SYSTEM all green source altopharmacy.com queue 12,408 pages p99 latency 184ms dataflirt.com · scraper/altopharmacy-com
RUN . 41 active pipelines . altopharmacy.com live

Alto Pharmacy data,
at warehouse scale.

We extract medication catalogues, cash prices, dosage forms, and delivery coverage from Alto Pharmacy. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Medications extracted
14.2K /day
Price updates
42.8K /24h
Delivery zones
184 /run
Active pipelines
41
Uptime
99.98%
Data Dictionary

Every field we extract from altopharmacy.com

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

Complete list of extractable fields for Medication Details objects from altopharmacy.com. All fields typed and schema-versioned.

drug_idndc_codebrand_namegeneric_namedrug_classdescriptionmanufacturerrx_requiredside_effectsstorage_requirements
medication_details
● 200 OK
"drug_id": "ALT-8492",
"ndc_code": "00069-3150-83",
"brand_name": "Lipitor",
"generic_name": "Atorvastatin",
"drug_class": "Statins",
"rx_required": true
# drug_idndc_codebrand_namegeneric_namedrug_classdescription
1
2
3

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

drug_iddosage_strengthformpackage_sizecash_priceretail_pricediscount_pctcurrencyprice_timestamp
pricing_& variants
● 200 OK
"drug_id": "ALT-8492",
"dosage_strength": "40mg",
"form": "Tablet",
"package_size": 30,
"cash_price": 12.5,
"retail_price": 45.0,
"currency": "USD"
# drug_iddosage_strengthformpackage_sizecash_priceretail_price
1
2
3

Complete list of extractable fields for Delivery & Coverage objects from altopharmacy.com. All fields typed and schema-versioned.

zip_codecitystatedelivery_availabledelivery_feecourier_typeestimated_timecut_off_timecoverage_status
delivery_& coverage
● 200 OK
"zip_code": "94107",
"city": "San Francisco",
"state": "CA",
"delivery_available": true,
"delivery_fee": 0.0,
"estimated_time": "Same-day"
# zip_codecitystatedelivery_availabledelivery_feecourier_type
1
2
3

Complete list of extractable fields for Active Ingredients objects from altopharmacy.com. All fields typed and schema-versioned.

drug_idingredient_namestrengthunitinactive_ingredientsfda_approvedschedule_classwarnings
active_ingredients
● 200 OK
"drug_id": "ALT-8492",
"ingredient_name": "Atorvastatin Calcium",
"strength": 40,
"unit": "mg",
"fda_approved": true,
"schedule_class": "Unscheduled"
# drug_idingredient_namestrengthunitinactive_ingredientsfda_approved
1
2
3

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

location_idnameaddresscitystatezip_codephonehours_operationlicense_number
pharmacy_locations
● 200 OK
"location_id": "LOC-SF-01",
"name": "Alto Pharmacy San Francisco",
"city": "San Francisco",
"state": "CA",
"zip_code": "94103",
"hours_operation": "Mon-Fri 9AM-7PM"
# location_idnameaddresscitystatezip_code
1
2
3

Capabilities

Structured healthcare intelligence

Our Alto Pharmacy scraper navigates complex medication catalogues, dynamic location-based pricing, and dosage variant matrices with residential proxies and JavaScript execution built in.

Full Medication Catalogue Extraction

Extract brand names, generic equivalents, drug classes, side effects, and storage requirements for the entire formulary.

Cash Price Tracking

Capture out-of-pocket cash prices, retail comparisons, and discount percentages across different dosage forms and quantities.

Dosage & Form Mapping

Map complex parent-child relationships between medications, strengths, and forms like tablets, capsules, or suspensions.

Delivery Zone Extraction

Determine same-day and next-day delivery availability, courier types, and cut-off times across specific zip codes.

NDC Code Resolution

Extract National Drug Codes to standardise medication mapping across your internal healthcare data sets.

Manufacturer Intelligence

Identify pharmaceutical manufacturers for generic equivalents to track supply chain distribution.

Active Ingredient Profiling

Extract active and inactive ingredient lists, FDA approval status, and controlled substance schedule classifications.

Location Based Context

Spoof geographic locations to extract state-specific pricing and inventory availability accurately.

Scheduled Pipeline Modes

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

// engagement pipeline

From drug list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target therapeutic classes, generic names, or 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 altopharmacy.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and sample data review 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 healthcare data extraction

Digital pharmacies deploy strict rate limits and location-based state management. Here is how we maintain reliable pipelines.

pipeline-monitor · altopharmacy.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
Accurate zip code session states

Alto Pharmacy alters pricing and delivery availability based on the user's geographic location. Our crawlers manage precise session cookies and inject specific zip codes to extract accurate regional data.

JavaScript rendering
Full Playwright execution for SPA content

Medication search and pricing calculators are heavily JavaScript-rendered. We run full Playwright browser sessions with JavaScript execution to hydrate dynamic pricing widgets.

Anti-bot layer
Residential proxy rotation

Healthcare domains employ aggressive rate limiting. Our crawlers use US-based residential ISP proxies with realistic browser fingerprints and randomised request timing to avoid IP bans.

Schema stability
Resilient selectors with fallback chains

Frontend structures change frequently. Our selector strategy uses multiple fallback chains per field, including structured data extraction, ensuring a layout change does not break your pipeline.

Change detection
Only re-scrape what has changed

For large medication 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 digital pharmacy data

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

01
Competitive Pricing Analysis

Retail pharmacies and telehealth providers track cash pricing to optimise their own pricing strategies and margin.

02
Telehealth Integration

Virtual care platforms integrate real-time cash pricing and availability to guide prescriber decisions at the point of care.

03
Market Access Research

Pharmaceutical manufacturers monitor generic equivalent pricing and market penetration across digital pharmacy channels.

04
Supply Chain Intelligence

Analysts track out-of-stock indicators across regional delivery zones to identify drug shortage patterns.

05
Healthcare AI Training

Machine learning teams use structured drug interaction and side-effect data to train clinical decision support models.

06
Insurance Formulary Mapping

Payers compare out-of-pocket cash prices against negotiated rates to evaluate pharmacy benefit manager performance.

Why DataFlirt

"Alto Pharmacy exposes a wealth of real-time cash pricing and delivery logistics data, but extracting it requires navigating aggressive bot protection and dynamic location states."

Healthcare data pipelines require precision. Extracting accurate medication pricing and dosage variants means managing session states, residential proxies, and location headers. DataFlirt handles the extraction infrastructure so your team can focus on market analysis.

Technical Spec

Alto Pharmacy scraper technical capabilities

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

JavaScript rendering
Full Playwright sessions required for pricing calculators and dynamic search content
Supported
CAPTCHA bypass
Automated 2Captcha and CapSolver integration for rate-limit interruptions
Supported
Residential proxy rotation
US-based residential IPs rotated to prevent access blocks
Supported
Location based pricing
Session management to inject specific zip codes for regional pricing
Supported
Dosage variant mapping
Extraction of all available strengths and forms for a specific generic
Supported
Change detection
Hash-based diffs to only emit records with changed fields since the last run
Supported
Webhook delivery
HTTP POST per record for real-time downstream processing
Supported
Patient profiles
Extraction of Protected Health Information (PHI) or user accounts
Partial
Specific insurance copays
Pricing that requires authenticated insurance portal access
Partial
Prescription history
Historical patient prescription orders and refill data
Partial
Infrastructure

Infrastructure powering the pharmacy 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 retry logic. Playwright manages JavaScript rendering, cookie sessions, and interaction flows required for digital pharmacy sites.

Residential Proxy Infrastructure

We maintain pools of US residential ISP proxies. Rotation happens per-request with sticky sessions to maintain location-specific pricing states.

Cloud Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling and dependency management. All state is 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 spreadsheet analysis
XLS
Excel format for immediate business user consumption
Parquet
Columnar format for BigQuery, Snowflake, and Athena
AWS S3
Direct bucket delivery compatible with your data lake
Webhook
HTTP POST per record for real-time processing
API
REST endpoints to query extracted datasets directly
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage and COPY INTO workflow for incremental updates
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Alto Pharmacy legal?

Scraping publicly available information is generally permissible under applicable law. DataFlirt targets only public, non-authenticated medication catalogues, pricing, and delivery data. We do not extract Protected Health Information (PHI), circumvent authentication walls, or violate HIPAA. Clients should consult legal counsel for specific use cases.

How do you handle rate limits and bot protection?

We use US residential ISP proxies, full Playwright browser sessions with realistic fingerprints, and request timing modelled on human behaviour. We monitor for 403 or CAPTCHA rate spikes in real time and trigger pool rotation automatically.

Can you extract location-specific pricing?

Yes. We manage session cookies and inject specific zip codes during the crawl to extract accurate regional pricing and delivery availability.

Do you extract NDC codes?

Yes. Where available in the page source or structured data, we extract National Drug Codes to allow you to map the data against standard healthcare identifiers.

How fresh is the pricing data?

Pipelines can be configured for daily or weekly runs depending on your requirements. Change-detection diffing ensures you only process updated pricing records.

Do you support other digital pharmacies?

Yes. We build custom pipelines for various digital pharmacies, telehealth platforms, and retail pharmacy chains using unified output schemas.

What is the minimum viable engagement?

Our smallest packages start at a defined list of therapeutic classes or generic names with weekly delivery. We price based on data volume, geographic permutations, and delivery frequency.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of specific medications across selected zip codes as part of the pre-engagement scoping process to validate schema fit and data quality.

$ dataflirt scope --new-project --source=altopharmacy.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 formulary export or continuous cash price monitoring across regional zones, we scope, build, and operate the pipeline. Tell us what you need.

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