SYSTEM all green source toolstation.com queue 12,491 pages p99 latency 184ms dataflirt.com · scraper/toolstation-com
RUN · 37 active pipelines · toolstation.com live

Toolstation data,
at warehouse scale.

We extract product listings, branch stock levels, technical specifications and retail pricing from Toolstation. Delivered as clean JSON, CSV or Parquet to S3.

Products extracted
28,412 /day
Stock updates
1.2M /24h
Branch checks
542 /run
Active pipelines
37
Uptime
99.94%
Data Dictionary

Every field we extract from toolstation.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 toolstation.com. All fields typed and schema-versioned.

skutitlebrandcategorysub_categoryprice_inc_vatprice_ex_vatstock_statusratingreview_countbarcode
product_listings
● 200 OK
"sku": "84729",
"title": "DeWalt 18V XR Brushless Combi Drill",
"brand": "DeWalt",
"price_inc_vat": 129.98,
"price_ex_vat": 108.32,
"stock_status": "In Stock",
"barcode": "5035048712394"
# skutitlebrandcategorysub_categoryprice_inc_vat
1
2
3

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

skubranch_idbranch_namedistance_milesin_stockstock_quantityclick_collect_availablenext_day_deliveryupdated_at
branch_stock
● 200 OK
"sku": "84729",
"branch_id": "TS042",
"branch_name": "London King's Cross",
"in_stock": true,
"stock_quantity": 14,
"click_collect_available": true
# skubranch_idbranch_namedistance_milesin_stockstock_quantity
1
2
3

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

skumaterialcolourweight_kgdimensions_mmcertificationwarranty_yearspack_quantityvoltage
technical_specs
● 200 OK
"sku": "84729",
"weight_kg": 1.5,
"voltage": "18V",
"warranty_years": 3,
"pack_quantity": 1,
"certification": "CE Marked"
# skumaterialcolourweight_kgdimensions_mmcertification
1
2
3

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

skubase_pricebulk_qty_thresholdbulk_pricevat_ratepromotional_pricepromo_end_datetrade_discount_eligible
pricing_& bulk
● 200 OK
"sku": "11245",
"base_price": 4.5,
"bulk_qty_threshold": 10,
"bulk_price": 3.95,
"vat_rate": 20.0,
"trade_discount_eligible": true
# skubase_pricebulk_qty_thresholdbulk_pricevat_ratepromotional_price
1
2
3

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

review_idskureviewer_namestar_ratingreview_dateverified_buyerreview_texthelpful_votes
reviews
● 200 OK
"review_id": "REV-99381",
"sku": "84729",
"star_rating": 5,
"verified_buyer": true,
"review_date": "2025-11-04",
"helpful_votes": 12
# review_idskureviewer_namestar_ratingreview_dateverified_buyer
1
2
3

Capabilities

Everything you need from Toolstation - nothing you do not

Our Toolstation scraper handles every layer of the platform: product listings, technical specifications, and hyper-localised branch stock levels.

Full Catalogue Extraction

SKUs, titles, descriptions, and category hierarchies across the entire Toolstation inventory.

Branch Level Stock

Query stock availability and exact unit counts across 500+ UK branches simultaneously.

Pricing Intelligence

Capture VAT inclusive, VAT exclusive, and bulk discount pricing tiers per SKU.

Technical Specifications

Extract structured technical data including voltage, material, dimensions, and compliance certifications.

Review & Rating Mining

Aggregate customer feedback, star ratings, and verified purchase flags across all product lines.

Promotional Tracking

Monitor limited time offers, clearance items, and seasonal price cuts.

Cross-Reference Data

Extract manufacturer part numbers and barcodes for competitor matching.

Delivery Status

Track next day delivery cut off times and Click & Collect availability per branch.

Scheduled Diffing

Receive only changed prices or stock levels to reduce processing overhead on your end.

// engagement pipeline

From SKU list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target categories, branch IDs, or specific SKUs. We design the extraction schema.

Pipeline Build
d 2–4

We configure Scrapy crawlers, handle regional proxy routing, and bypass basic bot protection.

Validation & QA
d 4–6

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

Delivery
ongoing

JSON, CSV, or Parquet pushed to your S3 bucket or Snowflake stage on an agreed schedule.

Under the hood

How our Toolstation pipeline handles the hard parts

Extracting localised stock data requires precise session management. Here is how we maintain data integrity.

pipeline-monitor · toolstation.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
Branch Iteration
Localised session management

Toolstation displays stock based on the selected branch. We maintain isolated cookie sessions per branch to query accurate local inventory without cross contamination.

Anti-bot layer
UK residential proxies

We route requests through UK based residential proxies to avoid regional blocks and rate limiting from their content delivery network.

Dynamic Pricing
JavaScript rendering for bulk tiers

Bulk pricing and promotional discounts often rely on client side hydration. We use Playwright to execute JavaScript and capture the exact DOM state.

Schema stability
Resilient DOM selectors

We use multiple fallback selectors for technical specifications, ensuring minor frontend updates do not break your downstream ingestion.

Change detection
Delta exports for stock

Inventory changes constantly. We hash field values and only emit records where stock counts or prices have shifted since the last run.

Applications

Who uses Toolstation data - and how

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

01
Competitor Price Monitoring

Hardware retailers track Toolstation pricing to adjust their own margins and run price match guarantees.

02
Supply Chain Visibility

Contractors monitor branch stock levels for critical materials to optimise procurement and logistics.

03
Market Research

Analysts track category expansion and stock depth to measure market demand for specific tool brands.

04
Product Information Management

Distributors extract technical specifications and manufacturer codes to enrich their own internal databases.

05
Demand Forecasting

Correlate stock depletion rates across regions to predict seasonal demand for heating or cooling supplies.

06
Brand Compliance

Manufacturers audit Toolstation listings to ensure accurate product representation and MAP compliance.

Why DataFlirt

"Toolstation holds critical pricing and inventory data for the UK trade sector. Accessing it at a branch level requires precision."

Scraping national retailers is straightforward. Scraping hyper-localised stock levels across 500 branches requires isolated sessions, geographic proxy routing, and concurrent execution. DataFlirt manages the infrastructure so you receive clean data, not rate limit errors.

Technical Spec

Toolstation scraper - technical capabilities

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

JavaScript rendering
Playwright sessions for dynamic stock and price hydration
Supported
Branch level stock
Iterate across all 500+ UK branches for accurate unit counts
Supported
UK residential proxies
ISP grade residential IPs to bypass regional restrictions
Supported
Technical specifications
Structured extraction of all tabular product data
Supported
Bulk discount pricing
Capture all volume based pricing tiers
Supported
Review pagination
Extract full historical review data per SKU
Supported
Change detection
Hash based diffs to emit only changed stock or prices
Supported
Trade Credit pricing
Requires authenticated Trade Account login
Partial
Customer order history
Gated behind individual user authentication
Partial
Infrastructure

Infrastructure powering the Toolstation 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 retry logic. Playwright manages localized cookie sessions for branch specific stock queries.

Regional Proxy Infrastructure

We maintain pools of UK residential proxies. Rotation happens per request to prevent IP bans and ensure accurate regional data.

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 arrays.
CSV
Flat file with typed columns for easy analysis.
XLS
Excel compatible format for manual review.
Parquet
Columnar format for data warehouse ingestion.
AWS S3
Direct bucket delivery on your schedule.
Webhook
HTTP POST per record for real time updates.
API
REST endpoint to query latest scraped state.
Snowflake
Stage and COPY INTO workflow.
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Toolstation legal?

Scraping publicly available pricing and stock information is generally permissible. DataFlirt targets only public, non-authenticated data. We do not extract personal data or breach Trade Account walls.

How do you extract branch specific stock?

We maintain isolated browser sessions and inject location cookies to simulate a user selecting a specific branch, allowing us to capture precise local inventory.

Can you track bulk pricing tiers?

Yes. Our pipeline captures the base price, VAT inclusive/exclusive rates, and all quantity based discount tiers for every SKU.

How fresh is the stock data?

We can run pipelines at hourly cadences for high priority SKUs. Full catalogue stock refreshes typically run daily or nightly.

Do you extract manufacturer barcodes?

Yes. Where Toolstation publishes EANs, barcodes, or manufacturer part numbers, we extract them to help you cross reference with other suppliers.

What is the minimum viable engagement?

Our smallest packages start at a defined category list or SKU set with weekly delivery. Contact us for a scoped quote based on your exact volume.

$ dataflirt scope --new-project --source=toolstation.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 price monitor or hourly branch stock updates, we scope, build, and operate the pipeline. Tell us what you need.

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