SYSTEM all green source screwfix.com queue 12,491 pages p99 latency 184ms dataflirt.com · scraper/screwfix-com
RUN · 84 active pipelines · screwfix.com live

Screwfix data,
at procurement scale.

We extract technical specifications, Ex/Inc VAT pricing, bulk discounts, and localised store stock from Screwfix. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake.

Products extracted
148K /day
Stock checks
2.1M /24h
Store locations
872
Active pipelines
84
Uptime
99.94%
Data Dictionary

Every field we extract from screwfix.com

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

Complete list of extractable fields for Product Listings objects from screwfix.com. All fields typed and schema-versioned.

skutitlebrandcategorysub_categoryprice_inc_vatprice_ex_vatratingreview_countproduct_urlimage_urlsenergy_rating
product_listings
● 200 OK
"sku": "843PG",
"title": "DeWalt DCD796N-XJ 18V Li-Ion XR Brushless Cordless Combi Drill",
"brand": "DeWalt",
"category": "Tools",
"price_inc_vat": 69.99,
"price_ex_vat": 58.32,
"rating": 4.8,
"review_count": 1243
# skutitlebrandcategorysub_categoryprice_inc_vat
1
2
3

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

skucurrent_price_inc_vatcurrent_price_ex_vatwas_pricebulk_qty_thresholdbulk_price_inc_vatvat_ratedeal_badgepromo_textprice_timestamp
pricing_& offers
● 200 OK
"sku": "843PG",
"current_price_inc_vat": 69.99,
"current_price_ex_vat": 58.32,
"was_price": 89.99,
"bulk_qty_threshold": 5,
"bulk_price_inc_vat": 64.99,
"deal_badge": "Price Drop",
"price_timestamp": "2026-05-12T08:14:00Z"
# skucurrent_price_inc_vatcurrent_price_ex_vatwas_pricebulk_qty_thresholdbulk_price_inc_vat
1
2
3

Complete list of extractable fields for Store Stock objects from screwfix.com. All fields typed and schema-versioned.

skustore_idstore_namepostcodedistance_milesstock_statusquantity_availableclick_collect_eligiblenext_day_deliveryscraped_at
store_stock
● 200 OK
"sku": "843PG",
"store_id": "ST142",
"store_name": "London - Battersea",
"postcode": "SW8 4DF",
"stock_status": "In Stock",
"quantity_available": 14,
"click_collect_eligible": true,
"next_day_delivery": true
# skustore_idstore_namepostcodedistance_milesstock_status
1
2
3

Complete list of extractable fields for Technical Specs objects from screwfix.com. All fields typed and schema-versioned.

skumpneanweight_kgdimensionscolourmaterialpower_outputvoltagewarranty_years
technical_specs
● 200 OK
"sku": "843PG",
"mpn": "DCD796N-XJ",
"ean": "5035048646213",
"weight_kg": 1.3,
"colour": "Yellow / Black",
"power_output": "460 W",
"voltage": "18 V",
"warranty_years": 3
# skumpneanweight_kgdimensionscolour
1
2
3

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

review_idskuauthordateratingtitlebodyhelpful_votesverified_traderecommend_product
reviews_& ratings
● 200 OK
"review_id": "REV-992817",
"sku": "843PG",
"author": "SparkyPete",
"rating": 5,
"title": "Solid drill for daily site work",
"helpful_votes": 42,
"verified_trade": true,
"recommend_product": true
# review_idskuauthordateratingtitle
1
2
3

Capabilities

MRO and trade data, structured for procurement

Our Screwfix scraper extracts accurate pricing, deep technical specifications, and localised stock availability across the entire UK store network.

Full Catalogue Extraction

Extract all product categories, sub-categories, and brand landing pages to maintain a complete mirror of the Screwfix inventory.

Dual Pricing Capture

Capture both Inc VAT and Ex VAT pricing simultaneously, tracking standard rates, promotions, and clearance drops.

Localised Stock Intelligence

Proxy postcodes to extract exact stock quantities and Click & Collect availability across specific local branches.

Technical Spec Parsing

Extract EAN, MPN, voltages, thread sizes, and materials into normalised, queryable columns rather than flat text blocks.

Bulk Discount Tracking

Monitor volume pricing tiers and quantity thresholds to optimise procurement and material costing.

Search & SERP Scraping

Track keyword rankings for specific tools or materials to monitor brand visibility and competitor placement.

Review & Rating Mining

Extract review text, star ratings, and verified trade purchaser tags to analyse product reliability.

Cross-Reference Mapping

Capture related products, required accessories, and spare parts linked to primary SKUs.

Scheduled Change Detection

Run daily or hourly pipelines that emit only changed prices or stock levels, reducing database bloat.

// engagement pipeline

From SKU list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide SKU lists, category URLs, or target postcodes. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, UK proxy rotation, session management, and CAPTCHA handling for screwfix.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and postcode stock sampling 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 Screwfix pipeline handles the hard parts

Extracting localised stock and trade pricing requires session state management and proxy routing. Here is how we build resilient pipelines.

pipeline-monitor · screwfix.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
Location simulation
Postcode-driven session state

Screwfix stock data is inherently local. Our crawlers inject specific UK postcodes into the session state, allowing us to map exact inventory levels and Click & Collect status across hundreds of target stores.

Dynamic pricing
VAT toggle and bulk tier extraction

Trade pricing requires parsing complex DOM elements for Ex/Inc VAT toggles and volume discounts. We execute Playwright scripts to capture all pricing tiers accurately.

Anti-bot layer
UK residential proxy rotation

Retailers aggressively block data center IPs. We route all Screwfix requests through UK-based residential proxies with realistic browser fingerprints to maintain high success rates.

Spec normalisation
Structuring hardware attributes

Technical specifications vary wildly between plumbing fittings and power tools. Our pipeline maps unstructured attribute tables into a clean, normalised schema based on product category.

Change detection
Only re-scrape what has changed

For large MRO catalogues, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs, saving compute cost and downstream processing time.

Applications

Who uses Screwfix data and how

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

01
Competitor Price Monitoring

Hardware retailers and builders merchants track Screwfix pricing to adjust their own margins and run price-match guarantees.

02
Procurement & Supply Chain

Construction firms monitor bulk pricing and local stock availability to optimise material purchasing for regional sites.

03
Brand MAP Compliance

Tool manufacturers audit retail pricing to ensure Minimum Advertised Price policies are maintained across channels.

04
Market Research

Analysts track category expansion, brand dominance, and stock depth to evaluate the UK hardware retail sector.

05
Assortment Planning

Retailers analyse Screwfix category structures and new product introductions to identify gaps in their own catalogues.

06
AI Training Data

ML teams use structured technical specifications and trade reviews to train MRO product recommendation engines.

Why DataFlirt

"Screwfix holds the definitive UK hardware catalogue, but extracting localised stock across 800 stores requires precise session management and proxy routing."

DIY scraping scripts fail when attempting to map inventory across hundreds of local branches. DataFlirt manages the residential proxy rotation, postcode session state, and schema normalisation so your procurement and pricing teams receive clean, queryable data every morning.

Technical Spec

Screwfix scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for store stock locators and dynamic pricing
Supported
UK residential proxies
ISP-grade UK IPs to prevent geo-blocking and bot detection
Supported
Store-level stock
Exact quantity extraction via postcode injection
Supported
Ex/Inc VAT toggling
Dual price capture for trade and consumer analysis
Supported
Bulk discounts
Volume tier extraction mapped to specific quantities
Supported
EAN / MPN capture
Manufacturer part numbers for cross-retailer matching
Supported
Webhook delivery
HTTP POST per record for real-time stock alerts
Supported
Trade Credit account data
Extraction of user-specific credit limits or account history
Partial
Personalised quote history
Accessing saved project lists behind authentication walls
Partial
Infrastructure

Infrastructure powering the Screwfix 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 session injection, and interaction flows.

Residential Proxy Infrastructure

We maintain pools of UK residential ISP proxies. Rotation happens per-request with sticky sessions required for local store stock extraction.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. 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 arrays
CSV
Flat file with typed columns
XLS
Excel compatible format for procurement teams
Parquet
Columnar format for data warehouses
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record for real-time updates
API
REST endpoints to query latest scraped state
BigQuery
Streamed directly into your dataset
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Screwfix legal?

Scraping publicly available pricing, specification, and stock data is generally permissible. DataFlirt extracts only public, non-authenticated catalogue data. We do not circumvent login walls or extract personal data. Clients should review terms of service and consult legal counsel for specific use cases.

How do you handle bot detection on Screwfix?

We use UK residential proxies, Playwright browser sessions, and request timing modelled on human behaviour. We monitor for rate spikes and trigger pool rotation automatically to maintain pipeline health.

Can you extract stock for specific store locations?

Yes. We accept target postcodes or store IDs and simulate sessions for those locations to extract exact stock quantities and Click & Collect eligibility.

How fresh is the pricing data?

Pipelines can be configured for daily catalogue refreshes or high-frequency intra-day checks on targeted SKU lists to monitor flash sales or stock drops.

What is the minimum viable engagement?

Our smallest packages start at a defined SKU list or category set with weekly delivery. For full catalogue extraction, we price based on volume and frequency.

Can I request a sample dataset?

Yes. We provide a sample run of up to 500 SKUs or specific categories during the scoping process to validate schema fit and data quality.

$ dataflirt scope --new-project --source=screwfix.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 one-off catalogue dump or continuous stock monitoring across 800 stores, we scope, build, and operate the pipeline. Tell us what you need.

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