We extract PC component specifications, benchmark scores, price comparisons, and user reviews from hardware.info. 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 Component Specs objects from hardware.info. All fields typed and schema-versioned.
"product_id": "HW-89214", "category": "Processors", "brand": "AMD", "model_name": "Ryzen 7 7800X3D", "ean_code": "0730143314930", "socket_type": "AM5", "msrp": 449.0
| # | product_id | category | brand | model_name | ean_code | release_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Benchmark Results objects from hardware.info. All fields typed and schema-versioned.
"product_id": "HW-89214", "benchmark_name": "Cinebench R23", "application_version": "23.200", "score_value": 18241.0, "score_unit": "cb", "test_system_gpu": "RTX 4090", "resolution": "N/A"
| # | product_id | benchmark_name | application_version | resolution | graphics_preset | score_value |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Price Comparison objects from hardware.info. All fields typed and schema-versioned.
"product_id": "HW-89214", "retailer_name": "Megekko", "price_eur": 389.0, "shipping_cost": 3.95, "total_price": 392.95, "stock_status": "In Stock", "timestamp": "2026-05-12T10:14:00Z"
| # | product_id | retailer_name | retailer_id | price_eur | shipping_cost | total_price |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for User Reviews objects from hardware.info. All fields typed and schema-versioned.
"review_id": "REV-99124", "product_id": "HW-89214", "author_username": "TechEnthusiast99", "rating_overall": 4.5, "helpful_votes": 14, "publish_date": "2026-04-18", "pros_list": "['Gaming performance', 'Efficiency']"
| # | review_id | product_id | author_username | rating_overall | pros_list | cons_list |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
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Complete list of extractable fields for Awards & Verdicts objects from hardware.info. All fields typed and schema-versioned.
"product_id": "HW-89214", "award_name": "Ultimate Choice", "award_tier": "Gold", "editorial_score": 9.2, "author_name": "Koen Crijns", "publication_date": "2026-02-14", "review_url": "/reviews/1124/amd-ryzen-7-7800x3d-review"
| # | product_id | award_name | award_tier | editorial_score | verdict_text | author_name |
|---|---|---|---|---|---|---|
| 1 | ||||||
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| 3 |
Extract deep specification matrices, benchmark performance scores, and real-time Benelux retailer pricing from hardware.info.
Capture EAN codes, socket types, form factors, TDP, and hundreds of category-specific technical fields parsed from complex HTML tables.
Extract performance scores across games and synthetic tests, including resolution, graphics presets, and test system configuration.
Monitor pricing across Benelux retailers, capturing base price, shipping costs, and total aggregate pricing per component.
Track inventory status and estimated delivery windows from third-party retailer listings linked on hardware.info.
Extract user-generated reviews, including overall ratings, structured pros and cons lists, and helpful vote metrics.
Capture official hardware.info editorial scores, award tiers (e.g., Excellent Choice), and verdict summaries.
Maintain accurate component taxonomy, mapping products to their exact sub-categories and manufacturer brands.
Extract data points from JavaScript-rendered historical price charts to build long-term pricing models.
Run extractions at defined cadences with change-detection diffing to monitor daily price fluctuations.
Brief in. Clean data out.
Provide categories, brands, or specific hardware.info URLs. We design the target extraction schema.
We configure crawlers, proxy rotation, session management, and table-parsing logic for hardware.info.
Schema validation, null-rate checks, and unit conversion verification before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage.
Hardware.info relies on deeply nested tables and dynamic price charts. Here is how we maintain data integrity.
We utilise residential ISP proxies from NL and BE regions to ensure consistent access and prevent IP blacklisting during high-volume category crawls.
Historical price charts and interactive benchmark comparisons require full JavaScript execution. We run Playwright to hydrate the DOM before extraction.
Component specifications vary wildly between GPUs and motherboards. Our parsers dynamically map row headers to schema keys, handling missing or merged cells.
We maintain state on previous price crawls. Pipelines can be configured to only emit records when a retailer changes their price or stock status.
Hardware sites frequently update their layout for new product launches. We alert on null-rate spikes and schema drift in real time.
Retailers monitor competitor pricing across the Benelux region to adjust their own margins and stay competitive.
Manufacturers track user sentiment and editorial review scores against competing products in the same tier.
Hardware brands aggregate synthetic and gaming benchmark scores to position their products in marketing materials.
Machine learning teams use structured specification matrices to train technical Q&A models and recommendation engines.
Distributors analyse MSRP versus street price across multiple retailers to identify margin compression.
PC building websites aggregate specifications and compatibility data to power custom build configurators.
"Hardware.info holds the most exhaustive PC component benchmark and specification matrix in Europe, but extracting structured relations requires dedicated infrastructure."
Most teams underestimate the investment required: reliable hardware.info scraping requires residential proxies, full JavaScript rendering for dynamic price charts, daily selector maintenance for complex specification tables, and anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on the analysis.
Everything supported by our hardware.info 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 handles JavaScript rendering for dynamic price history charts.
We maintain pools of residential ISP proxies across NL and BE regions to ensure consistent access without rate limiting.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting.
Data delivered to where your team already works — no new tooling required.
About hardware.info scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available information is generally permissible. DataFlirt targets only public product, pricing, and review data. We do not extract personal data or circumvent authentication walls. Clients should consult legal counsel for their specific use cases.
Our parsers use dynamic mapping logic to associate row headers (e.g., game title, resolution) with column values (e.g., average FPS, 1% low FPS). This ensures data remains structured even when table layouts vary between CPU and GPU reviews.
We extract all retailer listings displayed on the hardware.info price comparison pages, covering major Benelux vendors like Megekko, Azerty, Alternate, and Amazon.nl.
Pipelines can be configured to run daily or at custom intervals. The data reflects the exact pricing displayed on hardware.info at the time of the crawl.
Yes. We execute JavaScript to render the historical price chart components and extract the underlying data points to provide a time-series view of product pricing.
Our smallest packages start at a defined category list (e.g., all current-generation CPUs and GPUs) with weekly delivery. Contact us with your specific requirements for a scoped quote.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off specification dump or a continuous price-monitoring feed across thousands of components. Tell us what you need.
