SYSTEM all green source ebuyer.com queue 12,408 pages p99 latency 185ms dataflirt.com · scraper/ebuyer-com
RUN · 42 active pipelines · ebuyer.com live

Ebuyer IT hardware data,
at warehouse scale.

We extract server specifications, PC component listings, pricing signals, stock availability, and review metrics from Ebuyer. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake.

Products extracted
84K /run
Price updates
312K /24h
Review records
145K /run
Active pipelines
42
Uptime
99.98%
Data Dictionary

Every field we extract from ebuyer.com

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

Complete list of extractable fields for IT Components objects from ebuyer.com. All fields typed and schema-versioned.

qf_codempntitlebrandcategoryprice_inc_vatprice_ex_vatstock_statusdelivery_datespecsratingreview_count
it_components
● 200 OK
"qf_code": "1140231",
"mpn": "BX8071513900K",
"title": "Intel Core i9 13900K 24 Core Processor",
"brand": "Intel",
"price_inc_vat": 549.98,
"stock_status": "In Stock",
"rating": 4.8
# qf_codempntitlebrandcategoryprice_inc_vat
1
2
3

Complete list of extractable fields for Pricing & Stock objects from ebuyer.com. All fields typed and schema-versioned.

qf_codeprice_inc_vatprice_ex_vatrrpdiscount_pctstock_levelstock_statusnext_day_delivery_cutoffpromotions
pricing_& stock
● 200 OK
"qf_code": "1140231",
"price_inc_vat": 549.98,
"price_ex_vat": 458.32,
"discount_pct": 12,
"stock_status": "In Stock",
"next_day_delivery_cutoff": "2023-11-01T20:00:00Z"
# qf_codeprice_inc_vatprice_ex_vatrrpdiscount_pctstock_level
1
2
3

Complete list of extractable fields for Specifications objects from ebuyer.com. All fields typed and schema-versioned.

qf_codeform_factorsocket_typecore_countthread_countbase_clockboost_clocktdpcache_sizememory_support
specifications
● 200 OK
"qf_code": "1140231",
"socket_type": "LGA 1700",
"core_count": 24,
"thread_count": 32,
"base_clock": "3.0GHz",
"tdp": "125W"
# qf_codeform_factorsocket_typecore_countthread_countbase_clock
1
2
3

Complete list of extractable fields for Reviews objects from ebuyer.com. All fields typed and schema-versioned.

review_idqf_codeauthorratingdatetitlebodyverified_buyerhelpful_votes
reviews
● 200 OK
"review_id": "REV-99231",
"qf_code": "1140231",
"rating": 5,
"title": "Absolute beast of a CPU",
"verified_buyer": true,
"helpful_votes": 14
# review_idqf_codeauthorratingdatetitle
1
2
3

Complete list of extractable fields for Search Results objects from ebuyer.com. All fields typed and schema-versioned.

keywordpositionqf_codetitleprice_inc_vatratingreview_countsponsoredscraped_at
search_results
● 200 OK
"keyword": "rtx 4090",
"position": 1,
"qf_code": "1284912",
"sponsored": false,
"price_inc_vat": 1699.99,
"scraped_at": "2023-10-25T14:30:00Z"
# keywordpositionqf_codetitleprice_inc_vatrating
1
2
3

Capabilities

Everything you need from Ebuyer — nothing you don't

Our Ebuyer scraper handles the complexities of hardware retail: deep specification tables, inc-VAT and ex-VAT pricing, stock availability timers, and category taxonomies.

Full Hardware Catalogue Extraction

Capture MPNs, Ebuyer QF codes, titles, and deep technical specifications across all IT categories.

Real-Time Pricing & VAT

Extract both ex-VAT and inc-VAT pricing, tracking daily fluctuations and clearance discounts.

Stock Depth Monitoring

Monitor inventory availability, out-of-stock flags, and next-day delivery cutoff times.

Deep Component Specifications

Parse complex HTML tables for CPU sockets, RAM timings, server chassis dimensions, and port configurations.

Review & Rating Mining

Extract verified buyer reviews, star ratings, and helpful vote counts to gauge hardware reliability.

Clearance & Ex-Display Tracking

Monitor the Ebuyer clearance section for refurbished hardware and ex-display bargains.

SERP Position Tracking

Track organic ranking for specific hardware queries and monitor competitor visibility.

B2B vs B2C Price Diffing

Compare standard retail pricing against public business-tier discounts where visible.

Scheduled Diffs

Run daily pipelines that only output changed prices or stock statuses, saving compute and storage.

// engagement pipeline

From QF code list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide QF codes, category URLs, or keyword sets. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, and session management for ebuyer.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and sample data review before full launch.

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

How our Ebuyer pipeline handles the hard parts

Hardware retail sites present unique scraping challenges. Here is how we maintain data integrity across thousands of complex component listings.

pipeline-monitor · ebuyer.com · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
Taxonomy traversal
Handling deep category trees

Ebuyer categorises hardware down to specific socket types and form factors. We traverse these complex taxonomy trees without missing nested sub-categories.

Data structuring
Specification table normalisation

Hardware specs are presented in inconsistent HTML tables. Our pipeline parses and normalises these into strict JSON key-value pairs.

JavaScript rendering
Dynamic stock and delivery updates

Stock levels and delivery countdowns rely on client-side scripts. We use Playwright to execute these scripts and capture the true inventory state.

Anti-bot layer
Anti-bot evasion

Ebuyer uses standard bot protection heuristics. We deploy residential IP rotation and TLS fingerprint spoofing to maintain uninterrupted access.

Identifier mapping
QF Code and MPN alignment

We index products by Ebuyer's internal QF codes alongside manufacturer part numbers (MPNs) to ensure exact matching with your internal hardware databases.

Applications

Who uses Ebuyer data — and how

Teams across industries use ebuyer.com data to build competitive products and smarter operations.

01
Competitor Price Monitoring

IT retailers track Ebuyer's pricing on CPUs, GPUs, and servers to adjust their own margins dynamically.

02
Hardware Procurement

Enterprise IT buyers monitor server and networking component availability to time bulk purchases.

03
Market Share Analysis

Hardware manufacturers track category visibility, review volumes, and stock availability for their own SKUs versus competitors.

04
Refurbished Hardware Arbitrage

System integrators monitor the clearance and ex-display sections for discounted components to build high-margin rigs.

05
Demand Forecasting

Analysts correlate review velocity and out-of-stock frequency to estimate sales volume for specific hardware lines.

06
Product Catalogue Enrichment

New IT vendors scrape technical specifications to populate their own eCommerce databases with accurate MPNs and hardware details.

Why DataFlirt

"Ebuyer holds one of the most comprehensive IT hardware catalogues in the UK. Accessing that specification and pricing data programmatically is critical for competitive intelligence."

Building a reliable scraper for hardware retailers requires parsing deeply nested specification tables, managing residential proxy rotation to avoid blocks, and tracking both inc-VAT and ex-VAT pricing. DataFlirt manages this infrastructure entirely, delivering structured component data directly to your warehouse.

Technical Spec

Ebuyer scraper — technical capabilities

Everything supported by our ebuyer.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Playwright sessions for dynamic stock and delivery timers
Supported
Residential proxy rotation
ISP-grade UK residential IPs to bypass rate limits
Supported
Ex-VAT & Inc-VAT pricing
Capture both price points natively
Supported
Specification parsing
Normalise HTML spec tables into JSON objects
Supported
Clearance tracking
Monitor refurbished and ex-display inventory
Supported
QF Code & MPN indexing
Primary keys mapped to manufacturer part numbers
Supported
Change detection
Hash-based diffs for price and stock updates
Supported
Ebuyer Business accounts
Gated pricing requiring a verified B2B login
Partial
User cart & checkout flow
Automated purchasing or cart manipulation
Partial
Infrastructure

Infrastructure powering the Ebuyer pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across UK regions. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Newline-delimited or nested — schema versioned per run
CSV
Flat file with typed columns
XLS
Excel format for non-technical teams
Parquet
Columnar format for data warehouses
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record for real-time downstream processing
API
REST endpoint to query your extracted data
BigQuery
Streamed directly into your dataset
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About ebuyer.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Ebuyer legal?

Scraping public product listings, specifications, and pricing from Ebuyer is generally permissible. We do not scrape behind authentication walls or extract personal user data.

Can you extract both ex-VAT and inc-VAT prices?

Yes. Our pipeline captures both pricing structures, along with RRP and current discount percentages.

How do you handle Ebuyer's specification tables?

Hardware specifications vary wildly between CPUs and monitors. We parse the raw HTML tables and normalise the outputs into structured JSON key-value pairs.

Do you track Ebuyer QF codes?

Yes. Every record is indexed by Ebuyer's proprietary QF code as well as the universal Manufacturer Part Number (MPN).

Can you monitor the clearance section?

Yes. We can configure specific pipelines to monitor ex-display, open-box, and refurbished items for rapid price drops.

How fresh is the stock availability data?

We can run inventory checks at hourly cadences for specific high-value SKUs, ensuring you have accurate out-of-stock and delivery cutoff signals.

$ dataflirt scope --new-project --source=ebuyer.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off component catalogue dump or a continuous price-monitoring feed across 50,000 SKUs — we scope, build, and operate the pipeline. Tell us what you need.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
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