Liquor data scraping in Singapore, built for the island's on-demand drinks economy
Outlet listings, live product catalogues, pricing, promotions, reviews and delivery zones pulled from every major Singapore liquor platform structured, deduplicated, and delivered on a schedule you set.
Liquor Industry Overview In Singapore
Singapore's liquor retail and delivery scene is compact but fast-moving, shaped by tight licensing rules and a drinks-loving population that expects same-day service. Here's the landscape our pipelines are built for.
Between a handful of dedicated liquor marketplaces, craft beer and wine specialists, and supermarket chains adding on-demand alcohol delivery, product data in Singapore shifts constantly new SKUs land weekly, prices move with GST and duty updates, and bundle offers rotate around paydays and public holidays. Manual tracking cannot keep pace across such a dense, regulated market, which is why importers, distributors, and hospitality groups turn to Liquor data scraping in Singapore instead of spreadsheets.
Our Liquor Data Scraping Services
End-to-end coverage of the liquor data stack from raw extraction to analytics-ready delivery.
Liquor Outlet Data Extraction
Names, categories, addresses, licensing hours, and status across every listing platform on the island.
Product Catalog & Label Scraping
SKU-level wine, beer, and spirits listings with ABV, pack size, and vintage detail, refreshed on schedule.
Pricing & Promotion Monitoring
Base price, bundle deals, and voucher tracking across happy-hour windows and platforms.
Reviews & Ratings Extraction
Star ratings, review text, sentiment tags, and rating trend history per outlet.
Delivery & Fulfilment Intelligence
Delivery time bands, minimum order value, delivery fee slabs, and serviceable postal zones.
Location & Outlet Mapping
Geo-coordinates, outlet counts, dark-store footprint, and planning-area density mapping.
Leading Liquor Delivery Platforms We Scrape
Liquor marketplaces, craft specialists, and islandwide on-demand delivery services.
Coverage is built and maintained per client requirement, in line with each platform's public data and applicable terms of use.
Liquor Outlet Data Extraction
A complete, deduplicated liquor outlet master list per postal district the foundation layer every downstream analysis depends on.
- Outlet name, brand, category tags, and price band
- Licensing hours and live/inactive status
- Cross-platform ID matching to remove duplicates
{
"outlet_id": "WDC-SGP-04821",
"name": "The Wine Rack Robertson Quay",
"platform": "Cellarbration",
"region": "Central Singapore",
"locality": "Robertson Quay",
"categories": ["Wine", "Spirits"],
"avg_basket_sgd": 96,
"rating": 4.5,
"status": "open",
"last_scraped": "2026-07-18T09:12:00Z"
}
Liquor Pricing & Promotion Monitoring
Track how prices and bundle deals move across platforms and happy-hour windows, down to the voucher-code level.
- Base price vs. platform bundle/happy-hour price
- Active vouchers, flat-off and percentage-off offers
- Historical price change logs for trend analysis
| Item | Platform | Base S$ | Offer |
|---|---|---|---|
| Chivas Regal 12 1L | BoozeAt | 62 | 15% OFF |
| Whispering Angel Rosé | Vinomofo | 39 | Flat $5 |
| Absolut Vodka 1L | Cellarbration | 45 | Buy2Get1 |
| Tiger Beer Carton | Happy Hour SG | 48 |
Liquor Outlet Reviews & Ratings Data Extraction
Structured review capture with rating history, so you can spot quality drift before it shows up in repeat orders.
- Overall rating and delivery-experience sub-ratings
- Review text with date and reviewer tier
- Rating trend tracked over rolling 30/90-day windows
{
"outlet_id": "WDC-SGP-01193",
"rating_overall": 4.4,
"rating_delivery": 4.6,
"review_count_30d": 184,
"rating_trend_90d": "+0.3",
"top_tags": ["fast delivery", "great selection"]
}
Liquor Delivery & Fulfilment Intelligence
Understand serviceability and delivery economics at the outlet and planning-area level.
- Estimated delivery time bands by planning area
- Minimum order value and delivery fee slabs
- Serviceable radius and dark-store assignment
| Locality | ETA | Min Order | Fee S$ |
|---|---|---|---|
| Tanjong Pagar | 25–32 min | S$40 | 6 |
| Tampines | 32–40 min | S$50 | 8 |
| Jurong East | 20–28 min | S$40 | 5 |
Liquor Outlet Location & Mapping Data
Geo-tagged outlet data for footprint mapping, whitespace analysis, and competitor density studies.
- Latitude/longitude and full postal address
- Outlet type: retail store, specialty store, dark store
- Brand-wise outlet counts per region and locality
| Brand | Area | Outlets | Type |
|---|---|---|---|
| Cellarbration | Tanjong Pagar | 6 | Retail Store |
| The Drinking Partner | Holland Village | 3 | Specialty Store |
| Wines Online | Jurong East | 4 | Dark Store |
Liquor Data Fields We Extract
A standard field set that most engagements start from extended per client on request.
Sample Restaurant Dataset
A preview of the raw fields our crawlers pull from liquor delivery platforms across Singapore this is a 10-row sample from a live dataset refreshed daily.
| # | Outlet | Category | Region Area | Rating | Type | Platforms | Price Range | Hours | Updated |
|---|---|---|---|---|---|---|---|---|---|
| 01 | The Wine Rack | Wine & Champagne | Central Robertson Quay | ★ 4.5 | Retail | CLBVNM | S$20–S$300 | 11am–9pm | 2026-07-18 05:40 |
| 02 | Barrel & Bean | Craft Beer | Central Tiong Bahru | ★ 4.4 | Bar & Retail | RDBHHSBZT | S$8–S$60 | 4pm–12am | 2026-07-18 05:55 |
| 03 | Casks & Co. | Whisky & Spirits | Central Duxton Hill | ★ 4.6 | Retail | TSPCLB | S$40–S$450 | 12pm–10pm | 2026-07-18 06:02 |
| 04 | Bottles & Baskets | Value Beer & Wine | West Jurong East | ★ 4.3 | Dark Store | WOLBZT | S$12–S$90 | 10am–10pm | 2026-07-18 05:48 |
| 05 | Nightcap Cellars | Cocktail Kits | Central Clarke Quay | ★ 4.2 | Online-Only | TDP | S$25–S$120 | 6pm–2am | 2026-07-18 06:07 |
| 06 | Enoteca Cellar | Italian Wine | Central Dempsey Hill | ★ 4.5 | Specialty Store | ENSVNMCLB | S$35–S$400 | 11am–9pm | 2026-07-18 05:33 |
| 07 | Happy Hour Depot | Beer & Party Packs | East Tampines | ★ 4.4 | Retail | HHSCLB | S$10–S$80 | 11am–10pm | 2026-07-18 06:15 |
| 08 | The Drinking Partner HQ | Curated Spirits | Central Holland Village | ★ 4.6 | Specialty Store | TDPTSPBZT | S$45–S$500 | 12pm–9pm | 2026-07-18 05:59 |
| 09 | Red Dot Growler Room | Craft Beer & Growlers | West Bukit Timah | ★ 4.3 | Bar & Retail | RDB | S$15–S$100 | 3pm–11pm | 2026-07-18 05:21 |
| 10 | Vinomofo Warehouse SG | Discount Wine | North Woodlands | ★ 4.4 | Dark Store | VNMWOLBZT | S$18–S$150 | 10am–10pm | 2026-07-18 06:20 |
🇸🇬 Sample records live Singapore liquor data API returns full datasets with all scraped fields across 28 postal districts
Access Full Datasets →Liquor Industry Use Cases
How teams put Liquor data scraping in Singapore to work once the data lands in their warehouse.
Competitive Price Benchmarking
Compare pricing across your outlets vs. competing brands, planning area by planning area.
Dark Store Site Selection
Identify underserved planning areas using outlet density and delivery-time data.
Bundle & Promotion Optimisation
Spot high-performing SKUs and pricing gaps across your catalogue.
Marketplace Commission Analysis
Reconcile listed prices against payouts across platforms.
Brand Reputation Monitoring
Track rating drift and review sentiment across outlets in near real time.
Market-Entry Research
Size Singapore's liquor delivery market before committing to expansion.
Industries We Serve
Liquor Retail Chains
Craft Breweries & Distilleries
Online Liquor Marketplaces
Importers & Distributors
Market Research Firms
Investors & PE / VC Analysts
Hospitality & F&B Groups
Consulting & Advisory Firms
Benefits of Liquor Data Scraping
What structured, always-fresh liquor data actually changes for your team.
Faster Decisions
Skip manual audits pricing and promotion changes land in your pipeline within hours.
Island-Wide Coverage
See every outlet in the market, not just the ones your team can manually check.
Historical Trendlines
Price, rating, and promotion history that spreadsheets can't reconstruct after the fact.
Clean, Deduped Data
One outlet record per location, matched across platforms no duplicate noise.
Analyst Hours Saved
Redeploy research time from data collection to actual analysis and strategy.
API-Ready Delivery
Plug data directly into your BI tools, dashboards, or internal systems.
Our Liquor Data Collection Process
Modelled on the same precision Singapore's port and logistics network uses to move thousands of containers a day a coded, repeatable system that scales without dropping a single record.
Scope & Target Mapping
We confirm platforms, areas, and the exact field set your use case needs.
Pipeline Build
Custom crawlers and parsers are built per platform, respecting each site's structure and terms.
Scheduled Extraction
Data is pulled on the cadence you need hourly, daily, or weekly.
Cleaning & Deduplication
Records are normalised, cross-platform matched, and validated before delivery.
QA & Anomaly Checks
Automated checks flag missing fields, price outliers, and broken listings.
Delivery & Handoff
Final data lands in your chosen format or API endpoint, on schedule.
Data Delivery Formats & API Integration
Take the data however your stack consumes it.
CSV / Excel
Ready for spreadsheets and BI tools.
JSON
Nested, structured records for apps.
REST API
Query live data on demand.
Database push
Direct delivery into your warehouse.
{
"count": 312,
"page": 1,
"results": [ "..." ],
"updated": "2026-07-18T06:00:00Z"
}
Areas Covered Across Singapore
Central-first coverage that extends into the east, west, and north as delivery platforms grow.
Frequently Asked Questions
We collect publicly available data and structure our pipelines around each platform's public listings and applicable terms. We recommend clients review their own use case with legal counsel, especially for redistribution.
Refresh cadence is set per engagement commonly hourly for pricing/promotions, daily for product catalogues, and weekly for outlet/location data.
Yes we build custom field mapping per client rather than delivering a fixed template. Share your schema and we'll scope accordingly.
CSV, Excel, JSON, direct database push, or REST API access whichever fits your existing stack.
Yes, coverage extends across all 28 postal districts, from the Central Business District to the eastern, western, and northern regions, scoped on request based on platform availability.
Fill in the form below with your area and platform of interest we'll share a free structured sample dataset within one business day.
Why Choose Our Web Data Crawlers?
Streamline Research
Automate data collection for comprehensive insights.
Save Time
Efficiently gather and analyze data from multiple sources.
Real-time Updates
Stay continuously informed with the latest information.
Competitive Advantage
Monitor competitors' activities and pricing strategies.
Insightful Analysis
Extract trends and patterns for strategic decision-making.
Market Intelligence
Aggregate data from diverse websites effortlessly.
Customizable Solutions
Tailored to fit specific business requirements seamlessly.
Enhanced Productivity
Streamline workflows and boost efficiency significantly.
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