SYSTEM all green source banfield.com queue 1,208 clinics p99 latency 215ms dataflirt.com · scraper/banfield-com
RUN · 31 active pipelines · banfield.com live

Banfield clinic data,
at warehouse scale.

We extract veterinary clinic locations, operating hours, Optimum Wellness Plan pricing, and veterinarian profiles from Banfield. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Clinics tracked
1,084
Veterinarian profiles
3,412
Plan price updates
8,490 /month
Active pipelines
31
Uptime
99.98%
Data Dictionary

Every field we extract from banfield.com

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

Complete list of extractable fields for Clinic Locations objects from banfield.com. All fields typed and schema-versioned.

clinic_idnameaddress_line_1citystatezip_codelatitudelongitudephoneemailoperating_hoursservices_offeredinside_petsmart
clinic_locations
● 200 OK
"clinic_id": "0451",
"name": "Banfield Pet Hospital - Austin",
"state": "TX",
"zip_code": "78759",
"phone": "512-555-0198",
"latitude": 30.395,
"inside_petsmart": true
# clinic_idnameaddress_line_1citystatezip_code
1
2
3

Complete list of extractable fields for Optimum Wellness Plans objects from banfield.com. All fields typed and schema-versioned.

plan_idplan_namepet_typetiermonthly_pricesetup_feeyearly_valueincluded_servicesdiscount_pctregion_code
optimum_wellness plans
● 200 OK
"plan_name": "Active Care Plus",
"pet_type": "Dog",
"monthly_price": 54.95,
"setup_fee": 49.95,
"included_services": "['Dental cleaning', 'Vaccines']",
"region_code": "TX-Central"
# plan_idplan_namepet_typetiermonthly_pricesetup_fee
1
2
3

Complete list of extractable fields for Veterinarians objects from banfield.com. All fields typed and schema-versioned.

vet_idclinic_idfirst_namelast_nametitleeducationspecialtiesbioimage_urljoined_year
veterinarians
● 200 OK
"vet_id": "V-8492",
"clinic_id": "0451",
"first_name": "Sarah",
"last_name": "Jenkins",
"title": "Chief of Staff",
"education": "Texas A&M University"
# vet_idclinic_idfirst_namelast_nametitleeducation
1
2
3

Complete list of extractable fields for Services Offered objects from banfield.com. All fields typed and schema-versioned.

service_idclinic_idcategoryservice_namedescriptionrequires_dropoffavailable_in_owpprice_estimate
services_offered
● 200 OK
"service_id": "S-102",
"clinic_id": "0451",
"category": "Preventive Care",
"service_name": "Comprehensive Exam",
"available_in_owp": true,
"requires_dropoff": false
# service_idclinic_idcategoryservice_namedescriptionrequires_dropoff
1
2
3

Complete list of extractable fields for Operating Hours objects from banfield.com. All fields typed and schema-versioned.

clinic_idday_of_weekopen_timeclose_timeis_closeddrop_off_timeholiday_hourstimezone
operating_hours
● 200 OK
"clinic_id": "0451",
"day_of_week": "Monday",
"open_time": "07:00",
"close_time": "19:00",
"is_closed": false,
"timezone": "America/Chicago"
# clinic_idday_of_weekopen_timeclose_timeis_closeddrop_off_time
1
2
3

Capabilities

Everything you need from Banfield, nothing you do not

Our Banfield scraper handles the geographic routing required to extract localised pricing for Optimum Wellness Plans, alongside clinic directories and veterinarian rosters.

Clinic Directory Extraction

Addresses, geocodes, contact details, and PetSmart integration flags for every clinic nationwide.

Optimum Wellness Plan Pricing

Capture monthly fees, setup costs, and tier inclusions. We route requests through regional IPs to capture accurate local pricing.

Veterinarian Rosters

Track staffing changes, extract credentials, and monitor the distribution of specialists across the clinic network.

Operating Hours & Closures

Extract standard operating hours, drop-off windows, and temporary closures or holiday schedules.

Service Availability

Map which clinics offer specific services like dental cleaning, surgery, or specialized diagnostics.

Pet Health Content

Scrape the Banfield resource library for veterinary advice articles, categorised by pet type and health condition.

Geolocation Routing

Banfield alters content based on IP location. We use state-specific residential proxies to bypass these restrictions.

Appointment Slot Signals

Detect booking availability density to estimate clinic utilization and demand.

Scheduled & Streaming Modes

Run weekly full-network sweeps or monitor specific high-value clinics daily with change-detection diffing.

// engagement pipeline

From target list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target states, specific clinic IDs, or request a full national scrape. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, state-specific proxy routing, and session management for banfield.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and location-accuracy verification 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 Banfield pipeline handles the hard parts

Extracting accurate data from Banfield requires handling geographic pricing variations and dynamic clinic locators.

pipeline-monitor · banfield.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
Geographic routing
State-level proxy assignment for accurate pricing

Banfield adjusts Optimum Wellness Plan pricing based on the user's location. We route requests through state-specific residential proxies to ensure the pricing data extracted matches the physical location of the clinic.

JavaScript rendering
Playwright execution for clinic locators

The Banfield clinic locator relies on client-side JavaScript to render map points and clinic lists. We use Playwright to execute this code, ensuring no locations are missed during the discovery phase.

Schema stability
Resilient selectors for pricing tables

Wellness plan comparison tables change structure frequently. We use robust XPath and CSS fallback chains to ensure tier inclusions and pricing data remain accurate even when the DOM shifts.

Change detection
Only re-scrape what has changed

We maintain a hash index of clinic details and vet rosters. Subsequent runs only push diffs, alerting you immediately when a new clinic opens or a veterinarian changes locations.

Monitoring & alerting
Pipeline health tracking

We monitor for 404 errors on veterinarian profiles and unexpected nulls in pricing fields, ensuring data quality remains high across the entire network.

Applications

Who uses Banfield data and how

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

01
Competitor Price Intelligence

Independent veterinary practices and corporate networks track Optimum Wellness Plan pricing to maintain competitive local fee structures.

02
Veterinary Market Analysis

Analysts map clinic density and service availability to identify underserved geographic regions for new clinic expansion.

03
Talent Acquisition

Veterinary recruiters monitor staffing rosters to identify specialists and track veterinarian movement between corporate networks.

04
Retail Footprint Analysis

Real estate teams correlate Banfield locations with PetSmart footprints to understand retail integration strategies.

05
Corporate Strategy

Healthcare strategists track the rollout of new services, such as specialized dental care, across the Banfield network.

06
Private Equity Due Diligence

Investors assess staffing stability, footprint growth, and regional pricing power when evaluating the veterinary sector.

Why DataFlirt

"Banfield's clinic footprint and Optimum Wellness Plan pricing structure provide the baseline for veterinary economics in North America, but acquiring this data requires precise regional IP routing."

Extracting reliable data from Banfield requires handling geographic pricing variations, JavaScript-rendered clinic locators, and dynamic staffing rosters. DataFlirt manages the proxy rotation and state management so your analysts can focus on veterinary market trends rather than scraper maintenance.

Technical Spec

Banfield scraper technical capabilities

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

JavaScript rendering
Playwright sessions required for the interactive clinic locator map
Supported
Geolocation routing
State-specific IP routing for accurate Optimum Wellness Plan pricing
Supported
Residential proxy rotation
ISP-grade residential IPs to prevent rate limiting
Supported
Change detection (diffs)
Hash-based diff to track new clinics and staffing changes
Supported
Clinic locator pagination
Iteration through all geographic regions to ensure full coverage
Supported
Veterinarian profile extraction
Capture of bios, education, and specialties per clinic
Supported
Optimum Wellness Plan localized pricing
Extraction of tier pricing specific to the clinic's state
Supported
Patient health records
Gated by authentication and HIPAA regulations
Partial
Client payment details
Gated by authentication and PCI compliance
Partial
Appointment booking execution
We do not automate the mutation of booking systems
Partial
Infrastructure

Infrastructure powering the Banfield 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 and deduplication. Playwright executes JavaScript for the clinic locator.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies with state-level targeting to capture accurate regional pricing.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. 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 arrays for hierarchical clinic data
CSV
Flat file with typed columns for easy spreadsheet import
Parquet
Columnar format optimised for analytical queries
S3
Direct bucket delivery compatible with any data lake
Webhook
HTTP POST per record for immediate downstream alerts
BigQuery
Streamed directly into your dataset with schema auto-detect
Postgres
Upsert into your existing schema with conflict resolution
Snowflake
Stage and COPY INTO workflow for incremental updates
// faq

Common questions.

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

Ask us directly →
Is scraping Banfield legal?

Scraping publicly available information, such as clinic locations, public pricing, and staff rosters, is generally permissible. DataFlirt targets only public, non-authenticated data. We do not extract patient records, client data, or violate HIPAA regulations.

How do you capture localised Optimum Wellness Plan prices?

Banfield alters pricing based on geographic location. We use state-specific residential proxies to simulate requests from the target region, ensuring the extracted pricing matches the local market.

Can you track when a new clinic opens?

Yes. Our change detection system compares the current clinic directory against the previous run, emitting distinct records for newly discovered locations.

Do you extract veterinarian credentials?

Yes. We capture the veterinarian's name, title, education, specialties, and public biography as listed on the clinic's page.

How fresh is the data?

For a full national sweep of all clinics and pricing, we typically run pipelines on a weekly cadence. Specific high-priority regions can be configured for daily extraction.

Can I get historical pricing for wellness plans?

Yes. Every pipeline run produces timestamped snapshots. We maintain a time-series record of pricing changes from the date your pipeline is commissioned.

Do you scrape PetSmart data as well?

While this specific pipeline targets banfield.com, we can build custom pipelines to extract PetSmart retail data and cross-reference locations as part of a broader engagement.

$ dataflirt scope --new-project --source=banfield.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 national clinic directory or continuous monitoring of veterinary wellness plan pricing, we scope, build, and operate the pipeline. Tell us what you need.

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