We extract medication listings, Rx classifications, pricing signals, AutoShip tiers, and reviews from 1800PetMeds. 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 1800petmeds.com. All fields typed and schema-versioned.
"sku": "10444", "title": "Heartgard Plus Chewables for Dogs", "brand": "Boehringer Ingelheim", "category": "Heartworm Prevention", "animal_type": "Dog", "rx_required": true, "active_ingredients": "['Ivermectin', 'Pyrantel']", "dosage_form": "Chewable"
| # | sku | title | brand | category | animal_type | rx_required |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & AutoShip objects from 1800petmeds.com. All fields typed and schema-versioned.
"sku": "10444", "base_price": 42.99, "list_price": 49.99, "autoship_price": 40.84, "autoship_discount_pct": 5, "sale_badge": "Sale", "in_stock": true, "price_timestamp": "2026-05-12T09:14:00Z"
| # | sku | base_price | list_price | autoship_price | autoship_discount_pct | sale_badge |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews & Ratings objects from 1800petmeds.com. All fields typed and schema-versioned.
"review_id": "REV-993821", "sku": "10444", "rating": 5, "verified_buyer": true, "review_date": "2026-04-18", "helpful_votes": 12, "review_title": "Great heartworm prevention", "pet_type": "Dog", "pet_age": "Senior"
| # | review_id | sku | reviewer_name | rating | review_date | verified_buyer |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Dosage & Variants objects from 1800petmeds.com. All fields typed and schema-versioned.
"parent_sku": "10444", "variant_sku": "10444-51", "dosage_strength": "136 mcg/114 mg", "weight_range": "26-50 lbs", "unit_count": "6 Doses", "price": 42.99, "autoship_price": 40.84, "rx_required": true
| # | parent_sku | variant_sku | dosage_strength | weight_range | unit_count | flavor |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Search Results objects from 1800petmeds.com. All fields typed and schema-versioned.
"keyword": "flea and tick", "position": 1, "sku": "11283", "title": "Bravecto Chews for Dogs", "price": 64.99, "autoship_price": 61.74, "rx_badge": true, "rating": 4.8, "review_count": 4192
| # | keyword | position | sku | title | price | autoship_price |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Our 1800PetMeds scraper handles complex pharmacy categorisation: Rx gating, dosage variants, AutoShip dynamic pricing, and active ingredient mapping — bypassing retail bot protection.
Extract prescription requirements for every SKU, identifying which items require veterinary approval versus over-the-counter availability.
Capture base prices, list prices, and dynamic AutoShip subscription tiers, calculating exact discount percentages per variant.
Map parent-child relationships for weight-based dosages, pill counts, and flavour variations, ensuring price accuracy per unit.
Extract standard active ingredients and concentrations, allowing you to map branded medications to generic equivalents.
Full review text, star ratings, helpful votes, and verified buyer flags — paginated across all product review pages.
Extract target species, age ranges, and breed size recommendations explicitly listed on the product detail page.
Monitor promotional codes, flash sales, and cart-level discounts across the entire catalogue with timestamped precision.
Track out-of-stock statuses, backorder messages, and discontinued SKUs to monitor supply chain constraints.
Extract manufacturer details, brand names, and product line hierarchies for market share analysis.
Brief in. Clean data out.
Provide SKU lists, category URLs, or keyword sets. We design the extraction schema together.
We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for 1800petmeds.com.
Schema validation, null-rate checks, price-outlier detection, and sample reviews before full launch.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Retail bot protection and dynamic state management require more than simple HTTP requests. Here is how we maintain data integrity.
1800PetMeds employs retail bot detection based on TLS fingerprints and IP reputation. Our crawlers use US residential ISP proxies with realistic browser fingerprints and full cookie session management.
AutoShip pricing and variant selection often rely on client-side hydration. We run full Playwright browser sessions to trigger variant selection and capture the exact price rendered to the user.
E-commerce DOM structures change during promotional events. Our selector strategy uses multiple fallback chains per field — CSS selectors, XPath, and JSON-LD structured data — to ensure continuous extraction.
For the full catalogue, we maintain a hash index of last-seen values per field. Subsequent runs only push diffs — reducing compute cost and downstream processing load.
Every run emits structured logs to our observability stack. We alert on null-rate spikes in pricing fields, schema drift, and coverage drops.
Pet pharmacies and veterinary clinics monitor base pricing and AutoShip discounts to adjust their own pricing strategies.
Analysts track product availability, review sentiment, and formulation trends to identify gaps in the pet health market.
Pharmaceutical brands audit 1800PetMeds listings for MAP violations, unauthorised promotions, and accurate product imagery.
Retailers compare their own catalogue against the 1800PetMeds inventory to identify missing brands or dosage variants.
Supply chain teams correlate review velocity and out-of-stock indicators to predict demand for specific active ingredients.
ML teams use structured medication data, active ingredient mappings, and review text to train veterinary recommendation models.
"Veterinary medication pricing is highly dynamic, driven by AutoShip retention models and Rx regulations — extracting this requires a specialised pipeline."
Most teams underestimate retail scraping: reliable 1800PetMeds extraction requires residential proxies, full JavaScript rendering for AutoShip pricing, CAPTCHA handling, and daily selector maintenance. DataFlirt absorbs that complexity so your engineers can focus on the analysis — not the infrastructure.
Everything supported by our 1800petmeds.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.
Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.
We maintain pools of US residential ISP proxies. Rotation happens per-request with sticky sessions where required. IP score monitoring prevents blacklisted pool contamination.
Pipelines run on AWS Lambda (burst) and ECS (sustained). Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About 1800petmeds.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available product, pricing, and review data is generally permissible. DataFlirt extracts only public catalogue information. We do not extract personal user data, bypass authentication walls to access gated prescription histories, or violate privacy regulations. Clients should review terms of service and consult legal counsel for specific use cases.
AutoShip prices are often dynamically rendered based on subscription intervals. We use full Playwright browser sessions to simulate the user journey, capturing the base price, the discounted AutoShip price, and the exact percentage discount applied.
Yes. Veterinary medications are heavily segmented by animal weight (e.g., 1-10 lbs, 11-25 lbs). We extract these as child SKUs linked to a parent product, ensuring you have accurate pricing for every specific dosage tier.
We use US-based residential ISP proxies, realistic browser fingerprints, and randomised request timing modelled on human behaviour. This allows us to access the catalogue reliably without triggering rate limits or blocks.
We can configure pipelines for daily or weekly full-catalogue refreshes. For targeted SKU lists, we can run high-frequency checks to monitor flash sales or promotional code changes.
Yes, we parse the product description and specification tables to extract active ingredients and their concentrations, allowing you to map branded products against generic equivalents.
Our packages start at defined SKU lists or category extractions with weekly delivery. For full catalogue extraction or custom schema requirements, we price based on volume and frequency. Contact us for a scoped quote.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off catalogue dump or continuous price-monitoring across all veterinary SKUs — we scope, build, and operate the pipeline. Tell us what you need.
