We extract product listings, pricing signals, veterinary prescription flags, stock status, and reviews from medpets.nl. 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 Product Listings objects from medpets.nl. All fields typed and schema-versioned.
"product_id": "MP-8492", "ean": "8711231123456", "title": "Royal Canin Veterinary Diet Gastrointestinal Dog", "brand": "Royal Canin", "animal_type": "Dog", "price": 64.95, "stock_status": "In Stock", "prescription_required": false
| # | product_id | ean | title | brand | category | animal_type |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & Offers objects from medpets.nl. All fields typed and schema-versioned.
"product_id": "MP-8492", "variant_id": "V-15KG", "weight_volume": "15 kg", "current_price": 64.95, "original_price": 72.5, "discount_pct": 10, "price_per_kg": 4.33, "price_timestamp": "2026-05-12T09:14:00Z", "currency": "EUR"
| # | product_id | variant_id | weight_volume | current_price | original_price | discount_pct |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews & Ratings objects from medpets.nl. All fields typed and schema-versioned.
"review_id": "REV-99231", "product_id": "MP-8492", "rating": 5, "author": "Jan de Vries", "review_date": "2026-04-18", "review_text": "Perfect for my Labrador's sensitive stomach.", "helpful_votes": 12, "verified_purchase": true
| # | review_id | product_id | rating | author | review_date | review_text |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Medical & Dosage objects from medpets.nl. All fields typed and schema-versioned.
"product_id": "MP-4122", "active_substance": "Fipronil 134 mg", "dosage_instructions": "1 pipette per dog weighing 10-20 kg", "target_species": "Dog", "administration_route": "Spot-on use", "storage_conditions": "Store below 30 degrees Celsius", "prescription_required": false
| # | product_id | active_substance | dosage_instructions | contraindications | side_effects | storage_conditions |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Categories & Taxonomy objects from medpets.nl. All fields typed and schema-versioned.
"category_id": "CAT-204", "parent_category": "Dogs > Medical Diets", "category_name": "Stomach & Intestines", "url": "/honden/medische-voeding/maag-darmen/", "animal_type": "Dog", "health_condition": "Digestion", "product_count": 142, "scraped_at": "2026-05-12T09:14:33Z"
| # | category_id | parent_category | category_name | url | product_count | animal_type |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our Medpets scraper handles the complexities of veterinary eCommerce: dynamic volume discounts, complex variant mapping, prescription flags, and medical leaflet extraction.
Title, brand, descriptions, EAN codes, and every metadata field Medpets surfaces, scraped at the variant level.
Capture base price, promotional discounts, and complex multi-buy tiers (e.g., buy 3 for 5% off) timestamped per crawl.
Identify products requiring veterinary prescriptions (receptplichtig) alongside active substance and dosage information.
Full review text, star ratings, helpful vote counts, and verified purchase flags paginated across all product reviews.
Monitor precise stock indicators and estimated delivery timelines for every product variant.
Extract structured analytical constituents, composition, and nutritional additives from pet food listings.
Normalised price-per-kg or price-per-litre metrics to enable direct competitor benchmarking.
Run pipelines at daily cadences with hash-based diffing to emit only changed prices or stock statuses.
Adaptable for medpets.nl, medpets.be, medpets.de, and medpets.fr to track cross-border pricing strategies.
Brief in. Clean data out.
Provide target categories, brands, or search terms. We design the extraction schema tailored to your analytical needs.
We configure Scrapy and Playwright crawlers, proxy rotation, and session management specific to Medpets infrastructure.
Schema validation, null-rate checks, and price anomaly detection before full pipeline activation.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on an agreed schedule.
Extracting clean data from veterinary platforms requires handling dynamic variant state and strict bot mitigation. Here is how we build resilience.
Medpets product pages often contain multiple variants (e.g., 2kg, 7kg, 12kg bags) that dynamically alter the DOM, price, and stock status via JavaScript. We execute full browser sessions to trigger these state changes and capture accurate variant-level data.
To bypass rate limits and WAF protections, our crawlers utilise residential ISP proxies located in the Netherlands and Belgium, mimicking legitimate user traffic patterns and browser fingerprints.
Veterinary medicines have different page structures compared to standard pet food or toys. Our extraction logic uses conditional fallback chains to ensure structured output regardless of the product category.
We maintain a state index of the Medpets catalogue. Subsequent runs only export records where price, stock, or promotions have changed, minimising downstream processing costs.
Every pipeline run is monitored for null-rate spikes in critical fields like price and EAN. If a site layout change breaks a selector, our alerting system halts delivery and flags our engineering team.
Pet supply retailers track Medpets pricing strategies, volume discounts, and promotional periods to optimise their own margins.
Brands and distributors monitor category depth, new product introductions, and out-of-stock rates across the Benelux market.
Analysts track the availability and pricing of specific active substances and prescription medicines in the digital pharmacy space.
Manufacturers audit product listings to ensure correct imagery, accurate nutritional information, and MAP compliance.
Supply chain teams correlate review velocity and stock indicators to estimate sales volume for specific pet care categories.
Machine learning teams use the structured corpus of symptoms, diets, and product descriptions to train pet-care recommendation models.
"Medpets.nl holds the most structured corpus of veterinary and pet supply pricing in the Benelux region, but extracting it requires navigating complex product hierarchies and medical flags."
Most teams underestimate the nuances of veterinary eCommerce scraping. Handling dynamic volume discounts, identifying prescription-only medicine flags, and mapping complex weight-based variants requires specialised logic. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.
Everything supported by our medpets.nl 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 and variant state changes.
We maintain pools of residential ISP proxies across European regions to ensure high success rates and avoid IP bans.
Pipelines run on AWS infrastructure managed by Airflow, ensuring strict SLA adherence and reliable data delivery.
Data delivered to where your team already works — no new tooling required.
About medpets.nl scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available product, pricing, and stock information is generally permissible. DataFlirt targets only public, non-authenticated data. We do not extract personal user data or private veterinary consultations.
We use residential ISP proxies from the Netherlands and Belgium, combined with Playwright browser sessions that simulate human request timing and realistic TLS fingerprints.
Yes. We specifically target the medical information tabs to extract active substances, dosage instructions, contraindications, and target species for veterinary products.
Yes. Medpets frequently uses tiered pricing based on quantity. Our scraper captures these tiers as structured arrays within the pricing payload.
We can configure pipelines to run daily, capturing the entire catalogue within a few hours to ensure your pricing intelligence is ready for morning analysis.
Our minimum engagement typically starts with a defined category set or full catalogue extraction delivered weekly. Contact us for a specific volume-based quote.
Yes. We provide a sample run of up to 500 products so you can validate the schema, field completeness, and data accuracy before committing to a contract.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off product catalogue dump or a continuous price-monitoring feed, we scope, build, and operate the pipeline. Tell us what you need.
