SYSTEM all green source scan.co.uk queue 14,892 pages p99 latency 184ms dataflirt.com · scraper/scan-co.uk
RUN · 31 active pipelines · scan.co.uk live

Scan hardware data,
at warehouse scale.

We extract PC components, pro audio gear, 3XS system specs, and stock availability from scan.co.uk. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
85K /day
Price updates
312K /24h
Stock checks
1.2M /run
Active pipelines
31
Uptime
99.94%
Data Dictionary

Every field we extract from scan.co.uk

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

Complete list of extractable fields for Components objects from scan.co.uk. All fields typed and schema-versioned.

ln_numbermanufacturer_codetitlebrandcategorysub_categoryprice_inc_vatprice_ex_vatstock_statuseta_datescan_protect_eligible
components
● 200 OK
"ln_number": "135123",
"manufacturer_code": "90YV0J50-M0NA00",
"title": "ASUS ROG Strix GeForce RTX 4090",
"brand": "ASUS",
"price_inc_vat": 1899.98,
"stock_status": "In Stock",
"scan_protect_eligible": true
# ln_numbermanufacturer_codetitlebrandcategorysub_category
1
2
3

Complete list of extractable fields for 3XS Systems objects from scan.co.uk. All fields typed and schema-versioned.

system_idnamebase_pricecpugpuramstoragemotherboardcoolingoswarrantydelivery_time
3xs_systems
● 200 OK
"system_id": "3XS-GZ1",
"name": "3XS Vengeance RTX",
"base_price": 2499.99,
"cpu": "Intel Core i9 14900K",
"gpu": "NVIDIA RTX 4080 Super",
"ram": "32GB Corsair Vengeance DDR5",
"delivery_time": "5-7 working days"
# system_idnamebase_pricecpugpuram
1
2
3

Complete list of extractable fields for Pricing & Deals objects from scan.co.uk. All fields typed and schema-versioned.

ln_numbercurrent_priceprevious_pricediscount_pctis_today_onlydeal_ends_atfinance_availablefinance_monthlyrefurbishedex_demo
pricing_& deals
● 200 OK
"ln_number": "135123",
"current_price": 1899.98,
"previous_price": 1999.99,
"discount_pct": 5.0,
"is_today_only": true,
"finance_available": true,
"refurbished": false
# ln_numbercurrent_priceprevious_pricediscount_pctis_today_onlydeal_ends_at
1
2
3

Complete list of extractable fields for Technical Specs objects from scan.co.uk. All fields typed and schema-versioned.

ln_numberform_factorinterfacecore_clockboost_clockmemory_sizememory_typememory_bustdppower_connectorsdimensions
technical_specs
● 200 OK
"ln_number": "135123",
"form_factor": "ATX",
"interface": "PCIe 4.0",
"memory_size": "24GB",
"memory_type": "GDDR6X",
"tdp": "450W",
"power_connectors": "1x 16-pin"
# ln_numberform_factorinterfacecore_clockboost_clockmemory_size
1
2
3

Complete list of extractable fields for Reviews & Ratings objects from scan.co.uk. All fields typed and schema-versioned.

ln_numberreview_idauthorratingdatesummaryprosconsverified_buyerhelpful_votes
reviews_& ratings
● 200 OK
"ln_number": "135123",
"review_id": "REV-9921",
"rating": 5,
"date": "2023-11-14",
"summary": "Incredible performance",
"verified_buyer": true,
"helpful_votes": 12
# ln_numberreview_idauthorratingdatesummary
1
2
3

Capabilities

Everything you need from Scan.co.uk

Our Scan scraper handles every layer of the platform: component listings, dynamic stock indicators, 3XS configurations, and Today Only deals with bot circumvention built in.

PC Component Catalogues

Extract GPUs, CPUs, motherboards, and memory with precise LN numbers and manufacturer codes.

Real-Time Stock Tracking

Monitor In Stock, Pre-order, and specific ETA dates for high-demand hardware.

Today Only Deals

Capture flash sales, discount percentages, and countdown timers before they expire.

3XS System Configurations

Extract base specifications, upgrade options, and build times for custom PCs.

Detailed Technical Specs

Parse tabular specification data into structured JSON for component comparison.

Pricing & Finance Options

Extract VAT-inclusive, VAT-exclusive, and monthly finance breakdown prices.

Refurbished & Clearance

Track ex-demo, refurbished, and clearance items with their respective grade and warranty.

Pro Audio & Video Gear

Scrape professional workstation equipment, monitors, and studio hardware categories.

Automated Change Detection

Run differential updates to only export records where price or stock status has changed.

// engagement pipeline

From LN list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide category URLs, LN numbers, or search terms. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and anti-bot circumvention for scan.co.uk.

Validation & QA
d 4–6

Schema validation, null-rate checks, and stock-status mapping 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 Scan pipeline handles the hard parts

Hardware retailers deploy aggressive caching and bot protection to prevent scraping during GPU launches. Here is how we bypass it.

pipeline-monitor · scan.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
Anti-bot layer
Cloudflare bypass + UK residential proxies

Scan uses Cloudflare to block automated traffic. We route requests through UK-based residential proxies with TLS fingerprint spoofing to maintain access during high-traffic drops.

Dynamic stock status
Real-time availability extraction

Stock indicators often rely on client-side hydration. We render pages via Playwright to capture accurate In Stock, Pre-order, and ETA dates instead of stale cached HTML.

LN Number indexing
Deterministic product matching

Scan uses proprietary LN numbers alongside manufacturer codes. We extract both to ensure accurate cross-referencing with other distributors and retailers.

Flash sale timing
Today Only deal monitoring

Flash deals expire daily. We schedule high-frequency micro-crawls to capture promotional pricing and stock depth before the deal window closes.

Schema stability
Resilient component parsing

Tech specs vary wildly between a CPU and a monitor. We build dynamic parsers that map unstructured HTML tables into clean, category-specific JSON schemas.

Applications

Who uses Scan data and how

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

01
Competitor Price Monitoring

Hardware retailers track Scan prices to adjust their own margins on CPUs, GPUs, and peripherals.

02
Stock Arbitrage

System integrators monitor high-demand component drops to secure inventory for custom builds.

03
Market Research

Analysts track component pricing trends and availability to forecast hardware lifecycles and supply chain health.

04
Product Cataloguing

Resellers use structured manufacturer codes and technical specs to enrich their own eCommerce databases.

05
Deal Aggregation

Affiliate sites and deal trackers stream Today Only promotions to alert users of hardware discounts.

06
System Builder Analysis

Competitors analyse 3XS system configurations and pricing tiers to optimise their own pre-built PC offerings.

Why DataFlirt

"Scan holds the most accurate pricing and stock data for UK PC hardware, but capturing it during a GPU launch requires enterprise-grade infrastructure."

Most teams underestimate the investment required: reliable hardware scraping requires UK residential proxies, JavaScript rendering for stock hydration, and high-frequency scheduling. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

Scan scraper technical capabilities

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

JavaScript rendering
Playwright sessions for dynamic stock status
Supported
UK Residential proxies
ISP-grade IPs for Cloudflare bypass
Supported
LN Number extraction
Proprietary Scan identifiers
Supported
Today Only deals
Flash sale pricing and timers
Supported
3XS Custom configurations
Base specs and upgrade pricing
Supported
Tech specs parsing
Tabular data to JSON key-value pairs
Supported
Change detection
Hash-based diffs for price/stock updates
Supported
Webhook delivery
HTTP POST for real-time stock alerts
Supported
Scan Protect pricing
Extended warranty cost extraction
Supported
Customer order history
Gated invoice and purchase data requires authentication
Partial
Scan Business pricing
Requires authenticated B2B account
Partial
Infrastructure

Infrastructure powering the Scan 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. Playwright handles JavaScript rendering for dynamic stock indicators. Combined via scrapy-playwright middleware.

UK Proxy Infrastructure

We maintain pools of UK residential ISP proxies. Rotation happens per-request with sticky sessions to bypass Cloudflare protection.

High-Frequency Orchestration

Pipelines run on AWS Lambda for burst scaling during hardware drops. Airflow handles scheduling 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
Parquet
Columnar format for BigQuery
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
REST endpoints for querying extracted data
XLS
Excel compatible format for finance teams
Snowflake
Stage + COPY INTO workflow
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping scan.co.uk legal?

Scraping publicly available information from Scan is generally permissible under applicable UK law. DataFlirt targets only public, non-authenticated product, pricing, and stock data. We do not extract personal data or circumvent authentication walls.

How do you bypass Cloudflare on Scan?

We use UK residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour to bypass Cloudflare bot protection.

Can you track Today Only deals?

Yes. We schedule high-frequency micro-crawls to capture promotional pricing and stock depth before the deal window closes.

Do you extract manufacturer part numbers?

Yes. We extract manufacturer codes alongside proprietary Scan LN numbers to ensure accurate cross-referencing.

How fresh is the stock availability data?

Real-time streaming pipelines achieve sub-5-minute latency for stock signals on a defined LN list.

Can you scrape 3XS custom PC builds?

Yes. We capture base configurations, available upgrade options, and associated pricing tiers for 3XS systems.

What is the minimum viable engagement?

Our smallest packages start at a defined category or LN list with weekly delivery. Contact us with your use case for a scoped quote.

$ dataflirt scope --new-project --source=scan.co.uk 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 component catalogue dump or a continuous stock-monitoring feed across 50K products, we scope, build, and operate the pipeline. Tell us what you need.

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