel_efficiency_class": "D",
"wet_grip_class": "A",
"noise_db": 71,
"noise_class": "B",
"ice_grip": false,
"snow_grip": false
# skufuel_efficiency_classwet_grip_classnoise_dbnoise_classice_grip
1
2
3

Complete list of extractable fields for Garage Network objects from blackcircles.com. All fields typed and schema-versioned.

garage_idnameaddresspostcodelatitudelongituderatingreview_countdistance_milesavailable_dates
garage_network
● 200 OK
"garage_id": "GC-4829",
"name": "Edinburgh Tyre & Exhaust",
"postcode": "EH3 7AF",
"rating": 4.8,
"review_count": 312,
"distance_miles": 1.2,
"available_dates": "['2026-05-14', '2026-05-15']"
# garage_idnameaddresspostcodelatitudelongitude
1
2
3

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

skureview_idauthorratingdatetextverified_buyerhelpful_votesdriving_style
reviews_& ratings
● 200 OK
"sku": "MIC-PS4S-235-35-19-Y-91",
"review_id": "REV-99281",
"rating": 5,
"date": "2026-04-18",
"verified_buyer": true,
"driving_style": "Spirited",
"text": "Exceptional dry grip and predictable in the wet."
# skureview_idauthorratingdatetext
1
2
3

Capabilities

Complete UK tyre market intelligence

Our Blackcircles scraper handles postcode-dependent sessions, dynamic fully fitted pricing logic, and garage availability matrices with full JavaScript rendering built in.

Tyre Specification Extraction

Extract width, profile, rim, speed rating, load index, run flat status, and manufacturer homologation codes for every SKU.

Postcode-Level Pricing

Capture location-dependent fully fitted prices versus mail order prices by injecting specific UK postcodes into the session.

Garage Network Mapping

Extract partner garage names, addresses, ratings, and fitting slot availability matrices across the entire UK network.

EU Tyre Label Data

Capture standardised fuel efficiency, wet grip, and noise decibel ratings directly from the product specification tables.

VRN to Size Mapping

Correlate Vehicle Registration Number lookups to recommended tyre sizes and staggered front/rear setups.

Promotional Tracking

Monitor multi-tyre discounts, seasonal flash sales, and manufacturer rebates applied at the basket level.

Brand & Pattern Hierarchies

Map complex product families like Michelin Pilot Sport 4S variants across different sizes and speed ratings.

Review Aggregation

Extract verified customer reviews, star ratings, and driving style metadata for specific tyre patterns.

Scheduled + Streaming Modes

Run daily pricing diffs or configure continuous pipelines at hourly cadences for specific high-volume SKUs.

// engagement pipeline

From tyre catalogue to data warehouse

Brief in. Clean data out.

Define Scope
d 0

Provide target brands, tyre sizes, or target postcodes. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and postcode session management for blackcircles.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and price-outlier detection before full launch.

Delivery
ongoing

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

Under the hood

How our pipeline handles automotive retail complexities

Extracting accurate pricing from Blackcircles requires managing location state and fitting calculations. Here is how we build resilient pipelines.

pipeline-monitor · blackcircles.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
Session management
Postcode cookie injection

Fully fitted pricing on Blackcircles depends entirely on the user's location. Our crawlers manage isolated browser sessions, injecting specific UK postcodes to capture accurate regional pricing and garage availability without session bleed.

JavaScript rendering
Playwright for dynamic price calculation

Basket totals, multi-tyre discounts, and fitting slot calendars are rendered client-side. We run full Playwright browser sessions to execute JavaScript and capture the final calculated prices.

Anti-bot layer
UK residential proxy rotation

Automotive retailers monitor for high-velocity scraping. We route all requests through UK-based residential proxies with realistic TLS fingerprints to maintain high success rates.

Schema stability
Resilient selectors for vehicle data

We use multi-layer fallback chains for tyre specification tables and EU label data, ensuring layout updates do not break downstream analytics.

Change detection
Only re-scrape price changes

For large tyre catalogues, we maintain a hash index of last-seen prices. Subsequent runs only push diffs, reducing compute cost and downstream processing load.

Applications

Who uses Blackcircles data

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

01
Competitor Price Monitoring

Tyre retailers and fast-fit networks track Blackcircles fully fitted and mail order pricing to adjust their own regional pricing strategies.

02
Garage Network Analysis

Automotive service aggregators map the Blackcircles partner network to identify coverage gaps and target independent garages for acquisition.

03
Tyre Market Intelligence

Manufacturers monitor stock availability, discounting trends, and consumer reviews across their product lines versus competitors.

04
Fleet Management Procurement

Fleet operators ingest live pricing data to optimise tyre replacement costs across different UK regions.

05
Vehicle Data Enrichment

Automotive software providers map VRN lookups to tyre sizes to enrich their internal vehicle specification databases.

06
Supply Chain Forecasting

Distributors correlate out-of-stock indicators and promotional activity to predict regional demand for specific tyre sizes.

Why DataFlirt

"Blackcircles holds the most comprehensive tyre pricing and fitting network dataset in the UK - but extracting postcode-dependent pricing requires heavy infrastructure."

Most teams fail at scraping automotive tyre retailers because prices mutate based on location cookies and fitting dates. DataFlirt manages the residential proxies, session state, and JavaScript execution required to map the entire UK tyre market reliably.

Technical Spec

Blackcircles scraper - technical capabilities

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

Postcode-based pricing
Session injection to extract regional fully fitted prices
Supported
VRN lookup mapping
Correlating vehicle registration numbers to tyre sizes
Supported
JavaScript rendering
Playwright sessions for dynamic fitting calendars and discounts
Supported
Residential proxy rotation
UK-specific ISP proxies to bypass rate limits
Supported
Mail order vs fitted diffing
Capturing price deltas between delivery methods
Supported
EU label extraction
Capturing fuel, wet grip, and noise ratings
Supported
Change detection (diffs)
Hash-based diff to emit only changed pricing records
Supported
User account order history
Historical purchases require authenticated account access
Partial
Trade portal wholesale pricing
B2B wholesale pricing requires verified trade credentials
Partial
Infrastructure

Infrastructure powering the Blackcircles 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 JavaScript rendering, postcode cookie injection, and fitting calendar interactions.

UK Proxy Infrastructure

We maintain pools of UK-based residential proxies to ensure accurate regional pricing and prevent IP bans from automotive retail bot-protection systems.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. All state is 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 format
CSV
Flat file with typed columns
XLS
Excel format for commercial teams
Parquet
Columnar format for data warehouses
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record for real-time alerts
API
REST endpoint to query latest pricing
BigQuery
Streamed directly into your dataset
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you scrape fully fitted prices for specific postcodes?

Yes. We configure pipelines to inject specific UK postcodes into the session state, allowing us to extract accurate regional fully fitted prices and local garage availability.

How do you handle the VRN lookup tool?

We can run bulk Vehicle Registration Number (VRN) lookups through the Blackcircles interface to map specific vehicles to their recommended tyre sizes and staggered setups.

Is mail order pricing extracted alongside fully fitted pricing?

Yes. We capture both the mail order (delivery only) price and the fully fitted price for every SKU, allowing you to calculate the implied fitting cost.

Can you track multi-tyre discounts?

Yes. Our Playwright scripts simulate adding 2 or 4 tyres to the basket to trigger and capture manufacturer rebates and volume discounts.

How fresh is the pricing data?

We can configure pipelines to run daily for full catalogue refreshes, or hourly for a targeted list of high-volume SKUs to support dynamic repricing strategies.

Do you extract the EU tyre label data?

Yes. Fuel efficiency class, wet grip class, and external rolling noise decibel values are extracted as structured fields for every tyre.

Can I get a list of all partner garages?

Yes. We can map the entire Blackcircles fitting network by iterating through UK postcode districts and extracting garage names, addresses, and ratings.

$ dataflirt scope --new-project --source=blackcircles.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 daily pricing export of 500 SKUs or a full UK garage network map - we scope, build, and operate the pipeline. Tell us what you need.

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