SYSTEM all green source overclockers.co.uk queue 12,401 pages p99 latency 184ms dataflirt.com · scraper/overclockers-co.uk
RUN * 42 active pipelines * overclockers.co.uk live

Hardware data,
at warehouse scale.

We extract PC component listings, pricing signals, stock availability, and technical specifications from Overclockers UK. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
45.2K /day
Price updates
112K /24h
Stock checks
340K /run
Active pipelines
42
Uptime
99.94%
Data Dictionary

Every field we extract from overclockers.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 & Hardware objects from overclockers.co.uk. All fields typed and schema-versioned.

product_idskutitlebrandcategorysub_categoryprice_inc_vatprice_ex_vatstock_statusstock_quantitywarranty_periodimage_urlsproduct_urlscraped_at
components_& hardware
● 200 OK
"sku": "GX-48A-AS",
"title": "ASUS GeForce RTX 4090 ROG Strix OC 24GB GDDR6X Graphics Card",
"brand": "ASUS",
"category": "PC Components",
"sub_category": "Graphics Cards",
"price_inc_vat": 1999.99,
"stock_status": "In Stock",
"stock_quantity": 14
# product_idskutitlebrandcategorysub_category
1
2
3

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

skuprice_inc_vatprice_ex_vatwas_pricediscount_pctstock_statusstock_quantityeta_dateis_clearanceis_b_gradeprice_timestamp
pricing_& stock
● 200 OK
"sku": "GX-48A-AS",
"price_inc_vat": 1999.99,
"was_price": 2199.99,
"discount_pct": 9.1,
"stock_status": "Pre-Order",
"eta_date": "2026-06-15",
"is_clearance": false,
"is_b_grade": false
# skuprice_inc_vatprice_ex_vatwas_pricediscount_pctstock_status
1
2
3

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

skuform_factorsocket_typechipsetmemory_typecore_clockboost_clockvramcooling_typedimensionstdppower_connectors
technical_specifications
● 200 OK
"sku": "GX-48A-AS",
"form_factor": "ATX",
"vram": "24GB GDDR6X",
"core_clock": "2235 MHz",
"boost_clock": "2640 MHz",
"cooling_type": "Triple Fan",
"tdp": "450W",
"power_connectors": "1x 16-pin PCIe"
# skuform_factorsocket_typechipsetmemory_typecore_clock
1
2
3

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

review_idskureviewer_namestar_ratingreview_titlereview_bodyreview_dateverified_purchaseproscons
reviews_& ratings
● 200 OK
"review_id": "REV-99281",
"sku": "GX-48A-AS",
"star_rating": 5,
"review_title": "Absolute monster of a card",
"review_date": "2026-05-10",
"verified_purchase": true,
"pros": "Incredible 4K performance, quiet fans",
"cons": "Massive size, expensive"
# review_idskureviewer_namestar_ratingreview_titlereview_body
1
2
3

Complete list of extractable fields for Custom PC Configurator objects from overclockers.co.uk. All fields typed and schema-versioned.

system_idbase_model_namebase_pricecomponent_categorycomponent_namecomponent_skuprice_modifieris_defaultstock_status
custom_pc configurator
● 200 OK
"system_id": "SYS-FS-101",
"base_model_name": "Infin8 Empress",
"base_price": 3499.99,
"component_category": "Primary Solid State Drive",
"component_name": "WD Black SN850X 2TB NVMe",
"component_sku": "HD-591-WD",
"price_modifier": 120.0,
"is_default": false
# system_idbase_model_namebase_pricecomponent_categorycomponent_namecomponent_sku
1
2
3

Capabilities

Everything you need from Overclockers UK

Our extraction pipeline handles the complexities of hardware retail: nested specification tables, dynamic stock hydration, B-Grade inventory monitoring, and Cloudflare circumvention.

Full Component Data Extraction

Title, SKU, brand, category paths, images, and description fields scraped at the individual product level.

Real-Time Stock Tracking

Capture exact stock quantities, pre-order ETAs, and out-of-stock statuses. Crucial for high-demand GPU and CPU drops.

Technical Specification Parsing

Extract and normalise complex HTML specification tables into structured key-value pairs for easy querying.

Price & Discount Monitoring

Track current price (inc and ex VAT), historical pricing, discount percentages, and bundle deal identifiers.

B-Grade & Clearance Tracking

Monitor returned, refurbished, and clearance inventory lines for price arbitrage and margin analysis.

Configurator Scraping

Map all available component upgrades, price modifiers, and default loadouts from custom PC build pages.

Review & Rating Mining

Full review text, star ratings, pros, cons, and verified purchase flags paginated across all product reviews.

Change Detection

Run one-off bulk exports or configure continuous pipelines with change-detection diffing for stock and price updates.

Category Tree Mapping

Maintain the exact navigational hierarchy from root categories down to specific component sub-categories.

// engagement pipeline

From SKU list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide category URLs, search terms, or SKU lists. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, proxy rotation, session management, and Cloudflare bypass for overclockers.co.uk.

Validation & QA
d 4–6

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

Delivery
ongoing

JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

How our pipeline handles the hard parts

Hardware retailers deploy aggressive caching and bot protection. Here is how we stay resilient.

pipeline-monitor · overclockers.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

Overclockers UK uses Cloudflare to block automated traffic. Our crawlers use UK residential ISP proxies with realistic browser TLS fingerprints and automated challenge solving to maintain access without IP bans.

Dynamic rendering
Playwright execution for stock hydration

Stock levels and pricing are often hydrated via client-side JavaScript. We run full Playwright browser sessions to execute JavaScript, ensuring we capture the true stock status rather than cached HTML.

Specification normalisation
Structured data from unstructured tables

Component specifications are frequently displayed in inconsistent HTML tables. Our extraction logic normalises these fields into consistent JSON keys, mapping disparate formats into a clean schema.

Change detection
Only re-scrape what has changed

For continuous monitoring, we maintain a hash index of last-seen values per SKU. Subsequent runs only push diffs, reducing compute cost and downstream processing load for high-frequency stock checks.

Monitoring & alerting
24/7 pipeline health

Every run emits structured logs to our observability stack. We alert on null-rate spikes, schema drift, and coverage drops. SLA uptime is contractual.

Applications

Who uses hardware data

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

01
Price Intelligence & Repricing

Competing hardware retailers monitor pricing, bundle deals, and shipping costs to adjust their own pricing algorithms.

02
Stock Drop Alerting

Aggregators and notification services track high-demand GPU and CPU inventory levels at minute-level frequency.

03
Market Research

Analysts track component popularity, average selling prices, and category saturation trends to identify market shifts.

04
Competitor Analysis

System builders monitor custom PC configurator pricing and default component loadouts to ensure competitive positioning.

05
AI Training Data

Machine learning teams use normalised specification datasets to train recommendation engines and hardware compatibility models.

06
Supply Chain Forecasting

Distributors correlate retail stock depth indicators and pricing trends with upstream supply chain models.

Why DataFlirt

"Overclockers UK holds the most granular component data and stock signals in the UK hardware market — but none of it is queryable unless you build the pipeline."

Most teams underestimate the investment required: reliable Overclockers scraping requires UK residential proxies, JavaScript rendering for stock hydration, Cloudflare bypass, and daily selector maintenance. DataFlirt absorbs that complexity so your engineers can focus on the analysis.

Technical Spec

Overclockers scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions required for dynamic stock and price hydration
Supported
Cloudflare bypass
Automated solver integration with TLS fingerprint spoofing
Supported
Residential proxy rotation
ISP-grade residential IPs from UK pools rotated per request
Supported
Specification normalisation
Maps raw HTML tables into structured key-value pairs
Supported
Stock history tracking
Inventory levels captured per run for time-series analysis
Supported
Review pagination
Full review corpus extracted across all pagination layers
Supported
B-Grade inventory tracking
Dedicated extraction for clearance and refurbished lines
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Webhook delivery
HTTP POST per record for real-time stock drop alerting
Supported
User account purchase history
Gated data requires account credentials and session handling
Partial
Forum private messages
Requires authenticated session on Overclockers UK forums
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, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across UK regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. 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 array structures
CSV
Flat file with typed columns for spreadsheet analysis
XLS
Excel format for business analyst teams
Parquet
Columnar format optimised for analytical databases
AWS S3
Direct bucket delivery compatible with modern data lakes
Webhook
HTTP POST per record for real-time downstream processing
API
REST endpoint for querying extracted datasets
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage + COPY INTO workflow for incremental updates
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Overclockers UK legal?

Scraping publicly available pricing, specification, and stock data is generally permissible for business intelligence purposes. DataFlirt extracts only public, non-authenticated data. Clients should review applicable terms of service and consult legal counsel for specific use cases.

How do you handle Cloudflare bot protection?

We use UK residential ISP proxies, full Playwright browser sessions with realistic TLS fingerprints, and request timing modelled on human behaviour. Automated solvers handle CAPTCHA challenges when presented.

Can you track GPU stock drops in real time?

Yes. We configure high-frequency polling pipelines targeting specific SKUs or category pages to detect stock status changes with sub-minute latency, delivering alerts via Webhook.

How fresh is the data?

Streaming pipelines achieve near real-time latency for targeted SKUs. Full catalogue refreshes typically run on a daily or twice-daily cadence depending on your requirements.

Can you extract full technical specifications?

Yes. We parse the unstructured HTML specification tables on product pages and map them into a normalised, queryable JSON schema.

What is the minimum viable engagement?

Our packages start at defined SKU lists or specific category tracking with daily delivery. Contact us with your specific volume and frequency requirements for a scoped quote.

Can I request a sample dataset?

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

$ dataflirt scope --new-project --source=overclockers.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 — we scope, build, and operate the pipeline. Tell us what you need.

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