We extract expert reviews, 5-star ratings, technical specifications, and affiliate pricing widgets from What Hi-Fi?. Delivered as clean JSON, CSV, or Parquet to your data warehouse.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Product Reviews objects from whathifi.com. All fields typed and schema-versioned.
"url": "https://www.whathifi.com/reviews/sony-wh-1000xm5", "title": "Sony WH-1000XM5 review", "brand": "Sony", "star_rating": 5, "author": "What Hi-Fi? Staff", "verdict": "The best noise-cancelling headphones on the market.", "pros": "['Exceptional clarity', 'Class-leading ANC']"
| # | url | title | brand | category | star_rating | review_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Technical Specifications objects from whathifi.com. All fields typed and schema-versioned.
"product_id": "sony-wh-1000xm5", "dimensions": "25 x 20 x 7 cm", "weight": "250g", "inputs": "3.5mm jack", "bluetooth_version": "5.2", "driver_type": "30mm dynamic", "finish_options": "['Black', 'Silver', 'Midnight Blue']"
| # | product_id | url | dimensions | weight | inputs | outputs |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & Deals objects from whathifi.com. All fields typed and schema-versioned.
"product_id": "sony-wh-1000xm5", "retailer_name": "Amazon", "price": 329.0, "currency": "GBP", "buy_url": "https://amazon.co.uk/dp/B09...", "stock_status": "In Stock", "scrape_timestamp": "2026-05-12T14:30:00Z"
| # | product_id | retailer_name | price | currency | buy_url | widget_id |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Best Buy Guides objects from whathifi.com. All fields typed and schema-versioned.
"guide_url": "https://www.whathifi.com/best-buys/best-wireless-headphones", "guide_title": "Best wireless headphones 2026", "category": "Headphones", "product_rank": 1, "product_name": "Sony WH-1000XM5", "award_winner": true, "last_updated": "2026-05-01"
| # | guide_url | guide_title | category | last_updated | product_rank | product_name |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for News & Features objects from whathifi.com. All fields typed and schema-versioned.
"article_url": "https://www.whathifi.com/news/new-spatial-audio-format", "headline": "Dolby announces new spatial audio format", "publish_date": "2026-05-10", "author": "News Team", "topic": "Home Cinema", "tags": "['Dolby', 'Spatial Audio', 'News']"
| # | article_url | headline | publish_date | author | topic | tags |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our What Hi-Fi? scraper converts unstructured editorial layouts, dynamic affiliate widgets, and category-specific spec sheets into strict, queryable schemas.
Capture full review text, definitive verdicts, and 5-star ratings from decades of archived editorial content.
Extract structured arrays of positive and negative points assigned by reviewers for direct product comparison.
Map wildly different technical specifications across TVs, amplifiers, and headphones into unified JSON fields.
Execute JavaScript to load Hawk affiliate widgets, capturing retailer names, pricing, and buy-box links.
Identify products tagged with the prestigious What Hi-Fi? Awards badge across all historical categories.
Track product rankings and editorial summaries within constantly updated buyer guides.
Extract reviewer names, publication dates, and update timestamps for editorial auditing.
Navigate complex taxonomy trees from Hi-Fi and Home Cinema to portable audio and accessories.
Capture high-resolution product photography and gallery CDN links embedded within reviews.
Maintain hash indexes of buyer guides to only emit diffs when rankings or products change.
Brief in. Clean data out.
Provide categories, guide URLs, or brand names. We map the target schema for your specific requirements.
We configure Scrapy and Playwright to handle Future plc site structures and dynamic widget hydration.
Schema validation, null-rate checks, and widget price accuracy verification run before full deployment.
JSON, CSV, or Parquet pushed to S3, BigQuery, or via Webhook on your required cadence.
Publishing platforms like Future plc use dynamic layouts and aggressive caching. Here is how we ensure data consistency.
Retailer prices on What Hi-Fi? are loaded via third-party Hawk affiliate widgets. We use Playwright to execute the JavaScript, wait for network idle, and extract the rendered pricing data.
News feeds and category archives rely on infinite scroll. Our crawlers intercept XHR requests to paginate through historical content without loading heavy DOM elements.
Media networks deploy strict WAF rules to block datacenter IPs. We route requests through residential proxies with realistic TLS fingerprints to maintain high success rates.
A television spec sheet looks entirely different from a DAC spec sheet. We maintain category-specific parsing rules to map raw HTML tables into strictly typed JSON fields.
Best Buy guides are updated frequently. We hash the content of each guide and only trigger downstream alerts when a product rank changes or a new item is added.
Consumer electronics manufacturers track expert reception and star ratings of new audio hardware launches.
Product teams compare feature sets, verdicts, and spec sheets across rival product lines to identify market gaps.
Retailers track which competitors win the buy-box within high-traffic What Hi-Fi? pricing widgets.
R&D teams mine structured pros and cons lists to identify and rectify common flaws in current market offerings.
Publishers analyse the structure and update frequency of top-ranking Best Buy guides to model their own content.
Buyers for AV retailers optimise their stock purchasing based on What Hi-Fi? Award winners and expert consensus.
"What Hi-Fi? holds the definitive expert consensus for consumer audio, but extracting structured specs and ratings from editorial layouts requires precision parsing."
Editorial sites present unique scraping challenges. Content is heavily unstructured, spec sheets change format by category, and pricing is buried in third-party JavaScript widgets. DataFlirt handles the DOM parsing, widget hydration, and proxy rotation so you receive clean, queryable data without managing the infrastructure.
Everything supported by our whathifi.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 crawling logic and deduplication, while Playwright executes JavaScript to render affiliate pricing widgets.
Residential IP pools rotate per request to bypass WAF protections common on large publishing networks.
Pipelines execute on AWS Lambda and ECS, orchestrated by Airflow for strict SLA compliance and monitoring.
Data delivered to where your team already works — no new tooling required.
About whathifi.com scraping, legality, and pipeline operations.
Ask us directly →Yes. We extract publicly available editorial content, specifications, and pricing data without bypassing authentication walls or scraping personal user data.
Yes. We use Playwright to execute the JavaScript required to load the Hawk affiliate widgets, capturing retailer names, prices, and stock status.
We build category-specific parsers. A television review pipeline has different extraction rules than a headphone review pipeline, ensuring fields are correctly normalised.
Yes. We run scheduled diffs on buyer guides, emitting new records only when a product's rank changes or a new item is added to the list.
Pipelines can be configured for daily runs to catch new reviews and guide updates, or higher frequency runs for pricing widget monitoring.
Yes. We extract the raw CDN URLs for all product photography embedded within the review galleries.
Yes. The underlying infrastructure can be adapted to scrape TechRadar, Tom's Guide, and other sister publications with similar DOM structures.
20-minute scoping call. Pilot dataset within the week. Production within two. Need a full historical archive of AV reviews or continuous monitoring of Best Buy guides? We build and operate the pipeline. Tell us your requirements.
