SYSTEM all green source bacardi.com queue 842 pages p99 latency 315ms dataflirt.com · scraper/bacardi-com
RUN · 14 active pipelines · bacardi.com live

Bacardi data,
distilled at scale.

We extract product specifications, mixology recipes, tasting notes, and store locator data from Bacardi. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
185 /run
Cocktail recipes
4,219
Retail locations
12,401
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from bacardi.com

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

Complete list of extractable fields for Product Catalogue objects from bacardi.com. All fields typed and schema-versioned.

product_idtitlecategoryabv_percentagevolume_mltasting_notesdescriptionimage_urlregion_availabilitypage_url
product_catalogue
● 200 OK
"product_id": "BAC-RUM-001",
"title": "Bacardi Carta Blanca Superior White Rum",
"category": "White Rum",
"abv_percentage": 40.0,
"volume_ml": 750,
"tasting_notes": "Floral, fruity, vanilla, almond",
"region_availability": "['US', 'UK', 'EU', 'IN']",
"page_url": "https://www.bacardi.com/us/en/rums/carta-blanca/"
# product_idtitlecategoryabv_percentagevolume_mltasting_notes
1
2
3

Complete list of extractable fields for Cocktail Recipes objects from bacardi.com. All fields typed and schema-versioned.

recipe_idnamebase_spiritdifficulty_levelprep_time_minsingredientsinstructionsglasswaregarnishimage_url
cocktail_recipes
● 200 OK
"recipe_id": "REC-MOJ-012",
"name": "Classic Bacardi Mojito",
"base_spirit": "Bacardi Carta Blanca",
"difficulty_level": "Easy",
"prep_time_mins": 5,
"glassware": "Highball",
"garnish": "Mint sprig, lime wedge",
"ingredients": "['50ml Bacardi Carta Blanca', '25ml Lime Juice', '2 tsp Caster Sugar', '8-10 Mint Leaves', 'Soda Water']"
# recipe_idnamebase_spiritdifficulty_levelprep_time_minsingredients
1
2
3

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

store_idretailer_nameaddress_line_1citystate_provincepostal_codecountrylatitudelongitudephone_numberstock_status
store_locator
● 200 OK
"store_id": "LOC-84921",
"retailer_name": "Total Wine & More",
"address_line_1": "123 Beverage Blvd",
"city": "Miami",
"state_province": "FL",
"postal_code": "33101",
"latitude": 25.7617,
"longitude": -80.1918,
"stock_status": "In Stock"
# store_idretailer_nameaddress_line_1citystate_provincepostal_code
1
2
3

Complete list of extractable fields for Tasting & Specs objects from bacardi.com. All fields typed and schema-versioned.

product_idaromapalatefinishcolouraging_processbarrel_typeawardscalories_per_serving
tasting_& specs
● 200 OK
"product_id": "BAC-RUM-008",
"aroma": "Oak, vanilla, dried fruit",
"palate": "Caramel, nutmeg, banana",
"finish": "Smooth, warm, lingering",
"colour": "Deep amber",
"aging_process": "8 Years",
"barrel_type": "American White Oak",
"calories_per_serving": 98
# product_idaromapalatefinishcolouraging_process
1
2
3

Complete list of extractable fields for Brand Content objects from bacardi.com. All fields typed and schema-versioned.

article_idtitlecategorypublish_dateauthorcontent_bodytagsrelated_productsimage_urls
brand_content
● 200 OK
"article_id": "ART-HIS-044",
"title": "The History of the Cuba Libre",
"category": "Heritage",
"publish_date": "2023-08-12",
"tags": "['History', 'Cocktails', 'Cuba']",
"related_products": "['BAC-RUM-002', 'BAC-RUM-004']",
"image_urls": "['https://www.bacardi.com/assets/img/cuba-libre-history.jpg']"
# article_idtitlecategorypublish_dateauthorcontent_body
1
2
3

Capabilities

Extract the complete Bacardi taxonomy

Our Bacardi scraper targets the entire brand footprint: spirit specifications, mixology databases, retail distribution networks, and heritage content — bypassing age-gates and regional restrictions automatically.

Spirit Portfolio Extraction

Capture ABV, volume, tasting notes, barrel aging specifics, and marketing copy for every SKU across the global catalogue.

Mixology & Recipe Data

Extract structured cocktail recipes including precise ingredient measurements, prep times, glassware recommendations, and step-by-step instructions.

Retail Distribution Mapping

Scrape the store locator API to map retailer names, coordinates, and stock availability across thousands of global zip codes.

Geo-Targeted Content

Bacardi serves different products per country. We route requests through regional proxies to capture the exact catalogue for the US, UK, EU, or IN markets.

Automated Age-Gate Bypass

Alcohol brand sites deploy mandatory age verification walls. Our pipeline injects valid session cookies to bypass these gates without triggering bot protection.

Nutritional Information

Parse calories, carbohydrates, sugar content, and allergen warnings per serving size for compliance and health-tracking databases.

Awards & Heritage Tracking

Extract historical brand content, distillery tour information, and competition awards associated with specific spirit vintages.

Media & Asset Capture

Download high-resolution bottle shots, lifestyle imagery, and cocktail presentation photos mapped to their respective product IDs.

Scheduled Updates

Run continuous pipelines to detect new product launches, seasonal cocktail additions, or shifts in retail distribution.

// engagement pipeline

From brand domain to warehouse table

Brief in. Clean data out.

Define Scope
d 0

Specify the target regions, product lines, or recipe categories. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, regional proxy routing, and age-gate session management.

Validation & QA
d 4–6

Schema validation, null-rate checks, and ingredient parsing 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

Navigating alcohol brand infrastructure

Extracting data from global beverage sites requires handling compliance gates, geo-routing, and API rate limits. Here is how we build resilient pipelines.

pipeline-monitor · bacardi.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
Compliance layer
Age-gate session management

Alcohol sites require a verified date of birth before serving content. Our crawlers manage persistent cookie sessions, injecting valid age-verification tokens prior to initiating the crawl, ensuring uninterrupted access to the underlying DOM.

Regional routing
Geo-fenced catalogue extraction

Bacardi alters its product visibility based on the user's IP address. We utilise residential proxies mapped to specific locales, allowing us to extract the US, UK, and European catalogues simultaneously and normalise them into a single dataset.

API extraction
Store locator reverse-engineering

Retail distribution data is typically hidden behind rate-limited, tokenized mapping APIs. We intercept the XHR network traffic, extract the authentication tokens, and iterate through postal code grids to map the entire distribution network.

Data parsing
Unstructured recipe normalisation

Cocktail ingredients are often written as unstructured text strings. Our pipeline employs regex patterns and NLP to parse '50ml Bacardi Carta Blanca' into discrete quantity, unit, and ingredient fields for database ingestion.

Monitoring
Schema drift detection

Marketing sites frequently undergo redesigns. We monitor selector failure rates in real time. If Bacardi updates its frontend framework, our observability stack triggers an alert, allowing us to patch selectors before your downstream processes fail.

Applications

Who uses Bacardi data — and how

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

01
Mixology & Recipe Aggregators

Beverage apps and recipe platforms ingest official brand cocktails to populate their databases with verified mixology content.

02
Competitor Intelligence

Rival spirit manufacturers monitor Bacardi's product portfolio, tasting note terminology, and new flavour launches.

03
Retail Distribution Mapping

Market analysts scrape the store locator to map physical distribution density across different geographic regions.

04
Trend Forecasting

Food and beverage researchers analyse ingredient frequency in new cocktail recipes to identify emerging flavour profiles.

05
Nutritional Database Providers

Health and fitness applications extract calorie and ABV data to maintain accurate macro-tracking databases for alcoholic beverages.

06
Supply Chain Analysis

Procurement teams use cocktail ingredient requirements to model potential demand for secondary ingredients like specific syrups or garnishes.

Why DataFlirt

"Bacardi's digital footprint contains the definitive taxonomy of rum-based mixology and global spirit distribution — structured data waiting to be extracted."

Extracting data from global alcohol brands requires navigating stringent age-gates, aggressive geo-fencing, and heavy JavaScript frameworks. DataFlirt manages proxy routing, session state, and DOM parsing so your engineering team receives clean, normalised datasets without the operational overhead.

Technical Spec

Bacardi scraper — technical capabilities

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

JavaScript rendering
Full Playwright sessions to handle modern frontend frameworks and dynamic content loading
Supported
Age-gate bypass
Automated cookie injection to clear mandatory legal drinking age verification prompts
Supported
Geo-targeted catalogues
Extraction of region-specific products using localised residential proxies
Supported
Cocktail ingredient parsing
Regex-driven normalisation of raw ingredient strings into quantity, unit, and item
Supported
Store locator extraction
Grid-based API iteration to capture complete retail distribution network
Supported
Nutritional data extraction
Capture of ABV, calories, and allergen information per serving
Supported
Change detection (diffs)
Hash-based diff: only emit records with changed fields since last run
Supported
Webhook delivery
HTTP POST per record or batch for immediate downstream ingestion
Supported
B2B Distributor Wholesale Pricing
Requires verified trade login and commercial account authentication
Partial
Direct-to-Consumer Purchase History
Requires individual user authentication and order history access
Partial
Infrastructure

Infrastructure powering the Bacardi pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusFastAPIdbt
Scrapy + Playwright Stack

Scrapy handles crawl orchestration and deduplication. Playwright handles JavaScript rendering, age-gate cookie sessions, and dynamic interaction flows.

Geo-Targeted Proxy Infrastructure

We maintain pools of residential ISP proxies to route requests geographically, ensuring we capture the exact product catalogue intended for specific international markets.

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 — 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 endpoint to query your extracted dataset on demand
BigQuery
Streamed directly into your dataset with schema auto-detect
Postgres
Upsert into your existing schema with conflict resolution
Snowflake
Stage + COPY INTO workflow — incremental or full-replace
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Bacardi legal?

Scraping publicly available information, such as product catalogues and cocktail recipes, is generally permissible. DataFlirt targets only public, non-authenticated data. We do not extract personal data or circumvent secure authentication walls. Clients should review terms of service and consult legal counsel for specific use cases.

How do you handle the age verification gate?

Our automated pipeline manages persistent browser sessions and injects the necessary age-verification cookies before initiating the crawl, allowing uninterrupted access to the content without triggering bot detection.

Can you extract data for specific countries?

Yes. Bacardi alters its product visibility based on geography. We use region-specific residential proxies to target the US, UK, EU, or any other supported market, ensuring you receive the correct localised catalogue.

How structured are the cocktail recipes?

We parse unstructured recipe text into discrete database fields. A raw string like '50ml Bacardi' is split into 'quantity' (50), 'unit' (ml), and 'ingredient' (Bacardi), making the data immediately queryable.

Can you scrape the store locator?

Yes. We intercept the underlying API traffic for the store locator and iterate through geographic grids to map the entire retail distribution network, including store names, coordinates, and stock status.

What is the minimum viable engagement?

We handle everything from one-off extractions of the entire recipe database to continuous weekly monitoring of the global product catalogue. Contact us with your specific requirements for a scoped quote.

Can I request a sample dataset before committing?

Absolutely. We provide a sample run of up to 50 products or recipes during the scoping process, allowing you to validate schema fit and data quality before signing a contract.

$ dataflirt scope --new-project --source=bacardi.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 complete export of mixology recipes or continuous monitoring of the global spirit catalogue — we scope, build, and operate the pipeline. Tell us what you need.

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