SYSTEM all green source petsuppliesplus.com queue 12,941 pages p99 latency 184ms dataflirt.com · scraper/petsuppliesplus-com
RUN . 42 active pipelines . petsuppliesplus.com live

Pet retail data,
at warehouse scale.

We extract product listings, localised pricing signals, Autoship rates, store inventory, and nutritional data from Pet Supplies Plus. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
184K /day
Price updates
312K /24h
Store inventories
720 /run
Active pipelines
42
Uptime
99.98%
Data Dictionary

Every field we extract from petsuppliesplus.com

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 petsuppliesplus.com. All fields typed and schema-versioned.

skutitlebrandcategoryspecieslifestagedescriptionimage_urlsurlupc
product_listings
● 200 OK
"sku": "PSP-104829",
"title": "Purina Pro Plan High Protein Chicken & Rice Formula Dry Dog Food",
"brand": "Purina Pro Plan",
"category": "Food",
"species": "Dog",
"lifestage": "Adult",
"upc": "038100130664"
# skutitlebrandcategoryspecieslifestage
1
2
3

Complete list of extractable fields for Local Inventory objects from petsuppliesplus.com. All fields typed and schema-versioned.

store_idzip_codeskuin_stockstock_statuscurbside_eligibledelivery_eligibleupdated_ataisle_location
local_inventory
● 200 OK
"store_id": "4082",
"zip_code": "48154",
"sku": "PSP-104829",
"in_stock": true,
"stock_status": "In Stock",
"curbside_eligible": true,
"delivery_eligible": true,
"updated_at": "2026-05-12T09:14:00Z"
# store_idzip_codeskuin_stockstock_statuscurbside_eligible
1
2
3

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

skubase_priceautoship_priceppc_pricediscount_pctpromotion_textstore_idcurrencyprice_timestamp
pricing_& promotions
● 200 OK
"sku": "PSP-104829",
"base_price": 54.98,
"autoship_price": 52.23,
"ppc_price": 49.98,
"discount_pct": 5,
"promotion_text": "Save 5% with Autoship",
"store_id": "4082",
"currency": "USD"
# skubase_priceautoship_priceppc_pricediscount_pctpromotion_text
1
2
3

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

skuingredientsguaranteed_analysiscaloric_contentfeeding_instructionswarning_textprimary_flavourgrain_freespecial_diet
nutritional_data
● 200 OK
"sku": "PSP-104829",
"ingredients": "Chicken, rice, whole grain wheat, poultry by-product meal...",
"guaranteed_analysis": "Crude Protein (Min) 26.0%, Crude Fat (Min) 16.0%...",
"caloric_content": "3,874 kcal/kg, 414 kcal/cup",
"primary_flavour": "Chicken",
"grain_free": false,
"special_diet": "['High-Protein', 'Digestive Health']"
# skuingredientsguaranteed_analysiscaloric_contentfeeding_instructionswarning_text
1
2
3

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

review_idskuratingreviewer_namereview_titlereview_textverified_buyercreated_athelpful_votes
reviews_& ratings
● 200 OK
"review_id": "REV-892104",
"sku": "PSP-104829",
"rating": 5,
"reviewer_name": "DogLover99",
"review_title": "Great food for active dogs",
"review_text": "My golden retriever loves this formula. Her coat looks amazing.",
"verified_buyer": true,
"created_at": "2026-04-18"
# review_idskuratingreviewer_namereview_titlereview_text
1
2
3

Capabilities

Extract the complete pet retail catalogue

Our Pet Supplies Plus scraper navigates complex geo-fenced pricing, SPA architecture, and loyalty program tiers to deliver exact product and inventory data.

Full Catalogue Extraction

Title, brand, species categorisation, lifestage, descriptions, and high-resolution images scraped at the SKU level.

Localised Store Pricing

Capture exact pricing based on store location and zip code. We manage session persistence across multiple geographic regions.

Tiered Pricing Capture

Extract standard retail price, Autoship subscription discounts, and Preferred Pet Club promotional rates simultaneously.

Inventory & Fulfilment

Track in-stock status, curbside pickup eligibility, and same-day delivery options for specific store locations.

Nutritional Profiling

Extract detailed ingredient lists, guaranteed analysis metrics, caloric content, and dietary flags like grain-free or high-protein.

Review & Rating Mining

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

Variant Mapping

Map parent products to child SKUs based on size, weight, and flavour variations with corresponding price changes.

Promotion Tracking

Monitor active banner promotions, buy-one-get-one offers, and clearance markdowns across the catalogue.

Scheduled Pipelines

Run one-off bulk exports or configure continuous pipelines at hourly or daily cadences with change-detection diffing.

// engagement pipeline

From SKU list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target categories, brands, or specific store zip codes. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling for petsuppliesplus.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 pipeline handles the hard parts

Pet Supplies Plus relies on modern SPA frameworks and geo-fenced pricing. Here is how we ensure data accuracy.

pipeline-monitor · petsuppliesplus.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
Geo-fenced pricing
Zip code session persistence

Pet Supplies Plus alters pricing and inventory based on the selected local store. Our crawlers inject specific zip codes, set the active store cookie, and maintain session state to extract true local pricing.

SPA Rendering
Playwright execution for dynamic content

The site relies heavily on client-side rendering for pricing widgets and inventory status. We run full Playwright browser sessions to ensure all asynchronous data requests complete before extraction.

Anti-bot layer
Residential proxy rotation

We utilise residential ISP proxies to route requests through legitimate domestic IP addresses. This prevents IP bans and ensures consistent access to local store data.

Schema stability
Resilient selectors with fallback chains

Our selector strategy uses multiple fallback chains per field. If a DOM update changes the product page layout, secondary selectors ensure your data pipeline continues to function.

Change detection
Only re-scrape what changes

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

Applications

Who uses Pet Supplies Plus data

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

01
Competitor Price Monitoring

Pet retail brands track local store pricing and Autoship discounts to optimise their own pricing strategies.

02
Brand MAP Auditing

Manufacturers monitor product listings to ensure retailers comply with Minimum Advertised Price agreements.

03
Retail Assortment Planning

Merchandisers analyse category depth, brand representation, and out-of-stock rates to identify market gaps.

04
Demand Forecasting

Supply chain analysts correlate local inventory status and review velocity to predict regional product demand.

05
Loyalty Program Analysis

Analysts track the spread between base retail prices and Preferred Pet Club rates to model loyalty program economics.

06
AI Product Categorisation

Machine learning teams use structured ingredient lists and nutritional profiles to train pet food recommendation algorithms.

Why DataFlirt

"Pet Supplies Plus operates a highly localised pricing model based on store selection. Capturing accurate pricing requires precise geographic session management."

Most teams underestimate the investment required to map pet retail data. Reliable Pet Supplies Plus scraping requires residential proxies, zip code session persistence, full JavaScript rendering, and anomaly monitoring. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

Pet Supplies Plus scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for dynamic pricing and inventory widgets
Supported
Zip-code session management
Inject exact zip codes to bind sessions to specific retail store locations
Supported
Autoship pricing capture
Extract recurring subscription discount rates alongside base price
Supported
BOPIS availability
Track Buy Online Pick Up In Store and curbside eligibility flags
Supported
Ingredient parsing
Extract and structure comma-separated ingredient lists into arrays
Supported
Scheduled diffs
Hash-based change detection to emit only updated records
Supported
Webhook delivery
HTTP POST per record or batch for real-time inventory alerts
Supported
User purchase history
Requires authenticated customer credentials to access past orders
Partial
Checkout gateway data
Payment processing fees, tax calculation, and shipping rates at final checkout
Partial
Infrastructure

Infrastructure powering the pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusAPI
Scrapy + Playwright Stack

Scrapy handles crawl orchestration, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

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

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 for Excel compatibility
XLS
Direct Excel export 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 latest extracted records
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage and COPY INTO workflow for full-replace
Postgres
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Pet Supplies Plus legal?

Scraping publicly available information is generally permissible under applicable law. DataFlirt targets only public, non-authenticated product, pricing, and store data. We do not extract personal data or circumvent authentication walls.

How do you handle geo-fenced pricing?

We use Playwright to inject specific zip codes and set the required session cookies. This binds the crawler to a target store location, ensuring the prices extracted match local realities.

Can you extract Autoship and Preferred Pet Club prices?

Yes. Our parsers capture the base retail price alongside any promotional tiers, including Autoship subscription discounts and loyalty program rates displayed on the product page.

How fresh is the inventory data?

Pipelines can be configured to run at hourly or daily cadences. For high-velocity SKUs, we can set up targeted micro-crawls to monitor stock status and curbside availability multiple times a day.

Do you parse the nutritional information into structured fields?

Yes. We separate raw text blocks into structured arrays for ingredients, guaranteed analysis percentages, and caloric content, making the data immediately queryable.

What is the minimum viable engagement?

Our smallest packages start at a defined SKU list or specific store locations with weekly delivery. For full catalogue extraction across multiple zip codes, we price based on volume and delivery frequency.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 500 SKUs across 3 distinct store locations as part of the pre-engagement scoping process.

$ dataflirt scope --new-project --source=petsuppliesplus.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 catalogue dump or continuous price monitoring across 500 store locations, we scope, build, and operate the pipeline. Tell us what you need.

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