SYSTEM all green source aspca.org queue 12,408 listings p99 latency 185ms dataflirt.com · scraper/aspca-org
RUN · 14 active pipelines · aspca.org live

Animal shelter data,
delivered at scale.

We extract adoptable pet profiles, rescue network locations, and Animal Poison Control Center databases from ASPCA. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Pets extracted
42.1K /month
Shelter updates
3.2K /run
Toxin records
1.4K /total
Active pipelines
14
Uptime
99.94%
Data Dictionary

Every field we extract from aspca.org

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

Complete list of extractable fields for Adoptable Pets objects from aspca.org. All fields typed and schema-versioned.

pet_idnamespeciesbreedagegendersizecolourshelter_iddescriptionspecial_needsadoption_feeimage_urlsprofile_url
adoptable_pets
● 200 OK
"pet_id": "A491823",
"name": "Bella",
"species": "Dog",
"breed": "Mixed Breed",
"age": "2 Years",
"gender": "Female",
"shelter_id": "NY_HQ_01"
# pet_idnamespeciesbreedagegender
1
2
3

Complete list of extractable fields for Shelters & Rescues objects from aspca.org. All fields typed and schema-versioned.

shelter_idnameaddresscitystatezip_codephoneemailwebsiteoperating_hourscapacityservices_offered
shelters_& rescues
● 200 OK
"shelter_id": "NY_HQ_01",
"name": "ASPCA Adoption Center",
"city": "New York",
"state": "NY",
"zip_code": "10128",
"phone": "212-876-7700",
"website": "https://www.aspca.org/adopt-pet"
# shelter_idnameaddresscitystatezip_code
1
2
3

Complete list of extractable fields for Poison Control (APCC) objects from aspca.org. All fields typed and schema-versioned.

toxin_idnamescientific_nametoxicity_levelaffected_speciesclinical_signstreatment_notesimage_url
poison_control (apcc)
● 200 OK
"toxin_id": "TX_084",
"name": "Chocolate",
"scientific_name": "Theobromine",
"toxicity_level": "Severe",
"affected_species": "['Dogs', 'Cats']",
"clinical_signs": "['Vomiting', 'Diarrhoea', 'Hyperactivity']"
# toxin_idnamescientific_nametoxicity_levelaffected_speciesclinical_signs
1
2
3

Complete list of extractable fields for Pet Care Guides objects from aspca.org. All fields typed and schema-versioned.

article_idtitlecategoryauthorpublish_datecontent_bodyrelated_articlestags
pet_care guides
● 200 OK
"article_id": "CG_992",
"title": "General Dog Care",
"category": "Dog Care",
"publish_date": "2023-04-12",
"tags": "['Nutrition', 'Exercise', 'Housing']",
"author": "ASPCA Experts"
# article_idtitlecategoryauthorpublish_datecontent_body
1
2
3

Complete list of extractable fields for News & Press objects from aspca.org. All fields typed and schema-versioned.

press_idheadlinedatelocationtopicsummaryfull_textmedia_urls
news_& press
● 200 OK
"press_id": "PR_2026_14",
"headline": "ASPCA Relocates 50 Dogs from Disaster Zone",
"date": "2026-02-18",
"topic": "Disaster Response",
"summary": "Emergency response team deploys to assist local shelters.",
"location": "Texas"
# press_idheadlinedatelocationtopicsummary
1
2
3

Capabilities

Complete ASPCA database extraction

Our ASPCA scraper navigates dynamic search filters, pagination, and geo-location prompts to extract comprehensive pet adoption and shelter data across the US.

Pet Profile Extraction

Extract breed, age, size, colour, and special needs flags for every adoptable pet listing.

Shelter Network Mapping

Capture contact details, operating hours, and location data for ASPCA partner rescues.

APCC Toxin Database

Extract the complete Animal Poison Control Center catalogue including clinical signs and toxicity levels.

Image & Media Downloads

Download high-resolution pet photos and store them directly in your S3 buckets.

Geo-Targeted Crawling

Iterate through US zip codes to bypass local search limitations and build a national dataset.

Care & Nutrition Guides

Scrape full-text articles, FAQs, and behavioural guides published by ASPCA experts.

Meet Your Match Data

Extract behavioural assessment scores and personality profiles assigned to specific animals.

Adoption Status Tracking

Monitor listings over time to detect when a pet is adopted, calculating average time-in-shelter metrics.

Scheduled Execution

Run pipelines daily or weekly to keep your shelter and adoption databases synchronised.

// engagement pipeline

From search parameters to warehouse records

Brief in. Clean data out.

Define Scope
d 0

Specify target regions, species, or data categories like the APCC database. We design the schema.

Pipeline Build
d 2–4

We configure Scrapy crawlers, zip-code iteration logic, and proxy rotation to handle ASPCA search walls.

Validation & QA
d 4–6

Schema validation, missing-field checks, and deduplication logic before full deployment.

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage.

Under the hood

Bypassing ASPCA search limitations

Extracting national adoption data requires bypassing strict location-based search constraints and handling dynamic JavaScript rendering.

pipeline-monitor · aspca.org · 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-iteration
Systematic zip code traversal

ASPCA restricts pet searches to local radii. We maintain a master list of US zip codes and systematically iterate searches, deduplicating results to construct a complete national view of adoptable pets.

JavaScript rendering
Playwright for dynamic results

Search results and dynamic filters rely on client-side rendering. We use Playwright to execute JavaScript, interact with dropdowns, and load paginated results that standard HTTP clients miss.

Change detection
Tracking adoption velocity

We maintain state across runs to detect when a pet profile is removed, allowing clients to calculate time-in-shelter metrics and adoption velocity by breed and region.

Proxy rotation
Residential US IPs

To prevent rate-limiting during national crawls, we route requests through residential US proxies, ensuring high concurrency without triggering security blocks.

Media proxying
Automated image offloading

Pet images are downloaded, compressed, and proxied directly to client S3 buckets, replacing temporary ASPCA CDN links with permanent client-owned URLs.

Applications

Who uses ASPCA data — and how

Teams across industries use aspca.org data to build competitive products and smarter operations.

01
Pet Tech Applications

Aggregators build unified adoption portals by pulling listings from ASPCA and other shelter networks into a single interface.

02
Veterinary Software

Practice management systems integrate the APCC toxin database to provide vets with immediate access to clinical signs and treatments.

03
Academic Research

Researchers analyse time-in-shelter metrics by breed, age, and location to study national adoption trends.

04
Shelter Analytics

Local rescues benchmark their adoption rates and capacity against regional ASPCA partner networks.

05
Pet Supply Retailers

Retailers analyse regional pet demographics to optimise inventory distribution for specific breeds and sizes.

06
Insurance Underwriting

Pet insurance providers use breed prevalence and health data to build regional risk and pricing models.

Why DataFlirt

"The ASPCA database is the definitive source for US pet adoption and toxin data, but extracting it nationally requires systematic geo-iteration and state tracking."

Most teams fail when trying to scrape ASPCA nationally because the search architecture is inherently localised. DataFlirt manages the zip-code iteration, proxy rotation, and JavaScript rendering required to build a unified, national dataset of adoptable pets and shelter networks.

Technical Spec

ASPCA scraper — technical specifications

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

JavaScript rendering
Playwright sessions for dynamic search filters and pagination
Supported
National zip code iteration
Automated traversal of US zip codes to bypass local radius limits
Supported
APCC toxin database
Full extraction of clinical signs, species affected, and toxicity levels
Supported
Image binary downloads
Direct transfer of pet photos to client S3 buckets
Supported
Change detection (diffs)
Identify new listings and removed (adopted) listings per run
Supported
Residential US proxies
ISP-grade US IPs to prevent rate-limiting during large crawls
Supported
Webhook delivery
HTTP POST for real-time notification of new pet listings
Supported
Donor portal history
Personal donation records and tax receipts require user authentication
Partial
Internal shelter dashboards
Backend management tools for ASPCA staff require employee credentials
Partial
Infrastructure

Infrastructure powering the ASPCA pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Playwright + Scrapy

Scrapy manages the crawl state and deduplication across thousands of zip codes, while Playwright renders the dynamic search results and extracts the pet data.

Proxy Infrastructure

We route traffic through residential US proxies to ensure high concurrency without triggering ASPCA security blocks or rate limits.

Cloud-Native Orchestration

Pipelines execute on AWS Lambda and ECS. Airflow handles scheduling and dependency management, pushing extracted data directly to client warehouses.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested — ideal for NoSQL databases
CSV
Flat file with typed columns for analysts
XLS
Standard Excel format for business users
Parquet
Columnar format for BigQuery and Snowflake
AWS S3
Direct bucket delivery for data lakes
Webhook
HTTP POST for real-time application updates
API
REST endpoints to query your extracted dataset
PostgreSQL
Direct database upserts with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About aspca.org scraping, legality, and pipeline operations.

Ask us directly →
Is scraping aspca.org legal?

Scraping publicly available information, such as adoptable pet listings and shelter locations, is generally permissible. DataFlirt extracts only public data and does not bypass authentication walls or extract personal donor information. Clients must review ASPCA terms of service and consult legal counsel for their specific use cases.

How do you get national data when searches are local?

We maintain a database of US zip codes and systematically iterate search queries across the country. Our pipeline then deduplicates the results based on unique pet IDs to provide a complete national dataset.

Can you track when a pet is adopted?

Yes. By running the pipeline on a scheduled cadence (e.g., daily), we compare the current state against the previous run. Listings that disappear are flagged as adopted, allowing you to calculate time-in-shelter metrics.

Do you extract images of the pets?

Yes. We extract the image URLs and can optionally download the binary files directly to your AWS S3 bucket, ensuring you have permanent access to the media even after the listing is removed.

Can you extract the Animal Poison Control Center (APCC) data?

Yes. We can extract the entire APCC database, including toxin names, toxicity levels, clinical signs, and affected species, delivering it as a structured relational dataset.

What is the minimum engagement for an ASPCA pipeline?

We build custom pipelines based on your specific data requirements. Pricing depends on the scope (e.g., national pet listings vs. static toxin database) and the frequency of extraction. Contact us for a precise quote.

Can I get a sample dataset?

Yes. We provide a sample extraction of specific zip codes or a subset of the APCC database during the scoping phase so you can validate the schema and data quality.

$ dataflirt scope --new-project --source=aspca.org 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 national feed of adoptable pets or the complete APCC toxin database — we scope, build, and operate the pipeline. Tell us what you need.

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