We extract SIM-free device listings, ex-VAT pricing, stock availability, and tech specs from Clove. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Smartphones objects from clove.co.uk. All fields typed and schema-versioned.
"sku": "CLV-SM-S918B-256-BLK", "brand": "Samsung", "model": "Galaxy S23 Ultra", "storage_capacity": "256GB", "colour": "Phantom Black", "price_inc_vat": 1249.0, "price_ex_vat": 1040.83, "stock_status": "In Stock", "condition": "New"
| # | sku | brand | model | storage_capacity | colour | price_inc_vat |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Wearables objects from clove.co.uk. All fields typed and schema-versioned.
"sku": "CLV-WR-GW6-44-SLV", "brand": "Samsung", "model": "Galaxy Watch 6", "case_size": "44mm", "connectivity": "Bluetooth", "price_inc_vat": 289.0, "price_ex_vat": 240.83, "stock_status": "Out of Stock"
| # | sku | brand | model | case_size | strap_type | connectivity |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for Pricing & Stock objects from clove.co.uk. All fields typed and schema-versioned.
"sku": "CLV-SM-S918B-256-BLK", "price_inc_vat": 1249.0, "price_ex_vat": 1040.83, "rrp": 1399.0, "discount_pct": 10.7, "stock_status": "In Stock", "dispatch_message": "Dispatch today if ordered within 2 hrs", "currency": "GBP"
| # | sku | price_inc_vat | price_ex_vat | rrp | discount_pct | stock_status |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Technical Specs objects from clove.co.uk. All fields typed and schema-versioned.
"sku": "CLV-SM-S918B-256-BLK", "processor": "Snapdragon 8 Gen 2", "ram": "8GB", "display_size": "6.8 inches", "display_type": "Dynamic AMOLED 2X", "camera_main": "200 MP", "battery_capacity": "5000 mAh", "os": "Android 13"
| # | sku | processor | ram | display_size | display_type | camera_main |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Accessories objects from clove.co.uk. All fields typed and schema-versioned.
"sku": "CLV-ACC-SP-S23U", "product_name": "Official Samsung Galaxy S23 Ultra Screen Protector", "category": "Screen Protectors", "compatible_brands": "['Samsung']", "compatible_devices": "['Galaxy S23 Ultra']", "price_inc_vat": 14.99, "price_ex_vat": 12.49, "brand": "Samsung"
| # | sku | product_name | category | compatible_brands | compatible_devices | price_inc_vat |
|---|---|---|---|---|---|---|
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Our Clove scraper captures detailed device specifications, complex variant pricing, and real-time stock availability, normalising the data for immediate warehouse ingestion.
Extract every SIM-free smartphone, tablet, and wearable listing, including detailed product descriptions and metadata.
Capture both inclusive and exclusive VAT pricing, crucial for B2B procurement and international market analysis.
Map parent products to child variants based on storage capacity, RAM, and colour options, ensuring accurate SKU-level tracking.
Monitor stock statuses ('In Stock', 'Pre-order', 'Out of Stock') and parse specific dispatch messages for supply chain intelligence.
Parse unstructured technical specification tables into structured JSON fields for processors, displays, cameras, and batteries.
Track pricing and availability for refurbished devices, capturing specific condition grades (e.g., Grade A, Pristine).
Extract compatibility lists for cases, chargers, and screen protectors to build relational product databases.
Extract direct URLs to high-resolution product images and gallery assets for catalogue enrichment.
Run pipelines on hourly or daily cadences, emitting only records with changed prices or stock statuses to reduce warehouse bloat.
Brief in. Clean data out.
Select target categories, specific brands, or provide SKU lists. We map the required data points and delivery schema.
We configure crawlers to navigate Clove's category pagination, handle variant selection, and parse specification tables.
We run test extractions to validate schema compliance, check VAT calculations, and ensure stock status accuracy.
Structured JSON, CSV, or Parquet files pushed directly to your S3 bucket, Snowflake stage, or via Webhook.
Extracting accurate pricing and stock data requires handling dynamic front-end elements and complex product variations.
Smartphones on Clove often exist as a single parent URL with multiple colour and storage variants. We systematically iterate through these UI combinations to extract the unique price, SKU, and stock status for every specific variant.
Clove displays both ex-VAT and inc-VAT pricing, which can shift based on region selection. We enforce UK regional contexts and extract both price points independently to ensure financial accuracy for B2B clients.
Stock isn't just binary. We parse specific string formats like 'In stock - order within 2 hours for dispatch today' to provide granular availability intelligence.
E-commerce platforms update their themes and layouts frequently. We utilise multiple fallback selectors (CSS, XPath, and JSON-LD structured data) to ensure pipeline continuity during site updates.
To prevent IP bans and respect target infrastructure, we utilise UK residential proxies and implement intelligent request throttling, mimicking natural user browsing behaviour.
Electronics retailers monitor Clove's SIM-free pricing to dynamically adjust their own pricing strategies and remain competitive.
IT departments and corporate buyers track ex-VAT pricing and bulk availability for enterprise device deployments.
Distributors track inventory levels across specific SKUs to identify supply chain shortages in the UK market.
Analysts track the introduction of new brands and models, analysing pricing decay curves over a device's lifecycle.
Secondary market vendors track pricing deltas between new and graded/refurbished stock to optimise their trade-in values.
Comparison shopping engines ingest Clove's structured specs and pricing to populate consumer-facing price comparison tools.
"Clove Technology holds highly accurate UK pricing and stock data for SIM-free devices, but accessing it programmatically across thousands of variants requires dedicated infrastructure."
Extracting data from Clove requires handling their specific category pagination, variant selection for storage and colour, and dynamic stock dispatch messaging. DataFlirt manages this complexity, delivering clean, structured records directly to your warehouse.
Everything supported by our clove.co.uk 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 deduplication. Playwright manages JavaScript execution to trigger variant price changes and dynamic stock loading.
We utilise UK-based residential proxies to ensure regional pricing accuracy and prevent IP blocking during extensive catalogue crawls.
Pipelines are scheduled via Apache Airflow, running on scalable AWS infrastructure to ensure consistent delivery times regardless of catalogue size.
Data delivered to where your team already works — no new tooling required.
About clove.co.uk scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available pricing, specification, and stock data from Clove is generally permissible. DataFlirt extracts only public, non-authenticated e-commerce data. We do not extract personal data or bypass authentication walls. Clients should consult legal counsel for their specific commercial use cases.
Yes. We specifically target and extract both price points independently, ensuring accurate data for B2B procurement and financial modelling.
Our crawlers systematically interact with the UI to select every available combination of colour and storage, capturing the unique price, SKU, and stock status for each specific variant.
Pipelines can be configured for daily catalogue refreshes, or higher-frequency hourly runs targeting specific high-priority SKUs for real-time stock monitoring.
Yes. We extract listings for refurbished devices, including specific condition grades and the associated price deltas.
We build managed pipelines starting from specific category extractions or defined SKU lists. Contact us with your specific data requirements for a scoped quote.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need continuous price monitoring for SIM-free smartphones or a full extraction of tech specs and accessories — we scope, build, and operate the pipeline.
