We extract product listings, branch stock levels, technical specifications and retail pricing from Toolstation. Delivered as clean JSON, CSV or Parquet to S3.
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.
"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"
| # | sku | title | brand | category | sub_category | price_inc_vat |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Branch Stock objects from toolstation.com. All fields typed and schema-versioned.
"sku": "84729", "branch_id": "TS042", "branch_name": "London King's Cross", "in_stock": true, "stock_quantity": 14, "click_collect_available": true
| # | sku | branch_id | branch_name | distance_miles | in_stock | stock_quantity |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Technical Specs objects from toolstation.com. All fields typed and schema-versioned.
"sku": "84729", "weight_kg": 1.5, "voltage": "18V", "warranty_years": 3, "pack_quantity": 1, "certification": "CE Marked"
| # | sku | material | colour | weight_kg | dimensions_mm | certification |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & Bulk objects from toolstation.com. All fields typed and schema-versioned.
"sku": "11245", "base_price": 4.5, "bulk_qty_threshold": 10, "bulk_price": 3.95, "vat_rate": 20.0, "trade_discount_eligible": true
| # | sku | base_price | bulk_qty_threshold | bulk_price | vat_rate | promotional_price |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews objects from toolstation.com. All fields typed and schema-versioned.
"review_id": "REV-99381", "sku": "84729", "star_rating": 5, "verified_buyer": true, "review_date": "2025-11-04", "helpful_votes": 12
| # | review_id | sku | reviewer_name | star_rating | review_date | verified_buyer |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Toolstation scraper handles every layer of the platform: product listings, technical specifications, and hyper-localised branch stock levels.
SKUs, titles, descriptions, and category hierarchies across the entire Toolstation inventory.
Query stock availability and exact unit counts across 500+ UK branches simultaneously.
Capture VAT inclusive, VAT exclusive, and bulk discount pricing tiers per SKU.
Extract structured technical data including voltage, material, dimensions, and compliance certifications.
Aggregate customer feedback, star ratings, and verified purchase flags across all product lines.
Monitor limited time offers, clearance items, and seasonal price cuts.
Extract manufacturer part numbers and barcodes for competitor matching.
Track next day delivery cut off times and Click & Collect availability per branch.
Receive only changed prices or stock levels to reduce processing overhead on your end.
Brief in. Clean data out.
Provide target categories, branch IDs, or specific SKUs. We design the extraction schema.
We configure Scrapy crawlers, handle regional proxy routing, and bypass basic bot protection.
Schema validation, null rate checks, and price outlier detection before full deployment.
JSON, CSV, or Parquet pushed to your S3 bucket or Snowflake stage on an agreed schedule.
Extracting localised stock data requires precise session management. Here is how we maintain data integrity.
Toolstation displays stock based on the selected branch. We maintain isolated cookie sessions per branch to query accurate local inventory without cross contamination.
We route requests through UK based residential proxies to avoid regional blocks and rate limiting from their content delivery network.
Bulk pricing and promotional discounts often rely on client side hydration. We use Playwright to execute JavaScript and capture the exact DOM state.
We use multiple fallback selectors for technical specifications, ensuring minor frontend updates do not break your downstream ingestion.
Inventory changes constantly. We hash field values and only emit records where stock counts or prices have shifted since the last run.
Hardware retailers track Toolstation pricing to adjust their own margins and run price match guarantees.
Contractors monitor branch stock levels for critical materials to optimise procurement and logistics.
Analysts track category expansion and stock depth to measure market demand for specific tool brands.
Distributors extract technical specifications and manufacturer codes to enrich their own internal databases.
Correlate stock depletion rates across regions to predict seasonal demand for heating or cooling supplies.
Manufacturers audit Toolstation listings to ensure accurate product representation and MAP compliance.
"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.
Everything supported by our toolstation.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration and retry logic. Playwright manages localized cookie sessions for branch specific stock queries.
We maintain pools of UK residential proxies. Rotation happens per request to prevent IP bans and ensure accurate regional data.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. All state is stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About toolstation.com scraping, legality, and pipeline operations.
Ask us directly →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.
We maintain isolated browser sessions and inject location cookies to simulate a user selecting a specific branch, allowing us to capture precise local inventory.
Yes. Our pipeline captures the base price, VAT inclusive/exclusive rates, and all quantity based discount tiers for every SKU.
We can run pipelines at hourly cadences for high priority SKUs. Full catalogue stock refreshes typically run daily or nightly.
Yes. Where Toolstation publishes EANs, barcodes, or manufacturer part numbers, we extract them to help you cross reference with other suppliers.
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.
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.