We extract hardware discussions, component reviews, overclocking metrics, and FS/FT market data from Hardforum. 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 Threads & Posts objects from hardforum.com. All fields typed and schema-versioned.
"thread_id": "2039481", "subforum": "Video Cards", "title": "RTX 5090 Overclocking Results", "author": "GPU_Master99", "post_content": "Managed to hit 3.1GHz stable on water. Temps maxing at 64C.", "view_count": 14592, "reply_count": 341
| # | thread_id | subforum | title | author | post_id | post_content |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for FS/FT Market objects from hardforum.com. All fields typed and schema-versioned.
"item_title": "FS: AMD Ryzen 9 7950X3D", "asking_price": 450.0, "currency": "USD", "seller_username": "TechTrader", "heatware_link": "https://www.heatware.com/u/12345/to", "sold_status": false, "payment_methods": "PayPal G&S, Local Cash"
| # | thread_id | item_title | asking_price | currency | condition | seller_username |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for User Profiles objects from hardforum.com. All fields typed and schema-versioned.
"username": "OverclockerPro", "join_date": "2011-04-12T00:00:00Z", "message_count": 15420, "reaction_score": 8932, "hardware_signature": "7800X3D | RTX 4090 FE | 64GB DDR5-6000", "custom_title": "[H]ard|Gawd", "last_seen": "2026-05-12T10:15:00Z"
| # | username | join_date | message_count | reaction_score | hardware_signature | custom_title |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Hardware Signatures objects from hardforum.com. All fields typed and schema-versioned.
"username": "OverclockerPro", "cpu_model": "AMD Ryzen 7 7800X3D", "gpu_model": "NVIDIA RTX 4090 Founders Edition", "motherboard": "ASUS ROG Crosshair X670E Hero", "ram_config": "64GB G.Skill Trident Z5 Neo DDR5-6000", "psu": "Corsair AX1600i"
| # | username | cpu_model | gpu_model | motherboard | ram_config | storage_config |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Subforum Metadata objects from hardforum.com. All fields typed and schema-versioned.
"category_name": "Hardware", "subforum_name": "Small Form Factor Systems", "total_threads": 45210, "total_messages": 1205400, "last_post_author": "SFF_Builder", "last_post_title": "NCASE M2 Build Log"
| # | category_name | subforum_name | description | total_threads | total_messages | last_post_date |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Hardforum scraper handles the complexities of XenForo forum architecture: deeply nested quotes, unstructured text signatures, Heatware reputation links, and secondary market pricing data.
Full XenForo thread traversal capturing author details, timestamps, post content, and reaction scores across multi-page megathreads.
Extract asking prices, item conditions, and sold statuses from the For Sale / Trade subforum using custom regex and NLP models.
Maintain the hierarchy of forum arguments. We parse nested XenForo quote blocks into structured JSON arrays to preserve context.
Extract and normalise CPU, GPU, RAM, and motherboard specifications from free-text user signatures.
Automatically extract and resolve Heatware profile links from FS/FT posts to verify seller credibility and transaction history.
Scrape decades of legacy posts migrated from vBulletin to XenForo, preserving historical hardware discussion data.
Filter extraction by specific categories like Video Cards, Processors, Small Form Factor, or Displays to limit scope and reduce noise.
Bypass aggressive anti-bot challenges and rate limits on forum access using residential proxies and automated Turnstile solvers.
Track active megathreads by only pulling new posts appended since the last pipeline run, optimising compute and storage.
Brief in. Clean data out.
Provide subforums, keyword sets, or specific thread URLs. We design the extraction schema together.
We configure XenForo crawlers, residential proxy rotation, and Cloudflare bypass mechanisms for hardforum.com.
Quote parsing checks, signature regex validation, and null-rate detection before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Forum software presents unique extraction challenges. Here is how we stay resilient and why teams choose managed infrastructure over DIY.
Hardforum uses Cloudflare to mitigate scraping. Our crawlers use residential ISP proxies with realistic browser fingerprints and automated Turnstile solving via CapSolver to maintain access without triggering blocks.
Megathreads span hundreds of pages. We track pagination state and post IDs per thread, ensuring we never miss a post during page transitions or when new replies are added mid-crawl.
Forum arguments often feature quotes within quotes. We parse XenForo BBCode and HTML structures to flatten these into readable JSON arrays, linking responses to their original context.
Users list their PC specs in free-text signatures. We apply custom regex rules and NLP categorisation to extract structured hardware models (CPU, GPU, RAM) from unstructured signature blocks.
For active discussion threads, we maintain a hash index of last-seen post IDs. Subsequent runs only pull new replies, reducing downstream processing load and providing a clean changelog.
Secondary market platforms track used GPU and CPU prices in the FS/FT subforum to build depreciation models.
Hardware manufacturers mine organic reviews and troubleshooting threads to gauge sentiment for new product launches.
Enthusiast brands aggregate stable clock speeds, voltages, and thermal metrics reported by extreme overclockers.
Analysts track discussion volume and hype cycles for upcoming tech releases to predict retail demand.
ML teams train technical support LLMs on decades of troubleshooting dialogue and PC building advice.
Marketing teams track mentions of PC hardware brands to identify quality control issues before they escalate.
"Hardforum contains decades of unfiltered hardware enthusiast data and secondary market pricing, but extracting structured signals from XenForo threads requires purpose-built parsing."
Forum software presents unique extraction challenges: deeply nested quotes, unstructured hardware signatures, and aggressive Cloudflare protection. DataFlirt handles the XenForo traversal and anti-bot layers so your engineering team receives clean, queryable hardware data without managing infrastructure.
Everything supported by our hardforum.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.
Custom Scrapy middleware designed specifically for XenForo architecture, handling session state, pagination logic, and BBCode parsing.
Playwright sessions combined with residential proxies and CapSolver to bypass Turnstile challenges without human intervention.
Redis-backed tracking of thread IDs and last-seen post timestamps ensures we only extract and deliver new content on active megathreads.
Data delivered to where your team already works — no new tooling required.
About hardforum.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly accessible threads and market listings is generally permissible. DataFlirt targets only public, non-authenticated discussion data. We do not extract Private Messages (PMs) or attempt to access gated subforums like GenMay.
We parse the underlying HTML and BBCode structures to extract quotes into a nested JSON array. This preserves the conversational context, allowing you to trace which specific post a user is replying to.
Yes. We apply regex patterns and NLP to extract asking prices, currencies, and item conditions from the For Sale / Trade subforum. We also track thread updates to determine when an item is marked as sold.
Hardforum uses Cloudflare for DDoS protection and bot mitigation. We route requests through residential ISP proxies and utilise automated Turnstile solvers via CapSolver to maintain reliable access.
Yes. While signatures are free-text, we use custom regex rules to identify and categorise standard hardware components like CPU models, GPUs, motherboards, and RAM configurations.
No. The GenMay off-topic subforum is hidden behind a login wall and requires an aged account with specific privileges. DataFlirt does not scrape authenticated or gated content.
For active megathreads or the FS/FT market, we can configure pipelines to run hourly. We track the last-seen post ID to ensure we only extract and deliver the differential data.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off archive of the Video Cards subforum or a continuous feed of FS/FT pricing, we scope, build, and operate the pipeline. Tell us what you need.
