SYSTEM all green source petcircle.com.au queue 2,194 pages p99 latency 185ms dataflirt.com · scraper/petcircle-com.au
RUN : 18 active pipelines : petcircle.com.au live

PetCircle data,
at warehouse scale.

We extract pet food listings, nutritional profiles, AutoDelivery pricing, and vet reviews from PetCircle. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
24,192 /run
Price updates
48,910 /day
Review records
312K /run
AutoDelivery updates
22,400 /24h
Uptime
99.98%
Data Dictionary

Every field we extract from petcircle.com.au

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 petcircle.com.au. All fields typed and schema-versioned.

skutitlebrandcategorypet_typelife_stagepriceauto_delivery_pricestock_statusratingreview_countbarcodeweightimage_urlspage_url
product_listings
● 200 OK
"sku": "PC-DOG-1029",
"title": "Advance Adult Dry Dog Food",
"brand": "Advance",
"pet_type": "Dog",
"price": 114.99,
"auto_delivery_price": 97.74,
"stock_status": "In Stock"
# skutitlebrandcategorypet_typelife_stage
1
2
3

Complete list of extractable fields for Nutritional Data objects from petcircle.com.au. All fields typed and schema-versioned.

skuingredients_listprotein_pctfat_pctfiber_pctcalorie_contentdiet_typespecial_needsfeeding_guidevet_recommended
nutritional_data
● 200 OK
"sku": "PC-DOG-1029",
"protein_pct": 24.0,
"fat_pct": 17.0,
"diet_type": "Premium",
"special_needs": "Dental Care",
"vet_recommended": true
# skuingredients_listprotein_pctfat_pctfiber_pctcalorie_content
1
2
3

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

skucurrent_pricerrpdiscount_pctauto_delivery_priceauto_delivery_discountpromo_textbulk_buy_tiersstock_level
pricing_and offers
● 200 OK
"sku": "PC-DOG-1029",
"current_price": 114.99,
"rrp": 135.0,
"discount_pct": 15,
"auto_delivery_price": 97.74,
"auto_delivery_discount": 15
# skucurrent_pricerrpdiscount_pctauto_delivery_priceauto_delivery_discount
1
2
3

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

review_idskureviewer_nameratingreview_titlereview_textdate_postedverified_buyerpet_type_ownedhelpful_votes
reviews_and ratings
● 200 OK
"review_id": "REV-98214",
"sku": "PC-DOG-1029",
"rating": 5,
"verified_buyer": true,
"review_title": "Great for sensitive stomachs",
"helpful_votes": 12
# review_idskureviewer_nameratingreview_titlereview_text
1
2
3

Complete list of extractable fields for Category Taxonomy objects from petcircle.com.au. All fields typed and schema-versioned.

category_idcategory_nameparent_categorypet_typetotal_productstop_brandsurl_slugscraped_atpage_number
category_taxonomy
● 200 OK
"category_id": "CAT-DOG-FOOD",
"category_name": "Dry Dog Food",
"parent_category": "Dog Food",
"pet_type": "Dog",
"total_products": 1452,
"scraped_at": "2026-05-12T09:14:33Z"
# category_idcategory_nameparent_categorypet_typetotal_productstop_brands
1
2
3

Capabilities

Everything you need from PetCircle, nothing you do not

Our PetCircle scraper handles every layer of the platform: product listings, dynamic AutoDelivery pricing, nutritional profiles, and the review corpus.

Full Product Data Extraction

Title, ingredients, dimensions, weight, images, and every metadata field PetCircle surfaces.

AutoDelivery Price Tracking

Capture base price, RRP, deal badges, and AutoDelivery subscription rates.

Nutritional Profile Extraction

Extract ingredient lists, protein percentages, calorie content, and dietary tags.

Review and Rating Mining

Full review text, star ratings, helpful vote counts, and verified buyer flags.

Variant and Size Mapping

Map 3kg, 12kg, and 20kg bag variations to a single parent product record.

Vet Recommendation Tags

Identify products carrying the official PetCircle Vet Recommended badge.

Stock Availability Tracking

Monitor out of stock statuses and low stock warnings across all variants.

Category and Brand Scraping

Track product density and brand dominance across specific pet categories.

Scheduled Export Modes

Run continuous pipelines at daily or weekly cadences with change detection.

// engagement pipeline

From SKU list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

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

Pipeline Build
d 2–4

We configure Scrapy and Playwright crawlers, proxy rotation, and session management for petcircle.com.au.

Validation & QA
d 4–6

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

Delivery
ongoing

JSON, CSV, or Parquet pushed to your S3 bucket or Snowflake stage on agreed cadence.

Under the hood

How our PetCircle pipeline handles the hard parts

Extracting accurate pricing from Australian eCommerce requires specific infrastructure.

pipeline-monitor · petcircle.com.au · 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 Pricing
JavaScript rendering for AutoDelivery rates

PetCircle loads subscription pricing dynamically. Our crawlers use full browser sessions to execute JavaScript and capture the true AutoDelivery discount.

Variant Grouping
Mapping bag sizes to parent SKUs

Dog food comes in multiple weights. We map all size variants to a single parent record, normalising the price per kilogram automatically.

Bot Protection
Australian residential proxies

We route requests through AU based residential proxies to ensure accurate regional pricing and avoid rate limits.

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 storage bloat.

Monitoring
24/7 pipeline health

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

Applications

Who uses PetCircle data and how

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

01
Competitor Price Monitoring

Pet supply retailers monitor PetCircle pricing and AutoDelivery discounts to adjust their own margins.

02
FMCG Brand Intelligence

Pet food manufacturers track their product placement, stock availability, and review sentiment.

03
Market Research

Analysts track category growth, new brand entrants, and pricing trends in the Australian pet sector.

04
Product Formulation Analysis

R&D teams extract ingredient lists and nutritional profiles to benchmark against competing pet foods.

05
MAP Compliance

Premium brands audit retail prices to ensure compliance with minimum advertised pricing policies.

06
Demand Forecasting

Supply chain teams correlate review velocity and stock depth indicators with category demand.

Why DataFlirt

"PetCircle holds the definitive dataset for Australian pet consumption, but extracting accurate AutoDelivery pricing requires full session execution."

Most teams fail to extract accurate pricing from PetCircle because AutoDelivery discounts load dynamically based on user state and JavaScript execution. DataFlirt handles the browser sessions, proxy rotation, and variant mapping so your engineers can focus on pricing strategy rather than maintenance.

Technical Spec

PetCircle scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for AutoDelivery widgets
Supported
Residential proxy rotation
ISP-grade residential IPs from AU pools
Supported
Variant mapping
Parent to child SKU relationships for bag sizes
Supported
Review pagination
Full review corpus including all pages
Supported
Nutritional parsing
Structured extraction of protein and fat percentages
Supported
Change detection
Hash-based diff for incremental updates
Supported
User account purchase history
Requires individual user credentials
Partial
Vet Pet Plan private consultations
Gated behind telehealth login walls
Partial
Infrastructure

Infrastructure powering the PetCircle pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy and Playwright Stack

Scrapy handles crawl orchestration and retry logic. Playwright handles JavaScript rendering and interaction flows.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across AU regions. Rotation happens per-request.

Cloud-Native Orchestration

Pipelines run on AWS Lambda. Airflow handles scheduling and dependency management.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested
CSV
Flat file with typed columns
Parquet
Columnar format for BigQuery
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record
API
REST endpoint access
XLS
Excel compatible format
Snowflake
Stage and COPY INTO workflow
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About petcircle.com.au scraping, legality, and pipeline operations.

Ask us directly →
Is scraping PetCircle legal?

Scraping publicly available information from PetCircle is generally permissible. DataFlirt targets only public, non-authenticated product, pricing, and review data. We do not extract personal data.

How do you handle PetCircle bot protection?

We use Australian residential ISP proxies and full Playwright browser sessions with realistic fingerprints.

Can you extract AutoDelivery prices?

Yes. We execute the necessary JavaScript to reveal the discounted AutoDelivery subscription price alongside the standard retail price.

How fresh is the data?

Full catalogue refreshes at daily or weekly cadences complete within a 4-8 hour window depending on scale.

Do you extract nutritional information?

Yes. We capture ingredient lists, crude protein percentages, fat content, and dietary tags.

Can I request a sample dataset?

Yes. We provide a sample run of up to 500 SKUs as part of the pre-engagement scoping process.

$ dataflirt scope --new-project --source=petcircle.com.au 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. Tell us what you need.

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