SYSTEM all green source moemax.de queue 11,492 pages p99 latency 184ms dataflirt.com · scraper/moemax-de
RUN : 14 active pipelines : moemax.de live

Moemax data,
structured for scale.

We extract product listings, technical specifications, local branch availability, and promotional pricing from moemax.de. Delivered as clean JSON, CSV, or Parquet to your data warehouse.

Products extracted
84K /run
Price updates
12K /24h
Store availabilities
450K /run
Active pipelines
14
Uptime
99.96%
Data Dictionary

Every field we extract from moemax.de

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 moemax.de. All fields typed and schema-versioned.

skutitlebrandcategorysub_categorypricelist_pricecurrencymaterialcolourenergy_classimage_urlspage_url
product_listings
● 200 OK
"sku": "002528001201",
"title": "Ecksofa in Grau",
"brand": "Bessagi Home",
"category": "Wohnzimmer",
"price": 499.0,
"currency": "EUR",
"colour": "Grau",
"material": "Textil"
# skutitlebrandcategorysub_categoryprice
1
2
3

Complete list of extractable fields for Pricing & Promotions objects from moemax.de. All fields typed and schema-versioned.

skucurrent_priceoriginal_pricediscount_pctpromotion_namevalid_untilonline_exclusivevat_includedcurrency
pricing_& promotions
● 200 OK
"sku": "002528001201",
"current_price": 499.0,
"original_price": 699.0,
"discount_pct": 28.6,
"promotion_name": "Sale %",
"online_exclusive": false,
"vat_included": true
# skucurrent_priceoriginal_pricediscount_pctpromotion_namevalid_until
1
2
3

Complete list of extractable fields for Store Availability objects from moemax.de. All fields typed and schema-versioned.

skustore_idstore_namezip_codestock_levelpickup_availablepickup_time_daysdisplay_item_availablelast_checked
store_availability
● 200 OK
"sku": "002528001201",
"store_id": "M01",
"store_name": "Moemax Muenchen",
"zip_code": "80331",
"stock_level": 4,
"pickup_available": true,
"pickup_time_days": 1
# skustore_idstore_namezip_codestock_levelpickup_available
1
2
3

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

skuwidth_cmheight_cmdepth_cmweight_kgmaterial_primaryassembly_requiredcare_instructionsmax_load_kg
specifications
● 200 OK
"sku": "002528001201",
"width_cm": 240.0,
"height_cm": 85.0,
"depth_cm": 160.0,
"assembly_required": true,
"material_primary": "Polyester",
"max_load_kg": 300.0
# skuwidth_cmheight_cmdepth_cmweight_kgmaterial_primary
1
2
3

Complete list of extractable fields for Delivery & Logistics objects from moemax.de. All fields typed and schema-versioned.

skudelivery_availabledelivery_costestimated_days_minestimated_days_maxsupplier_directpackage_counttotal_weightforwarding_agency
delivery_& logistics
● 200 OK
"sku": "002528001201",
"delivery_available": true,
"delivery_cost": 49.9,
"estimated_days_min": 14,
"estimated_days_max": 21,
"package_count": 3,
"forwarding_agency": true
# skudelivery_availabledelivery_costestimated_days_minestimated_days_maxsupplier_direct
1
2
3

Capabilities

Extract Moemax data without the maintenance overhead

Our Moemax scraper targets the specific complexities of furniture retail data: local branch stock levels, detailed dimension attributes, and complex promotional pricing structures.

Full Catalogue Extraction

Extract every SKU across all categories. Capture titles, descriptions, image URLs, and brand associations.

Technical Specifications

Parse detailed dimensions, materials, care instructions, and energy efficiency classes into structured data types.

Local Branch Availability

Iterate over local store IDs to capture precise stock levels, click-and-collect availability, and local display models.

Promotional Pricing

Track base prices, discount percentages, Mia Card exclusive pricing, and time-limited promotional campaigns.

Logistics & Delivery Data

Capture delivery costs, estimated shipping windows, forwarding agency requirements, and package counts.

Variant Mapping

Link colour and size variations to parent products, ensuring all permutations are captured accurately.

Change Detection

Run continuous pipelines that only emit records when prices, stock levels, or delivery times change.

Anti-Bot Circumvention

Bypass rate limits and IP blocks using residential proxy rotation and automated session management.

Schema Normalisation

Convert irregular text descriptions and mixed dimension formats into clean, normalised numerical fields.

// engagement pipeline

From target category to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Specify target categories, required store locations for stock data, and delivery frequency.

Pipeline Build
d 2–4

We configure crawlers to handle Moemax pagination, cookie consent, and local store session states.

Validation & QA
d 4–6

We monitor null rates for critical fields like price and dimensions before pushing to production.

Delivery
ongoing

Clean JSON, CSV, or Parquet delivered to your S3 bucket or data warehouse on schedule.

Under the hood

Overcoming Moemax extraction challenges

Furniture retail sites rely heavily on dynamic frontend rendering and location-based session states. We handle the infrastructure so you get clean data.

pipeline-monitor · moemax.de · 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
Dynamic Rendering
Playwright execution for SPA navigation

Moemax uses a modern frontend architecture where product details and stock levels load dynamically. We use Playwright to execute JavaScript, ensuring all asynchronous data is captured.

Location State
Branch-specific cookie management

Extracting local stock requires setting and maintaining specific store cookies per request. Our pipeline manages these session states automatically across thousands of SKUs.

Rate Limiting
German residential proxies

To avoid IP bans and ensure accurate regional pricing, we route all requests through high-quality German residential proxies with automated rotation.

Data Cleaning
Dimension normalisation

Furniture dimensions often appear in unstructured text blocks. We parse and normalise width, height, and depth into structured numerical fields for immediate analysis.

Pipeline Monitoring
Automated anomaly detection

Site updates can break selectors. We monitor extraction yields in real time and automatically alert our engineering team if field coverage drops below defined thresholds.

Applications

Who uses Moemax data

Teams across industries use moemax.de data to build competitive products and smarter operations.

01
Competitor Price Monitoring

Furniture retailers track Moemax pricing and promotional campaigns to adjust their own pricing strategies dynamically.

02
Market Research

Analysts monitor category expansion, material trends, and colour popularity within the European furniture market.

03
Inventory Planning

Suppliers and competitors analyse out-of-stock rates across local branches to identify supply chain vulnerabilities.

04
Affiliate Marketing

Publishers extract product catalogues to populate comparison sites with accurate pricing and delivery timelines.

05
Logistics Optimisation

Delivery networks analyse package counts, weights, and estimated delivery times to benchmark industry standards.

06
Product Catalogue Enrichment

Marketplaces use structured specification data to enrich their own product listings and improve search filtering.

Why DataFlirt

"Furniture retail data requires precision. Dimensions, local stock, and delivery timelines are critical signals that demand structured extraction."

Scraping Moemax requires managing local store cookies, executing JavaScript for dynamic pricing, and parsing unstructured technical specifications. DataFlirt manages these complexities, delivering clean, query-ready data directly to your warehouse.

Technical Spec

Moemax scraper technical specifications

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

JavaScript rendering
Required for dynamic pricing and stock availability widgets
Supported
Local store availability
Iterates through branch IDs to extract specific stock levels
Supported
Promotional pricing
Captures standard discounts and campaign-specific pricing
Supported
Dimension parsing
Converts text descriptions into structured numerical fields
Supported
Variant mapping
Links colour and size variations to base product SKUs
Supported
Image extraction
Captures high-resolution image URLs for all product angles
Supported
User purchase history
Requires authenticated user session and violates privacy policies
Partial
Personal wishlists
Gated behind user authentication walls
Partial
Infrastructure

Infrastructure powering the Moemax pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusBigQuerySnowflake
Scrapy & Playwright

Scrapy handles the orchestration and deduplication, while Playwright executes JavaScript to render dynamic stock and pricing widgets.

Residential Proxy Infrastructure

We use German residential proxies to bypass regional blocks and ensure accurate local pricing and availability data.

Cloud-Native Orchestration

Pipelines run on AWS infrastructure, orchestrated by Airflow for reliable scheduling and automated retry logic.

Output & Delivery

Your data, your destination

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

JSON
Nested structures ideal for complex product variants
CSV
Flat files suitable for quick spreadsheet analysis
XLS
Excel compatible format for business users
Parquet
Columnar format optimised for data warehouse ingestion
AWS S3
Direct bucket delivery for automated downstream processing
Webhook
HTTP POST delivery for real-time price drop alerts
API
RESTful endpoints for on-demand data retrieval
BigQuery
Direct streaming into Google Cloud data warehouses
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About moemax.de scraping, legality, and pipeline operations.

Ask us directly →
Can you extract stock levels for specific Moemax branches?

Yes. We configure the pipeline to iterate through specified branch IDs, setting the appropriate session cookies to capture local stock levels and click-and-collect availability.

How do you handle product variations like colour and size?

Our scraper maps all available variants to the parent SKU, ensuring that pricing, stock, and image URLs are accurate for every specific permutation.

Do you extract technical specifications like dimensions and materials?

Yes. We extract the specification tables and parse unstructured text to provide clean numerical fields for dimensions and categorical fields for materials and energy classes.

How frequently can the data be updated?

We support daily, weekly, or custom schedules. For critical pricing and stock monitoring, we can configure high-frequency runs on a subset of target SKUs.

Do you capture promotional pricing and campaign details?

Yes. The pipeline extracts base prices, discounted prices, discount percentages, and specific campaign tags associated with the product.

Can I receive only the products that have changed in price?

Yes. We implement change detection diffing, meaning your delivery payload can be configured to only include records where pricing or stock status has changed since the last run.

$ dataflirt scope --new-project --source=moemax.de ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Stop managing proxies and fixing broken selectors. Tell us your target categories and data requirements, and we will build and maintain the pipeline.

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