SYSTEM all green source cvs.com queue 18,492 URLs p99 latency 215ms dataflirt.com · scraper/cvs-com
RUN . 84 active pipelines . cvs.com live

CVS pharmacy data,
at warehouse scale.

We extract retail product listings, store-level inventory, MinuteClinic availability, and pharmacy locators from CVS. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

OTC Products
142K /run
Store Locations
9,641 /24h
Clinic Schedules
45K /day
Active pipelines
84
Uptime
99.94%
Data Dictionary

Every field we extract from cvs.com

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

Complete list of extractable fields for Retail Products objects from cvs.com. All fields typed and schema-versioned.

product_idskutitlebrandcategorysub_categorypricecarepass_pricefsa_hsa_eligibleratingreview_countingredientswarningsdirectionsimage_urlsurl
retail_products
● 200 OK
"product_id": "prod1010321",
"sku": "893412",
"title": "CVS Health Allergy Relief Cetirizine Hydrochloride Tablets 10 mg",
"brand": "CVS Health",
"price": 19.49,
"fsa_hsa_eligible": true,
"rating": 4.6,
"review_count": 1204
# product_idskutitlebrandcategorysub_category
1
2
3

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

store_idstore_numberaddress_line_1citystatezip_codelatitudelongitudephone_numberpharmacy_phonestore_hourspharmacy_hourshas_minuteclinichas_drive_thruphoto_center
store_locations
● 200 OK
"store_id": "store_4829",
"store_number": "4829",
"city": "Austin",
"state": "TX",
"zip_code": "78704",
"has_minuteclinic": true,
"has_drive_thru": true,
"pharmacy_phone": "512-555-0192"
# store_idstore_numberaddress_line_1citystatezip_code
1
2
3

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

clinic_idstore_idservices_offeredvaccines_availablewalk_in_acceptedappointment_urlprovider_typesoperating_hourslunch_closure_timesinsurance_acceptedage_restrictionswait_time_estimate
minuteclinic
● 200 OK
"clinic_id": "mc_8831",
"store_id": "store_4829",
"walk_in_accepted": true,
"vaccines_available": "['Flu', 'COVID-19', 'Shingles']",
"provider_types": "['Nurse Practitioner', 'Physician Assistant']",
"wait_time_estimate": "15 mins",
"age_restrictions": "18+ months",
"insurance_accepted": true
# clinic_idstore_idservices_offeredvaccines_availablewalk_in_acceptedappointment_url
1
2
3

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

product_idstore_idzip_codein_stock_onlinein_stock_storestock_levelaisle_locationbase_pricepromotional_pricebogo_offerpickup_availablesame_day_delivery
pricing_& inventory
● 200 OK
"product_id": "prod1010321",
"store_id": "store_4829",
"zip_code": "78704",
"in_stock_store": true,
"stock_level": "Low Stock",
"aisle_location": "Aisle 14",
"promotional_price": 17.99,
"bogo_offer": "Buy 1 Get 1 50% Off"
# product_idstore_idzip_codein_stock_onlinein_stock_storestock_level
1
2
3

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

review_idproduct_idauthor_nameratingtitlebody_textsubmission_dateverified_purchaserhelpful_votessyndicated_source
reviews_& ratings
● 200 OK
"review_id": "rev_992103",
"product_id": "prod1010321",
"rating": 5,
"title": "Works just like the name brand",
"submission_date": "2026-03-12T14:22:00Z",
"verified_purchaser": true,
"helpful_votes": 42,
"syndicated_source": "None"
# review_idproduct_idauthor_nameratingtitlebody_text
1
2
3

Capabilities

Extract the complete CVS retail and clinic footprint

Our CVS scraper handles location-specific inventory, dynamic pricing, and MinuteClinic schedules. We manage the session states, zip code proxying, and anti-bot circumvention required to pull accurate local data.

OTC & Retail Product Data

Extract product titles, ingredients, warnings, FSA/HSA eligibility, and CarePass pricing across the entire CVS catalogue.

Store-Level Inventory

Track in-stock status, stock depth indicators, and exact aisle locations by passing target zip codes into the session context.

MinuteClinic Intelligence

Monitor clinic operating hours, available services, vaccine stock, and walk-in wait times across all US locations.

Pharmacy Locators

Scrape store addresses, geo-coordinates, drive-thru availability, and pharmacy-specific contact details.

Localised Pricing & Promos

Capture base prices, promotional discounts, and BOGO offers which vary significantly between urban and rural store locations.

Review Aggregation

Extract customer sentiment, star ratings, and verified purchase flags, isolating native CVS reviews from syndicated brand reviews.

Fulfillment Options

Determine same-day delivery eligibility, in-store pickup availability, and shipping constraints per product and zip code.

Anti-Bot Circumvention

Bypass strict Akamai and Datadome protections using residential proxies and TLS fingerprint normalisation.

Delta Extraction

Track daily inventory and price changes using hash-based diffing, delivering only updated records to your warehouse.

// engagement pipeline

From target zip codes to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target zip codes, store IDs, or product categories. We design the extraction schema together.

Pipeline Build
d 2–4

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

Retail pharmacy sites use aggressive bot protection and complex state management for local pricing. Here is how we maintain extraction stability.

pipeline-monitor · cvs.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
Location spoofing
Zip code session injection

CVS pricing and inventory are heavily localised. Our crawlers inject specific US zip codes into the session cookies and headers before requesting product pages, ensuring the data reflects the exact local store you are targeting.

Bot mitigation
Bypassing enterprise WAFs

CVS employs strict Akamai bot protection. We rotate US-based residential ISP proxies per request, normalise TLS fingerprints, and execute real JavaScript challenges to maintain high success rates without triggering blocks.

Dynamic rendering
Handling SPA architecture

Much of the cvs.com frontend relies on React and heavy client-side rendering. We use Playwright to execute the JavaScript, wait for API hydration, and extract the structured JSON objects directly from the application state.

Schema stability
Resilient DOM parsing

Healthcare and pharmacy categories frequently change layout for compliance warnings. We use multi-layered selectors and intercept backend API responses directly to avoid brittle DOM dependencies.

Data compliance
Strictly public information

We configure our crawlers to strictly avoid any authenticated areas. No PHI, no prescription histories, and no HIPAA concerns. We only extract the public retail and clinic data available to any unauthenticated visitor.

Applications

Who uses CVS data - and how

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

01
Retail Price Intelligence

FMCG brands monitor retail pricing, BOGO offers, and CarePass discounts to ensure MAP compliance and track competitor promotions.

02
Healthcare Accessibility Research

Analysts map MinuteClinic locations, operating hours, and service availability to study healthcare access in rural vs urban areas.

03
Supply Chain Forecasting

Manufacturers track store-level out-of-stock indicators for OTC medications to optimise regional distribution and manufacturing schedules.

04
Competitor Benchmarking

Retail pharmacies compare their own store density, operating hours, and drive-thru availability against the CVS footprint.

05
Product Assortment Analysis

Brands analyse category depth, FSA/HSA eligibility tags, and review sentiment to identify gaps in the retail pharmacy market.

06
Investment Due Diligence

Private equity firms track store closures, new clinic openings, and pricing trends to evaluate retail pharmacy market health.

Why DataFlirt

"CVS holds the most comprehensive retail pharmacy and retail clinic dataset in North America - but extracting store-level accuracy requires complex session state management."

Most teams underestimate the investment required: reliable CVS scraping requires residential proxies mapped to specific US zip codes, full JavaScript rendering for inventory checks, and strict anomaly monitoring to bypass enterprise WAFs. DataFlirt absorbs that complexity so your engineers can focus on the analysis, not the infrastructure.

Technical Spec

CVS scraper - technical capabilities

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

JavaScript rendering
Full Playwright execution to handle React state and dynamic inventory loading
Supported
Zip code injection
Programmatic setting of local store context via cookies and API headers
Supported
FSA/HSA detection
Extraction of eligibility flags for tax-advantaged healthcare spending
Supported
CarePass pricing
Capture of member-specific discounts alongside base retail prices
Supported
WAF bypass
Automated handling of Akamai challenges via CapSolver and residential IPs
Supported
MinuteClinic availability
Extraction of walk-in wait times and service menus per clinic location
Supported
Change detection
Hash-based diffing to only emit records when price or stock changes
Supported
Patient prescription history
Gated data requiring HIPAA compliance and individual user authentication
Partial
ExtraCare rewards balances
Requires user login and 2FA; we do not scrape authenticated user accounts
Partial
Infrastructure

Infrastructure powering the CVS 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 manages the complex React hydration and zip code session injection required for local CVS data.

US Residential Proxies

We route requests through US-based residential ISP proxies to avoid Akamai blocks, rotating IPs per request while maintaining local session stickiness.

Cloud-Native Orchestration

Airflow orchestrates the extraction schedules on Kubernetes. All data is validated against strict schemas before being pushed to your warehouse.

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
Legacy spreadsheet 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 endpoints to query your extracted dataset
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping CVS legal?

Scraping publicly available retail and store data is generally permissible. DataFlirt strictly targets unauthenticated product listings, store locators, and public clinic schedules. We do not touch patient portals, prescription data, or any PHI that would trigger HIPAA compliance issues.

How do you get accurate local pricing?

CVS alters pricing and inventory based on the user's location. Our crawlers inject specific target zip codes into the session context before requesting the data, ensuring the prices match the physical store you want to monitor.

Can you bypass CVS bot protection?

Yes. CVS uses enterprise bot mitigation (Akamai). We handle this by routing traffic through high-quality US residential proxies, mimicking legitimate TLS fingerprints, and solving JavaScript challenges automatically.

Do you extract MinuteClinic data?

Yes. We can extract clinic locations, operating hours, available services (like specific vaccines), and estimated walk-in wait times from the public MinuteClinic directory.

How often can the data be refreshed?

Store locators and product catalogues are typically refreshed weekly. High-priority items like local inventory stockouts or promotional pricing can be monitored on daily or intra-day schedules.

Can I request a sample dataset?

Yes. We provide a sample run of up to 500 products or 50 store locations during the scoping phase, allowing you to validate the schema and location accuracy before committing.

$ dataflirt scope --new-project --source=cvs.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 store locator dump or continuous local price monitoring across 9,000 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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