SYSTEM all green source petcarerx.com queue 14,892 pages p99 latency 185ms dataflirt.com · scraper/petcarerx-com
RUN · 42 active pipelines · petcarerx.com live

PetCareRx data,
at warehouse scale.

We extract prescription pricing, OTC pet supplies, ingredient lists, brand catalogues, and customer reviews from PetCareRx. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
48K /day
Price updates
112K /24h
Review records
34K /run
Active pipelines
42
Uptime
99.98%
Data Dictionary

Every field we extract from petcarerx.com

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

Complete list of extractable fields for Prescription Medications objects from petcarerx.com. All fields typed and schema-versioned.

product_idtitlebrandpet_typemedication_typedosage_formstrengthrx_requiredpriceauto_ship_pricestock_statusdescription
prescription_medications
● 200 OK
"product_id": "RX-8492",
"title": "Heartgard Plus Chewables for Dogs",
"brand": "Heartgard",
"pet_type": "Dog",
"rx_required": true,
"price": 45.99,
"auto_ship_price": 41.39
# product_idtitlebrandpet_typemedication_typedosage_form
1
2
3

Complete list of extractable fields for OTC Supplies & Food objects from petcarerx.com. All fields typed and schema-versioned.

product_idtitlebrandcategorysub_categorylife_stageflavourweight_optionspricediscount_pctstock_statusingredients
otc_supplies & food
● 200 OK
"product_id": "OTC-1102",
"title": "Purina Pro Plan Sensitive Skin & Stomach",
"brand": "Purina",
"category": "Food",
"life_stage": "Adult",
"price": 68.98,
"stock_status": "In Stock"
# product_idtitlebrandcategorysub_categorylife_stage
1
2
3

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

product_idcurrent_pricelist_priceauto_ship_priceauto_ship_discount_pctcoupon_eligiblecoupon_codeshipping_costpoints_earnedpoints_value
pricing_& offers
● 200 OK
"product_id": "RX-8492",
"current_price": 45.99,
"list_price": 52.0,
"auto_ship_price": 41.39,
"auto_ship_discount_pct": 10,
"coupon_eligible": true,
"points_earned": 45
# product_idcurrent_pricelist_priceauto_ship_priceauto_ship_discount_pctcoupon_eligible
1
2
3

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

review_idproduct_idreviewer_nameratingreview_datereview_titlereview_textverified_buyerhelpful_votespet_type_owned
reviews_& ratings
● 200 OK
"review_id": "REV-99381",
"product_id": "RX-8492",
"rating": 5,
"review_date": "2023-10-14",
"review_title": "Works great",
"review_text": "My dog loves the taste.",
"verified_buyer": true
# review_idproduct_idreviewer_nameratingreview_datereview_title
1
2
3

Complete list of extractable fields for Ingredients & Specs objects from petcarerx.com. All fields typed and schema-versioned.

product_idactive_ingredientsinactive_ingredientsguaranteed_analysiscaloric_contentfeeding_instructionsstorage_instructionswarningsside_effects
ingredients_& specs
● 200 OK
"product_id": "RX-8492",
"active_ingredients": "['Ivermectin', 'Pyrantel']",
"caloric_content": "20 kcal/chew",
"storage_instructions": "Store at room temperature.",
"warnings": "Keep out of reach of children.",
"side_effects": "Vomiting, diarrhea"
# product_idactive_ingredientsinactive_ingredientsguaranteed_analysiscaloric_contentfeeding_instructions
1
2
3

Capabilities

Everything you need from PetCareRx - nothing you don't

Our PetCareRx scraper handles every layer of the platform: prescription catalogues, dynamic auto-ship pricing, ingredient lists, and the review corpus - with JavaScript rendering and session management built in.

Prescription Data Extraction

Extract medication type, dosage form, strength options, and Rx requirements for every veterinary medication.

Auto-Ship Pricing Tracking

Capture standard list prices alongside auto-ship subscription discounts and Pet Points values.

Ingredient List Parsing

Extract active ingredients, inactive ingredients, guaranteed analysis, and caloric content from product specification tabs.

Stock & Availability Monitoring

Track out-of-stock items, backorder statuses, and shipping delays across the entire catalogue.

Review & Rating Mining

Full review text, star ratings, helpful vote counts, and verified buyer flags paginated across all review pages.

Brand Catalogue Mapping

Extract full brand portfolios, mapping individual SKUs to parent brands and manufacturers.

Category Taxonomy Extraction

Map nested categories like Dog > Health > Flea & Tick to maintain accurate product classification.

Pet Points Tracking

Extract loyalty point values and promotional multipliers attached to specific items.

Scheduled Diffs

Run continuous pipelines at daily or weekly cadences with change-detection diffing to monitor price fluctuations.

// engagement pipeline

From product URL to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide category URLs, brand names, or specific medication lists. We design the extraction schema together.

Pipeline Build
d 2–4

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

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and sample reviews 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 PetCareRx pipeline handles the hard parts

Extracting accurate pharmacy data requires navigating complex dynamic elements. Here is how we stay resilient.

pipeline-monitor · petcarerx.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
Anti-bot layer
Residential proxy rotation + fingerprint spoofing

Our crawlers use residential ISP proxies with realistic browser fingerprints, randomised request timing, and full cookie session management to bypass perimeter defenses.

JavaScript rendering
Full Playwright execution for dynamic pricing

Auto-ship pricing toggles and product variation selectors are heavily JavaScript-rendered. We run full Playwright browser sessions to capture data that headless HTTP clients miss entirely.

Schema stability
Resilient selectors with fallback chains

Our selector strategy uses multiple fallback chains per field - CSS selectors, XPath, and text-pattern matching - so a layout change does not break your data pipeline overnight.

Change detection
Only re-scrape what has changed

We maintain a hash index of last-seen values per field. Subsequent runs only push diffs, reducing compute cost and downstream processing load.

Monitoring & alerting
24/7 pipeline health tracking

Every run emits structured logs to our observability stack. We alert on null-rate spikes, price outliers, and schema drift.

Applications

Who uses PetCareRx data - and how

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

01
Competitor Price Monitoring

Veterinary pharmacies and pet retailers monitor pricing and auto-ship discounts to remain competitive.

02
Assortment & Gap Analysis

Retailers track brand catalogues and product variations to identify missing SKUs in their own inventory.

03
Brand Compliance & MAP Monitoring

Pet food and medication brands audit pricing to ensure compliance with Minimum Advertised Price policies.

04
Market Research

Analysts track category expansion and stock availability to identify trends in pet healthcare.

05
Ingredient Trend Analysis

Formulators analyze active ingredients and guaranteed analysis data across top-selling products.

06
Review Sentiment Analysis

Brands extract customer reviews to monitor product efficacy, side effects, and overall satisfaction.

Why DataFlirt

"PetCareRx holds critical pricing intelligence for veterinary prescriptions and pet supplies, but extracting it requires navigating complex product variations and dynamic auto-ship pricing models."

Most teams underestimate the complexity of scraping pet pharmacy data. Extracting accurate dosage variations, prescription requirements, and auto-ship discounts requires full JavaScript execution and residential proxies. DataFlirt handles the infrastructure so you can focus on pricing strategy.

Technical Spec

PetCareRx scraper - technical capabilities

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

JavaScript rendering
Full Playwright sessions required for auto-ship pricing and variation selectors
Supported
CAPTCHA bypass
Automated 2Captcha + CapSolver integration
Supported
Residential proxy rotation
ISP-grade residential IPs from US pools rotated per request
Supported
Auto-ship price extraction
Capture both standard and subscription pricing models
Supported
Review pagination
Full review corpus extraction across all product pages
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Webhook delivery
HTTP POST per record or batch for downstream processing
Supported
User account order history
Gated data requires account credentials and violates ToS
Partial
Pet profile data
Personalised pet profiles and prescription history are authenticated
Partial
Infrastructure

Infrastructure powering the PetCareRx 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.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across US regions. Rotation happens per-request with sticky sessions where required.

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
Microsoft Excel format for business analysts
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 downstream processing
API
REST endpoint to query your extracted datasets
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping PetCareRx legal?

Scraping publicly available information from PetCareRx is generally permissible. DataFlirt targets only public product, pricing, and review data. We do not extract personal data, circumvent authentication walls, or scrape private prescription histories.

How do you extract auto-ship prices?

Auto-ship prices are often rendered dynamically via JavaScript based on user interaction. We use Playwright to simulate the selection of subscription options and extract the updated DOM elements.

Can you scrape prescription medication details?

Yes. We extract public catalogue data including medication type, dosage options, active ingredients, and whether a veterinary prescription is required for purchase.

How fresh is the pricing data?

Full catalogue refreshes at daily or weekly cadences complete within a 6-12 hour window depending on size. We monitor specific SKU sets at higher frequencies if required.

Do you parse ingredient lists?

Yes. We separate active ingredients from inactive ingredients and parse guaranteed analysis tables into structured JSON objects.

What is the minimum viable engagement?

Our smallest packages start at a defined category list with weekly delivery. For larger catalogues or custom schema requirements, we price based on volume and delivery frequency.

$ dataflirt scope --new-project --source=petcarerx.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 product catalogue dump or a continuous price-monitoring feed across the entire pharmacy - we scope, build, and operate the pipeline. Tell us what you need.

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