SYSTEM all green source dustin.se queue 12,841 pages p99 latency 189ms dataflirt.com · scraper/dustin-se
RUN - 41 active pipelines - dustin.se live

Nordic IT hardware data,
at warehouse scale.

We extract product catalogues, B2B pricing signals, stock availability, and technical specifications from Dustin.se. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
185K /day
Price updates
412K /24h
Stock checks
89K /run
Active pipelines
41
Uptime
99.98%
Data Dictionary

Every field we extract from dustin.se

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

Complete list of extractable fields for Product Listings objects from dustin.se. All fields typed and schema-versioned.

skumpneantitlebrandcategoryprice_ex_vatprice_inc_vatstock_statusdelivery_timewarranty_monthsimage_urlsproduct_url
product_listings
● 200 OK
"sku": "5011319245",
"mpn": "21A00049MX",
"ean": "0196801554231",
"title": "Lenovo ThinkPad P16s Gen 1",
"brand": "Lenovo",
"price_ex_vat": 14995.0,
"stock_status": "In stock",
"delivery_time": "1-2 days"
# skumpneantitlebrandcategory
1
2
3

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

skuprice_ex_vatprice_inc_vatlist_pricediscount_pctcampaign_badgevolume_tiersstock_quantitywarehouse_locationcurrencyscraped_at
pricing_& stock
● 200 OK
"sku": "5011319245",
"price_ex_vat": 14995.0,
"list_price": 17495.0,
"discount_pct": 14,
"campaign_badge": "Weekly Deal",
"stock_quantity": 42,
"currency": "SEK",
"scraped_at": "2026-05-12T09:14:00Z"
# skuprice_ex_vatprice_inc_vatlist_pricediscount_pctcampaign_badge
1
2
3

Complete list of extractable fields for Technical Specs objects from dustin.se. All fields typed and schema-versioned.

skuprocessor_familyram_gbstorage_gbstorage_typedisplay_sizedisplay_resolutionosweight_kginterfaceschassis_type
technical_specs
● 200 OK
"sku": "5011319245",
"processor_family": "Intel Core i7",
"ram_gb": 16,
"storage_gb": 512,
"storage_type": "SSD",
"display_size": 16.0,
"display_resolution": "1920 x 1200",
"os": "Windows 11 Pro"
# skuprocessor_familyram_gbstorage_gbstorage_typedisplay_size
1
2
3

Complete list of extractable fields for Categories & Taxonomy objects from dustin.se. All fields typed and schema-versioned.

category_idl1_categoryl2_categoryl3_categoryurlproduct_countparent_idbreadcrumb
categories_& taxonomy
● 200 OK
"category_id": "cat_10293",
"l1_category": "Computers & Tablets",
"l2_category": "Laptops",
"l3_category": "Workstations",
"product_count": 412,
"breadcrumb": "Computers & Tablets > Laptops > Workstations"
# category_idl1_categoryl2_categoryl3_categoryurlproduct_count
1
2
3

Complete list of extractable fields for Accessories & Related objects from dustin.se. All fields typed and schema-versioned.

main_skuaccessory_skurelation_typetitleprice_ex_vatstock_statusbundle_discountrequired_accessory
accessories_& related
● 200 OK
"main_sku": "5011319245",
"accessory_sku": "5011284732",
"relation_type": "Docking Station",
"title": "Lenovo ThinkPad Universal USB-C Dock",
"price_ex_vat": 1895.0,
"stock_status": "In stock",
"required_accessory": false
# main_skuaccessory_skurelation_typetitleprice_ex_vatstock_status
1
2
3

Capabilities

Deep IT hardware data extraction

Our Dustin.se scraper handles complex B2B catalogues: dynamic VAT toggles, paginated technical specifications, real-time stock depth, and accessory mapping - all managed via resilient infrastructure.

B2B vs B2C Pricing

Extract both Ex-VAT (B2B) and Inc-VAT (B2C) pricing models simultaneously, including volume discount tiers.

Deep Technical Specifications

Capture processor models, RAM configurations, interface ports, and physical dimensions mapped to structured JSON keys.

MPN & EAN Matching

Extract Manufacturer Part Numbers (MPN) and EAN codes for exact cross-referencing with other distributors.

Real-Time Stock Intelligence

Monitor stock availability flags, exact warehouse quantities, and estimated delivery lead times.

Accessory & Bundle Mapping

Extract recommended accessories, compatible docking stations, and service warranties linked to the primary SKU.

Campaign & Discount Tracking

Identify active promotional badges, clearance items, and exact discount percentages across the catalogue.

Nordic Market Support

Extract data across Dustin's regional domains (Sweden, Norway, Denmark, Finland) with local currency normalisation.

Change Detection

Receive only delta updates for pricing and stock changes, reducing processing overhead on your data warehouse.

High-Frequency Scheduling

Configure hourly stock checks for critical SKUs or daily full-catalogue refreshes based on your procurement needs.

// engagement pipeline

From IT catalogue to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target categories, brand filters, or specific SKU lists. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Playwright crawlers, regional proxies, session management, and specification parsers for dustin.se.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and EAN format validation before full launch.

Delivery
ongoing

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

Under the hood

How our Dustin.se pipeline handles the hard parts

IT distributors employ strict rate limiting and complex DOM structures. Here is how we ensure reliable data delivery.

pipeline-monitor · dustin.se · 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
SPA Rendering
Full Playwright execution for dynamic content

Dustin.se relies heavily on client-side rendering for pricing, stock updates, and accessory loading. We run full Playwright browser sessions to ensure dynamic widgets hydrate completely before extraction.

Session Toggles
Managing B2B and B2C state

Pricing changes entirely based on the B2B/B2C toggle state. Our crawlers manage explicit cookie sessions to ensure we capture the correct VAT configuration and business-specific volume tiers without data contamination.

Rate Limiting
Nordic residential proxy rotation

Aggressive scraping triggers IP bans and CAPTCHAs. We route requests through Swedish and Nordic residential proxies with human-like delay jitter to maintain continuous access to the catalogue.

Schema Stability
Resilient technical specification parsing

IT hardware specs vary wildly between laptops and servers. We use dynamic key-value extraction logic to normalise technical specification tables into consistent JSON structures, regardless of product category.

Change Detection
Delta exports for stock volatility

Stock levels change by the minute. Our hashing engine compares current runs against historical state, outputting only SKUs where pricing or stock depth has shifted since the last crawl.

Applications

Who uses Dustin.se data - and how

Teams across industries use dustin.se data to build competitive products and smarter operations.

01
B2B Price Intelligence

IT hardware resellers monitor Dustin's B2B pricing to adjust their own margins and maintain competitive positioning.

02
Procurement Benchmarking

Enterprise procurement teams track historical pricing on standard hardware configurations to negotiate better enterprise contracts.

03
Channel Monitoring

Hardware manufacturers (OEMs) audit Dustin.se to ensure compliance with Minimum Advertised Price (MAP) agreements.

04
Stock Forecasting

Distributors track stock depth indicators across key categories to anticipate supply chain shortages and adjust inventory.

05
Assortment Planning

Retailers analyse Dustin's category taxonomy and new product introductions to identify gaps in their own IT hardware offerings.

06
Competitor Analysis

Market analysts track campaign frequency, discount depth, and brand prominence to evaluate Nordic IT retail trends.

Why DataFlirt

"Dustin.se holds the definitive catalogue for Nordic IT procurement, but extracting normalised B2B pricing and deep specs requires dedicated infrastructure."

Most teams underestimate the complexity of scraping IT hardware catalogues. Handling B2B versus B2C price toggles, paginated specification tables, and real-time stock indicators requires full browser rendering and session management. DataFlirt absorbs this complexity so your procurement and pricing teams can focus on analysis.

Technical Spec

Dustin.se scraper - technical capabilities

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

JavaScript rendering
Full Playwright sessions required for stock widgets and dynamic pricing
Supported
B2B / B2C toggling
Session management to capture both Ex-VAT and Inc-VAT pricing
Supported
MPN & EAN extraction
Capture manufacturer part numbers and barcodes for exact matching
Supported
Technical specifications
Dynamic key-value parsing for complex hardware attributes
Supported
Volume pricing tiers
Extract bulk discount structures for B2B customers
Supported
Change detection
Hash-based diffs to output only changed pricing or stock levels
Supported
Nordic proxy rotation
Localised IP addresses for SE, NO, DK, and FI domains
Supported
Logged-in contract pricing
Customer-specific negotiated pricing requiring account credentials
Partial
Customer purchase history
Historical order data tied to specific user accounts
Partial
Infrastructure

Infrastructure powering the Dustin.se 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 and deduplication. Playwright handles JavaScript rendering, VAT toggles, and interaction flows. Combined via scrapy-playwright middleware.

Nordic Proxy Infrastructure

We maintain pools of residential ISP proxies across Sweden, Norway, Denmark, and Finland. Rotation happens per-request to avoid rate limits.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. 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 - Excel/Sheets compatible
XLS
Standard Excel format for procurement teams
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery - compatible with any data lake
Webhook
HTTP POST per record for real-time stock alerts
API
REST endpoints to query latest extracted catalogue data
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About dustin.se scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Dustin.se legal?

Scraping publicly available pricing and product information from Dustin.se is generally permissible under applicable law for non-copyrighted factual data. DataFlirt targets only public, non-authenticated catalogue data. We do not extract personal data or circumvent authentication walls. Clients should consult legal counsel for specific commercial use cases.

How do you handle Dustin's anti-bot systems?

We use regional residential ISP proxies, full Playwright browser sessions, and request timing modelled on human behaviour. We monitor for rate limiting in real time and trigger IP rotation automatically.

Can you extract both B2B and B2C pricing?

Yes. Our pipeline manages distinct session states to capture both Ex-VAT (B2B) and Inc-VAT (B2C) pricing simultaneously, alongside any volume-based discount tiers.

How frequently can you check stock levels?

For targeted SKU lists, we can configure hourly stock checks. Full catalogue refreshes typically run on a daily cadence. We use change detection to deliver only the SKUs where stock status has changed.

Do you support logged-in contract pricing?

No. DataFlirt extracts public catalogue pricing only. We do not handle authenticated sessions for customer-specific negotiated contract pricing.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 500 SKUs or specific categories as part of the pre-engagement scoping process so you can validate schema fit and data quality.

$ dataflirt scope --new-project --source=dustin.se 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 catalogue dump or a continuous price-monitoring feed across 100K 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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