E-commerce Data Scraping In Singapore, built for the island's online retail economy
Product listings, live pricing, promotions, reviews and store availability pulled from every major Singapore marketplace and grocery platform — our E-commerce data scraping in Singapore programme structures, deduplicates and delivers it on the schedule you set.
E-commerce Industry Overview In Singapore
Singapore is one of the most digitally mature retail markets in Southeast Asia, and also one of the hardest to track by hand. Here's the landscape our pipelines are built for.
Between horizontal marketplaces, grocery and pharmacy delivery apps, department-store chains and a growing wave of social-commerce sellers, product data in Singapore shifts constantly — new SKUs get listed weekly, prices move by daypart and flash sale, and stock status changes by the hour. Manual tracking cannot keep pace at this scale, which is why retail teams, brand owners and market researchers turn to E-commerce data scraping in Singapore instead of manual spreadsheets.
Our E-commerce Data Scraping Services
Our E-commerce data scraping in Singapore engagements cover the full data stack — from raw extraction to analytics-ready delivery.
Product Data Extraction
Titles, brands, SKUs, categories and specifications pulled from every listing platform your buyers shop on.
Ecommerce Marketplace Data Scraping
Category-wide catalogue capture across horizontal marketplaces and grocery platforms, refreshed on schedule.
Ecommerce Price Monitoring Services
List price, discounted price, vouchers and flash-sale tracking across sellers and dayparts.
Reviews & Ratings Extraction
Star ratings, review text, seller-response data and rating trend history per product.
Store & Fulfilment Mapping
Delivery windows, minimum order values, delivery fee slabs and store-level serviceability zones.
Ecommerce API Scraping Services
On-demand and scheduled API access to structured product data, built for ecommerce API scraping services for Singapore teams.
Leading E-commerce Delivery Platforms We Scrape
Supermarkets, pharmacy and homeware chains, and grocery delivery apps trading across Singapore.
Coverage is built and maintained per client requirement, in line with each platform's public data and applicable terms of use.
Product Data Extraction
A complete, deduplicated product master list per marketplace — the foundation layer every downstream analysis depends on.
- Product name, brand, category, and sub-category
- Specifications, variants, and packaging size
- Cross-platform ID matching to remove duplicates
{
"product_id": "WDC-SGP-07734",
"name": "Jasmine Rice 5kg",
"platform": "FairPrice",
"category": "Grocery",
"brand": "Fairprice House Brand",
"tags": ["Staples", "Rice & Grains"],
"price_sgd": 12.9,
"rating": 4.6,
"status": "in stock",
"last_scraped": "2026-07-10T09:12:00Z"
}
Ecommerce Marketplace Data Scraping
Category-level marketplace capture including seller listings and variants, so pricing and catalogue teams work from the same source of truth.
- Listing title, description, category, and sub-category
- Variants, pack sizes, and bundle/combo groups
- Seller name and marketplace availability flags
| Item | Category | Price SGD | Seller |
|---|---|---|---|
| Wireless Earbuds Pro | Electronics | 59.90 | Official Store |
| Facial Cleanser 150ml | Beauty | 18.50 | Guardian |
| Instant Noodles 5-Pack | Grocery | 4.25 | FairPrice |
| Cotton Bedsheet Set | Home & Living | 39.00 | Courts |
Ecommerce Price Monitoring & Competitor Price Scraping
Track how prices and promotions move across sellers and dayparts, down to the voucher level — the core of our ecommerce competitor price scraping engagements.
- List price vs. flash-sale and member price
- Active vouchers, flat-off and percentage-off offers
- Historical price change logs for trend analysis
| Item | Platform | Base SGD | Offer |
|---|---|---|---|
| Air Fryer 4.5L | Courts | 89.00 | 15% OFF |
| Fresh Salmon Fillet | RedMart | 14.90 | Flat $2 OFF |
| Vitamin C Serum | Guardian | 32.90 | Buy1Get1 |
| Household Bundle Pack | Giant | 26.50 |
Product Reviews & Ratings Data Extraction
Structured review capture with rating history, so you can spot quality drift before it shows up in returns or churn.
- Overall rating and category-specific sub-ratings
- Review text with date and verified-buyer tag
- Rating trend tracked over rolling 30/90-day windows
{
"product_id": "WDC-SGP-04128",
"rating_overall": 4.3,
"rating_delivery": 4.5,
"review_count_30d": 218,
"rating_trend_90d": "+0.1",
"top_tags": ["fast delivery", "good packaging"]
}
Store & Fulfilment Intelligence
Understand serviceability and delivery economics at the store and postal-district level.
- Estimated delivery time bands by postal district
- Minimum order value and delivery fee slabs
- Serviceable radius and outlet/warehouse assignment
| Area | ETA | Min Order | Fee SGD |
|---|---|---|---|
| Tampines | 45–60 min | $40 | 3.90 |
| Jurong East | 60–90 min | $50 | 4.90 |
| Bishan | 30–45 min | $35 | 2.90 |
Ecommerce API Scraping & Live Crawler Service
An ecommerce Live crawler service in Singapore that keeps a query-ready feed running, instead of a one-off export.
- Scheduled or on-demand REST API access
- Webhook push for price and stock-status changes
- Field-level custom mapping to your schema
| Brand | Platform | Refresh | Type |
|---|---|---|---|
| FairPrice | Marketplace App | Hourly | API Feed |
| RedMart | Marketplace App | Hourly | API Feed |
| Guardian | Retail Site | Daily | Scheduled Pull |
E-commerce Data Fields We Extract
A standard field set that most engagements start from — extended per client on request.
Sample E-commerce Product Dataset
A preview of the raw fields our crawlers pull from e-commerce platforms across Singapore — this is a 10-row sample from a live dataset refreshed daily.
| # | Product | Category | Platform | Rating | Stock | Sources | Price SGD | Delivery | Updated |
|---|---|---|---|---|---|---|---|---|---|
| 01 | Jasmine Rice 5kg | Grocery | FairPrice | ★ 4.6 | In Stock | FPTRDM | $12.90 | Next-day | 2026-07-10 05:40 |
| 02 | Wireless Earbuds Pro | Electronics | Courts | ★ 4.4 | Low Stock | CRT | $59.90 | 2–3 days | 2026-07-10 05:55 |
| 03 | Vitamin C Serum | Beauty & Personal Care | Guardian | ★ 4.5 | In Stock | GRD | $32.90 | Next-day | 2026-07-10 06:02 |
| 04 | Fresh Salmon Fillet | Fresh Grocery | RedMart | ★ 4.3 | In Stock | RDM | $14.90 | Same-day | 2026-07-10 05:48 |
| 05 | Air Fryer 4.5L | Home Appliances | Courts | ★ 4.2 | In Stock | CRT | $89.00 | 3–5 days | 2026-07-10 06:07 |
| 06 | Household Bundle Pack | Household | Giant | ★ 4.5 | In Stock | GNT | $26.50 | Next-day | 2026-07-10 05:33 |
| 07 | Cotton Bedsheet Set | Home & Living | Courts | ★ 4.4 | In Stock | CRT | $39.00 | 2–3 days | 2026-07-10 06:15 |
| 08 | Instant Noodles 5-Pack | Grocery | FairPrice | ★ 4.6 | In Stock | FPTGNT | $4.25 | Next-day | 2026-07-10 05:59 |
| 09 | Facial Cleanser 150ml | Beauty & Personal Care | Guardian | ★ 4.3 | In Stock | GRD | $18.50 | Next-day | 2026-07-10 05:21 |
| 10 | Assorted Bulk Snacks Tin | Grocery & Wholesale | Lim Siang Huat | ★ 4.4 | Low Stock | LSH | $45.00 | 3–5 days | 2026-07-10 06:20 |
🇸🇬 Sample records — live Singapore e-commerce data API returns full datasets with all scraped fields across 9+ platforms
Access Full Dataset →E-commerce Industry Use Cases
How teams put this data to work once it lands in their warehouse.
Ecommerce Competitor Price Scraping
Compare pricing across your listings vs. competing sellers, marketplace by marketplace.
Share-of-shelf Tracking
Identify visibility gaps using search-rank and category-placement data.
Dynamic Pricing Optimisation
Spot high-performing SKUs and pricing gaps across your catalogue.
MAP & Brand Compliance Monitoring
Reconcile listed prices against agreed minimum advertised price policies.
Assortment Gap Analysis
Track catalogue breadth and stock-out patterns across sellers in near real time.
Cross-border Market-entry Research
Size Singapore's online retail market before committing to expansion.
Industries We Serve
Retail & FMCG Brands
Grocery & Supermarket Chains
Marketplace Sellers & Aggregators
Fashion & Beauty Ecommerce
Market Research Firms
Investors & PE / VC Analysts
Pricing & Revenue Teams
Benefits Of E-commerce Data Scraping
What structured, always-fresh e-commerce data actually changes for your team.
Faster Decisions
Skip manual audits — pricing and catalogue changes land in your pipeline within hours.
Marketplace-wide Coverage
See every listing that matters, not just the ones your team can manually check.
Historical Trendlines
Price, rating, and stock history that spreadsheets can't reconstruct after the fact.
Clean, Deduped Data
One product record per SKU, matched across sellers — 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 E-commerce Data Collection Process
Modelled on the same precision Singapore's port and logistics networks use to move thousands of containers on schedule — a coded, repeatable system that scales without dropping a single record.
Scope & Target Mapping
We confirm platforms, categories, 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": 6480,
"page": 1,
"results": [ "..." ],
"updated": "2026-07-10T06:00:00Z"
}
Marketplaces & Retailers Covered Across Singapore
Core-marketplace coverage that extends into vertical and emerging platforms as client requirements 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 catalogues, and weekly for store/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 beyond the core grocery and marketplace platforms into niche and B2B verticals, scoped on request based on platform availability.
Fill in the form below with your platform and category 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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