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● Live · Quick Commerce & Grocery Data Intelligence China 中国

Grocery Data Scraping & Quick Commerce Intelligence API for China

Real-time grocery data scraping across 80+ Chinese quick commerce and grocery platforms. Extract product listings, live CNY prices, availability windows, 30-minute delivery slots, promotions, and inventory signals from Meituan, JD Daojia, Hema Fresh, Dingdong Maicai, Ele.me & more — structured JSON delivered to your pipeline.

8M+Products Indexed
80+CN Platforms
99.7%Uptime SLA
<2sAvg Response
meituan_grocery_product.json
{
  "product_id": "MT-GC-00847291",
  "platform": "meituan_maicai",
  "name_zh": "全脂纯牛奶 250ml×16",
  "name_en": "Whole Milk 250ml x16 Pack",
  "brand_zh": "伊利",
  "brand_en": "Yili",
  "barcode": "6907992510479",
  "price_cny": 49.90,
  "sale_price_cny": 39.90,
  "vat_9pct_cny": 3.30,
  "unit_price": "¥2.49 / 250ml",
  "in_stock": true,
  "delivery_window_min": 30,
  "city": "Shanghai",
  "district": "Jing'an",
  "golden_week_flag": false,
  "rating": 4.9,
  "review_count": 18402,
  "scraped_at": "2025-06-04T09:14:00+08:00"
}
34 Provinces
Full China Coverage
90+ Fields
Per Product Record
15min
Min Refresh Rate
EAN
Barcode-Level Match
GCJ-02
China Map Coords

What Is Quick Commerce & Grocery Data Scraping in China 什么是即时零售数据

Turn Real-Time Chinese Grocery Data into Strategic Advantage

Quick commerce and grocery data scraping in China is the systematic extraction of product, pricing, availability, delivery slot, and promotion data from China's unique instant retail (即时零售) ecosystem at scale. China is the world's largest quick commerce market — Meituan delivers groceries in 30 minutes to 800M+ users; JD Daojia and Dingdong Maicai collectively process tens of millions of fresh orders daily. Pricing is hyper-local by city district; Spring Festival and Golden Week create 5–10x demand spikes; platform-specific promotions (满减 spend-threshold discounts, 秒杀 flash kills, 88VIP member prices) create pricing complexity invisible to standard monitoring. Our platform captures it all — normalised in CNY with 9% VAT breakdowns, GCJ-02 coordinates, bilingual Chinese/English product names, and city-district-level granularity — delivered as structured JSON so your teams can power pricing engines, digital shelf dashboards, supply chain monitors, and AI models without building China-specific scraping infrastructure.

01

Discover

We crawl 80+ Chinese quick commerce and grocery platforms continuously — detecting new SKU listings, CNY price changes, OOS events, Spring Festival promotion launches, and Golden Week demand surges within minutes of going live.

02

Extract

90+ structured fields per product — CNY prices with 9% VAT, barcode/EAN, bilingual product names, platform discount mechanics (满减, 秒杀, VIP prices), nutrition data, ingredients, allergens, 30-minute delivery windows, and city-district availability.

03

Normalise

Data is cleaned, barcode-matched across platforms, category-standardised to the Chinese grocery taxonomy (including categories absent from Western schemas), GCJ-02 geocoded, and unified into one consistent UTF-8 schema regardless of source platform.

04

Deliver

Structured JSON via REST API, webhooks, or bulk exports to S3, BigQuery, or Snowflake — with city-district granularity, CST timestamps (UTC+8) on every record, and CNY pricing for time-series analysis across all 34 Chinese provinces.

Supported Platforms 支持平台

80+ Chinese Quick Commerce & Grocery Platforms Covered

From China's dominant instant retail super-apps and O2O fresh delivery platforms to national hypermarket chains, warehouse club stores, regional supermarkets, and specialty fresh-food apps — our grocery data scraping covers the full Chinese food retail landscape across all 34 provinces.

🛵 Meituan Maicai美团买菜
🏪 JD Daojia京东到家
🦈 Hema Fresh盒马鲜生
🔔 Dingdong Maicai叮咚买菜
🍜 Ele.me Grocery饿了么超市
🍑 Duoduo Maicai多多买菜
🌿 Miss Fresh每日优鲜
🏬 RT-Mart Online大润发
🌟 Sam's Club China山姆会员店
🔵 Walmart China沃尔玛中国
🥦 Yonghui Superstores永辉超市
📦 JD Supermarket京东超市
🛒 Tmall Supermarket天猫超市
🌙 Taoxianda淘鲜达
🏘️ Wumart Online物美多点
🍎 Ole' / BHG MarketOle超市
💊 Yonghui Mini永辉生活
🥬 Freshippo Mini盒马mini
🚚 Dmall / Wumart Dmall多点DMALL
➕ +63 More更多平台
Data Fields 数据字段

90+ Structured Fields per Chinese Grocery Product Record

Our China quick commerce data intelligence schema covers every data point that matters to FMCG brands, retailers, and data teams — from barcode-level product identity to city-district-specific CNY pricing, 30-minute delivery window intelligence, bilingual Chinese/English naming, and real-time promotional mechanics unique to China's instant retail ecosystem.

Product Identity 商品信息
product_id / barcode / ean
商品ID / 条形码 / EAN码
Platform-native product ID plus Chinese barcode (GS1 China 690–695 prefix) and EAN-13 for cross-platform product matching. Barcode-level matching is the foundation of every China grocery data intelligence use case — ensuring you're comparing the exact same 250ml Yili milk box across Meituan, JD Daojia, and Hema Fresh rather than name-matched approximations that fail on Chinese character variants.
"barcode": "6907992510479" (GS1 China 690x prefix)
Product Identity 商品信息
name_zh / name_en / brand_zh / brand_en
中文名 / 英文名 / 中文品牌 / 英文品牌
Full product name and brand in both Simplified Chinese (UTF-8) and English, normalised across all platforms. Bilingual naming is a China-critical requirement — the same Mengniu Pure Milk appears as 蒙牛纯牛奶, Mengniu Milk, and transliterated variants across Meituan, Tmall Supermarket, and JD with inconsistencies that break deduplication without explicit bilingual matching logic.
"brand_zh": "伊利", "brand_en": "Yili"
Product Identity 商品信息
category_zh / category_en / cn_taxonomy
中文类目 / 英文类目 / 中国电商类目体系
Full bilingual category path mapped to the Chinese e-commerce grocery taxonomy, including China-specific categories absent from Western schemas — 卤味 (braised soy foods), 方便速食 (instant meals), 地方特产 (regional specialties), 进口商品 (imports), 有机食品 (organics), 五谷杂粮 (grains and legumes), and 春节礼盒 (Spring Festival gift boxes). Critical for China shelf-share analysis and competitive set definitions.
"category_zh": "乳品 > 牛奶 > 纯牛奶", "cn_tax": "DAIRY_MILK_PURE"
Product Identity 商品信息
size / weight / unit / pack_size
规格 / 重量 / 单位 / 包装数量
Product size in platform's displayed format (e.g. "250ml×16", "500g装", "12罐"), normalised weight or volume in standard units, and pack size. Critical for unit-price comparison — Chinese grocery platforms sell in GCC-style multipacks (16×250ml, 12×330ml) and Chinese-specific weight grades that require distinct normalisation logic before cross-platform price comparisons are valid.
"size": "250ml×16", "volume_ml": 4000, "pack_units": 16
Product Identity 商品信息
origin_province / import_flag / brand_type
产地 / 进口标志 / 品牌类型
Province or country of origin, whether the product is imported (进口商品), and brand type classification (national brand 全国品牌, regional brand 地方品牌, private label 自有品牌, imported international brand 进口品牌). In China, imported products command 30–100% premiums in fresh categories — origin data is a key pricing and demand signal specific to the Chinese grocery market.
"origin": "Inner Mongolia", "import": false, "brand_type": "national"
Product Identity 商品信息
gcj02_coords / wgs84_coords / gaode_poi_id
火星坐标 / WGS84坐标 / 高德POI编号
GCJ-02 (火星坐标系, China's mandatory coordinate system) and WGS-84 coordinates for each store/warehouse sourcing the product, plus AutoNavi (高德地图) POI ID for store-level intelligence. GCJ-02 is required for accurate rendering on all Chinese mapping services (Baidu Maps, Gaode Maps, WeChat Maps) — WGS-84 alone produces 50–500m positional errors in China that invalidate store-level availability mapping.
"gcj02": [31.241, 121.495], "gaode_poi": "B0FFHNTF12"
Pricing 价格
price_cny / sale_price_cny / was_price_cny
价格 / 促销价 / 原价
Current selling price, active sale price, and original "was" price — all in CNY with CST timestamps. Chinese quick commerce grocery pricing is highly dynamic: Meituan and Dingdong adjust prices multiple times per day based on inventory levels, platform-wide promotions, and competition. Point-in-time CNY-timestamped pricing is the core of every China grocery data intelligence use case — and prices in Beijing may differ from Shanghai by 15–30% for the same SKU.
"price_cny": 49.90, "sale_price_cny": 39.90
Pricing 价格
vat_9pct_breakdown
增值税(9%)明细
China's 9% VAT (增值税) itemisation for food products — base price before VAT, VAT amount in CNY, and total price. Chinese grocery VAT was reduced from 10% to 9% in 2019 for agricultural and food products. VAT input credit is reclaimable by Chinese corporate buyers and enterprise canteen procurement systems — making itemised VAT data essential for business procurement and financial reporting use cases.
{"ex_vat_cny": 36.61, "vat_9pct": 3.29, "inc_vat_cny": 39.90}
Pricing 价格
unit_price_cny / price_per_100g / price_per_100ml
单价 / 每100克价格 / 每100毫升价格
Calculated unit price in CNY plus normalised price per 100g and per 100ml — the Chinese consumer's standard comparison metric. Chinese platforms frequently offer the same SKU in 2-pack, 6-pack, and 16-pack formats at materially different unit economics; without pack-size normalisation, cross-format price comparisons are meaningless for FMCG brand pricing analysis.
"price_per_100ml_cny": 0.998, "price_per_unit_cny": 2.49
Pricing 价格
vip_price_cny / membership_tier / platform_points
会员价 / 会员等级 / 平台积分
Platform VIP member price (e.g. Meituan 神会员, JD PLUS member, Taobao 88VIP, Ele.me SVIP) with membership tier name and required tier level. VIP pricing on Chinese grocery platforms can be 20–40% below listed price — invisible to standard price monitoring but the effective price for China's 100M+ super-app subscribers. This field exposes the real competitive price for the most valuable consumer segment.
"vip_price_cny": 34.90, "tier": "PLUS会员", "platform": "jd"
Pricing 价格
manjian_threshold / discount_mechanics
满减门槛 / 优惠机制
Spend-threshold discount mechanics (满减, "spend X get Y off") — the dominant promotional format in Chinese grocery e-commerce. A product priced at ¥39.90 is effectively cheaper if it qualifies for a platform-wide 满100减30 (¥30 off ¥100 spend) promotion. Capturing the threshold amount, discount amount, and whether the product qualifies is essential for true CNY net-price calculation unique to China's grocery market.
{"type": "满减", "threshold_cny": 100, "discount_cny": 30}
Pricing 价格
price_history_cny[] / price_30d_low_cny
历史价格 / 近30天最低价
Time-series CNY price data going back up to 24 months — essential for China grocery inflation tracking, Spring Festival and Golden Week promotional cadence analysis, and competitive price intelligence at the city-district level. Each price point is timestamped in CST (UTC+8) with platform, city, district, and active promotional event context for hyper-local price trend analysis.
"price_30d_low_cny": 34.90, "spring_festival_peak_cny": 55.00
Availability 库存
in_stock / stock_level / oos_since_cst
库存状态 / 库存水平 / 断货时间
Boolean in-stock flag, qualitative stock level (有货 In Stock / 库存紧张 Low Stock / 无货 Out of Stock), and the CST timestamp when the product first went out of stock. OOS detection is critical in China's quick commerce market — during Golden Week and Spring Festival, key FMCG SKUs can go OOS on Meituan in under an hour, creating demand capture windows only visible through real-time scraping.
"in_stock": true, "stock_zh": "库存紧张", "oos_since": null
Availability 库存
city / district / street_zone
城市 / 区县 / 街道/商圈
The specific city, district (区), and commercial zone for which this price and availability record was collected. Chinese grocery pricing is hyper-local — the same Mengniu milk pack can vary by ¥5–10 between Jing'an District and Pudong in Shanghai on the same platform. Every record is tied to a specific geographic location in the Chinese administrative hierarchy for precise competitive intelligence.
"city": "Shanghai", "district": "静安区 Jing'an", "zone": "南京西路"
Availability 库存
dark_store_id / fulfillment_type
前置仓编号 / 履约类型
ID of the dark store or front warehouse (前置仓) fulfilling the order and fulfillment type (前置仓 dark store, 门店 retail store, 云仓 cloud warehouse, 社区团购 community group buy). China's instant retail model is built around a dense network of urban dark stores — tracking which warehouse fulfils which zones, and its OOS patterns, is a supply chain intelligence signal unique to the Chinese quick commerce model.
"dark_store_id": "MT-SHA-JAN-027", "type": "前置仓"
Delivery Intelligence 配送
delivery_window_min / delivery_fee_cny / free_threshold_cny
配送时效 / 配送费 / 免运费门槛
Minimum delivery window in minutes (Meituan promises 30 minutes, Dingdong 29 minutes, JD Daojia 1 hour), delivery fee in CNY, and the cart value threshold for free delivery. These three fields define the Chinese consumer's total cost of using a quick commerce platform — essential for competitive analysis in the world's most competitive instant delivery market where 30-minute delivery is the baseline expectation, not a premium.
"delivery_min": 30, "fee_cny": 5.00, "free_threshold_cny": 29}
Delivery Intelligence 配送
delivery_slots_cst[] / next_available_slot
配送时段 / 最早可配时间
Available future scheduled delivery time slots in CST and next available slot. In China, delivery slot data from platforms like Hema Fresh and Sam's Club China is a direct proxy for demand levels and warehouse capacity — when Hema slots fill 48 hours ahead during Chinese New Year, it signals inventory pre-positioning failures that affect product availability across the dark store network in that city district.
"next_slot_cst": "2025-02-01T10:00:00+08:00"
Delivery Intelligence 配送
cold_chain_flag / temp_zone / fresh_category
冷链标志 / 温区 / 生鲜品类
Whether the product requires cold chain delivery, temperature zone (常温 ambient / 冷藏 chilled 0–8°C / 冷冻 frozen −18°C), and whether the product is classified as fresh produce (生鲜). China's fresh e-commerce (生鲜电商) is a distinct market segment with its own logistics, loss-rate economics, and pricing dynamics — cold chain flag and fresh category are critical fields for supply chain analytics in the Chinese grocery market.
"cold_chain": true, "temp_zone": "冷藏", "fresh_cat": true
Promotions 促销
promo_type_zh / seckill_flag / promo_end_cst
促销类型 / 秒杀标志 / 促销截止时间
Active promotional mechanic in Chinese (买一送一 BOGO, 满减 spend-threshold discount, 折扣 percentage discount, 限时特价 time-limited price, 秒杀 flash kill), boolean flash-kill flag, and promotion end timestamp in CST. Flash kills (秒杀) are a defining feature of Chinese grocery e-commerce — a deeply discounted SKU can sell thousands of units in under a minute. Capturing these events in real time is critical for competitive promo intelligence.
"promo_zh": "限时特价", "seckill": true, "end_cst": "2025-06-04T23:59+08:00"
Promotions 促销
golden_week_flag / spring_festival_flag / event_name_zh
黄金周标志 / 春节标志 / 活动名称
Boolean flags for Golden Week (黄金周) — National Day (Oct 1–7) and Spring Festival (春节) demand windows, with event name in Chinese. These two events are the most extreme demand spikes in any global grocery market: Spring Festival creates 5–10x volume on staples (rice, cooking oil, snacks, gift boxes) and near-total OOS on certain SKUs. These flags are a China-specific data layer with no equivalent in Western grocery datasets.
"golden_week": false, "spring_festival": true, "event_zh": "2025春节"
Super-App Platform 平台
wechat_miniprogram_path / alipay_item_id
微信小程序路径 / 支付宝商品ID
WeChat Mini Program deep-link path and Alipay Mini Program item ID for direct product access within China's super-app ecosystem. The majority of Chinese quick commerce grocery transactions occur inside WeChat (Meituan mini-program, Dingdong mini-program, JD mini-program) or Alipay (Ele.me, Taoxianda) — making these IDs essential for products built on China's dominant consumer platforms.
"wechat_mp_path": "/pages/item?id=MT-GC-00847291"
Nutrition 营养成分
calories / macros / serving_size / gb_label
热量 / 宏量营养素 / 份量 / 国标营养标签
Calories per 100g/100ml, macronutrient breakdown (protein, fat, carbohydrates, sodium) per China GB 28050 nutrition label standard, and serving size. China's nutrition labelling follows the GB national standard format — different from US FDA or EU formats in mandatory fields (sodium rather than salt, energy in kJ and kcal) — requiring China-specific nutrition schema to parse and normalise correctly.
"energy_kcal_100ml": 66, "protein_g": 3.2, "sodium_mg": 50
Nutrition 营养成分
ingredients_zh / ingredients_en / allergens_zh
配料表(中文)/ 配料表(英文)/ 过敏原
Full ingredient list in Simplified Chinese and English, plus allergen declarations for China GB 7718 standard allergens (gluten, crustaceans, fish, eggs, peanuts, soy, milk, tree nuts, sesame). Both-language ingredient extraction is required for China compliance tools and for multinational brands monitoring Chinese formulation differences from their Western product variants — Chinese formulations often differ in sweetener use, emulsifiers, and preservative type.
"allergens_zh": ["牛奶", "大豆"], "gb7718_compliant": true
Ratings & Reviews 评价
rating / review_count / review_language
评分 / 评价数量 / 评价语言
Aggregate product rating (Chinese platforms typically use 4.5–5.0 scale heavily), total review count (Chinese grocery platforms accumulate 10K–500K reviews for major SKUs), and primary review language (Simplified Chinese). High review counts on Meituan and Dingdong are a primary search ranking signal — making review_count a direct shelf visibility indicator that brand teams need to monitor for their SKU and competitor SKUs across all platforms.
"rating": 4.9, "review_count": 18402, "lang": "zh-CN"
Consumer Signals 消费需求信号
search_rank / wishlist_count / add_to_cart_rate
搜索排名 / 收藏人数 / 加购率
Product search ranking, wishlist count, and add-to-cart rate across Chinese grocery and instant retail platforms. These metrics are leading indicators of consumer demand, often signalling category trends, seasonal demand shifts, and promotion performance before sales data becomes visible. For FMCG brands, retailers, and investment teams, behavioural signals provide an early view of SKU momentum, digital shelf performance, and emerging demand patterns across China's grocery ecosystem.
"search_rank": 12, "wishlist_count": 8421, "add_to_cart_rate": 0.184
Sample Dataset 样本数据集

Real China Grocery Data — 10 Product Samples

Every record below was extracted by our China grocery data scraping pipeline across live quick commerce and grocery platforms. This is exactly the format and quality delivered via our API — barcode-matched, city-district coded, CNY-priced, and CST-timestamped with bilingual Chinese/English fields.

# Product ID Platform Product Name (ZH) Brand Category Size Scraped At (CST)
01 MT-GC-00847291 美团买菜 全脂纯牛奶 250ml×16 伊利 Yili 乳品 → 纯牛奶 250ml×16 2025-06-04 09:14
02 JD-DAO-29481029 京东到家 有机大米 5kg 十月稻田 粮油 → 大米 → 有机 5kg袋 2025-06-04 09:15
03 HM-SHA-10029384 盒马鲜生 活体波士顿龙虾 盒马自营 生鲜 → 水产 → 龙虾 600–700g/只 2025-06-04 09:16
04 DD-BEI-48291047 叮咚买菜 老坛酸菜 200g×5 鱼泉 调味品 → 酱菜 → 酸菜 200g×5 2025-06-04 09:17
05 ELE-GZ-7291038 饿了么 金龙鱼调和油 5L 金龙鱼 Arawana 粮油 → 食用油 → 调和油 5L桶 2025-06-04 09:18
06 TMM-987654321 天猫超市 哈尔滨红肠 500g 秋林里道斯 肉禽蛋 → 火腿肠 → 红肠 500g包 2025-06-04 09:19
07 SAM-SHA-20193847 山姆会员店 无骨鸡胸肉 1.5kg Sam's Choice 生鲜 → 禽肉 → 鸡胸肉 1.5kg装 2025-06-04 09:20
08 YH-NJ-48120938 永辉超市 山东大枣礼盒 1kg 好想你 干果坚果 → 大枣 → 礼盒 1kg盒 2025-06-04 09:21
09 RT-WH-102938471 大润发 蒙牛纯牛奶 200ml×24 蒙牛 Mengniu 乳品 → 纯牛奶 → 常温 200ml×24 2025-06-04 09:22
10 DUO-CD-7384920 多多买菜 龙口粉丝 500g×4 龙口 方便速食 → 粉丝粉条 500g×4包 2025-06-04 09:23
Use Cases 应用场景

Who Uses China Quick Commerce & Grocery Data

From FMCG multinationals with Shanghai regional headquarters to homegrown Chinese food-tech unicorns and global investment firms, organisations across every sector use our China grocery data scraping API to power pricing intelligence, distribution monitoring, and consumer insight tools built for the world's largest grocery e-commerce market.

FMCG / CPG Brands

China Digital Shelf Intelligence Across All Platforms

FMCG brand managers at Nestlé China, Unilever China, P&G China, and domestic giants like Yili and Mengniu use our China grocery data to monitor their products' CNY price positioning across Meituan, JD Daojia, Tmall Supermarket, and Hema simultaneously — with Golden Week and Spring Festival promotion detection, competitor OOS alerts, and city-district-level digital shelf share tracking. In China's instant retail market where Meituan processes 70M+ daily food orders, digital shelf visibility intelligence directly drives revenue.

Meituan监控Golden Week pricingdigital shelf China
Quick Commerce Platforms

Competitive Assortment & Pricing Intelligence

Chinese quick commerce platforms use our competitor scraping data to track rival assortments by city district, benchmark delivery fee structures, monitor flash kill (秒杀) mechanics, and identify whitespace SKU categories across Meituan, Dingdong, Ele.me, and JD Daojia. With China's instant retail market exceeding ¥500B annually and growing 40%+ YoY, real-time competitive intelligence on competitor SKU additions and CNY price movements across each city's dark store network is an essential input to assortment and pricing strategy.

前置仓情报秒杀监控delivery fee benchmarking
Spring Festival & Golden Week Intelligence

Chinese Holiday Demand Surge & Gift Box Pricing

Retailers, distributors, and FMCG brands use our historical Spring Festival (春节) and Golden Week (黄金周) price and inventory data to forecast promotional windows, optimise pre-holiday stock positioning, and price Spring Festival gift boxes (礼盒) competitively. China's Spring Festival creates the world's most extreme grocery demand surge — a 5–10x spike in dates, cooking oil, rice, snacks, and specialty food categories. Our 24-month CST-timestamped price history provides the seasonal intelligence foundation for China-market demand forecasting.

春节数据礼盒定价Golden Week surge
AI & ML Platforms

Training Data for China Grocery AI Models

AI teams building Chinese grocery demand forecasting, CNY price prediction, inventory optimisation, and personalised recommendation models use our structured China grocery data as training input. With 24 months of CNY price history, 90+ normalised bilingual fields, GCJ-02 coordinates, GB 28050 nutrition data, Spring Festival flags, and dark store ID fields — all UTF-8 encoded with CST timestamps — datasets are production-ready for Chinese-market ML workflows without custom ETL pipelines or China-specific data engineering.

Chinese grocery MLdemand forecastingbilingual training data
Global Investment / Hedge Funds

China Grocery Consumption as Economic Signal

Global hedge funds and sovereign wealth managers use our real-time China grocery data insights as leading economic indicators — tracking Meituan and Dingdong basket composition trends, premium import brand share shifts, cooking oil and staple price movements, and Hema Fresh premium segment demand as signals for Chinese consumer confidence and household spending ahead of NBS retail sales data releases. China grocery basket data is one of the highest-frequency economic signals available for the world's second-largest economy.

China alt data消费数据信号NBS ahead
International FMCG Market Entry

China O2O Distribution Intelligence for Global Brands

International food and beverage brands entering China use our Meituan, JD Daojia, and Tmall Supermarket data scraping feeds to understand digital distribution economics before committing to platform partnerships. Import premium quantification by SKU and city, review sentiment analysis in Chinese, competitor pricing for comparable imported products, and category growth rates on each O2O platform — all available through a single API, eliminating months of China-specific market research.

进口产品定价China market entryO2O distribution
Chinese Supermarket Chains

Category Management & O2O Price Alignment

Category managers at Yonghui, RT-Mart, and Wumart use our data to benchmark their O2O channel pricing against Meituan, Ele.me, and JD Daojia across each city district simultaneously — detecting when their app-listed prices diverge from quick commerce platform prices in the same delivery zone. O2O price alignment across platforms is a persistent challenge for Chinese supermarket chains managing simultaneous listings across five or more platforms with different promotional mechanics and commission structures.

O2O价格对齐category management Chinadigital shelf CN
Health & Nutrition Platforms

China GB Standard Nutrition Database Enrichment

Health apps, nutrition tracking platforms, and dietary planning tools targeting Chinese consumers need current, bilingual GB 28050-compliant nutritional data and allergen declarations (per GB 7718) for millions of Chinese grocery products — and that data changes when brands reformulate for China market compliance. Our scraping extracts structured nutrition panels in both Chinese and English, per-100g nutrition values, full bilingual ingredient lists, and China GB standard allergens — refreshed weekly to power nutrition databases and health apps serving China's rapidly growing wellness consumer segment.

GB28050营养数据bilingual allergenshealth apps China
Logistics & Fulfilment Providers

Last-Mile Logistics & Dark Store Network Optimisation

Logistics operators, dark store networks, and instant retail fulfilment providers use our China grocery intelligence data to optimise inventory placement, forecast hyperlocal demand, and benchmark fulfilment performance across Meituan, Dingdong, Hema, Ele.me, and JD Daojia. By tracking SKU availability, stockout frequency, delivery radius expansion, assortment depth, and promotion-driven demand spikes at the district level, operators can identify underperforming fulfilment zones and improve inventory allocation. In China's ultra-competitive instant retail ecosystem, where delivery speed and SKU availability directly impact customer retention, real-time dark store intelligence provides a critical advantage for network planning and operational efficiency.

前置仓优化SKU缺货监控last-mile intelligence
Integrations & Delivery 集成方式

Plug into Your Stack in Minutes

Our China quick commerce and grocery data intelligence API connects directly to the tools and warehouses your team already uses. No custom China-specific parsers, no UTF-8 ETL overhead — structured bilingual JSON that lands where you need it.

❄️ SnowflakeData Warehouse
📊 BigQueryData Warehouse
🧱 DatabricksLakehouse
🪣 AWS S3Object Storage
🔌 REST APIDirect Access
🔁 WebhooksPush Delivery (CST)
📈 Tableau / Power BIAnalytics
🐍 Python SDKClient Library
🟨 Node.js SDKClient Library
📄 CSV / JSON ExportUTF-8 Bulk Download
⚡ Kafka / KinesisStream Delivery
🐘 PostgreSQLDatabase
📄 Power BIBusiness Intelligence
⚡ LookerData Visualization
🐘 Google SheetsSpreadsheet Integration

FAQs

China Quick Commerce & Grocery Data Scraping

Frequently Asked Questions

What quick commerce and grocery data can you scrape in China?
We scrape product listings, Chinese GS1 barcodes (690–695 prefix), brand and category data in Simplified Chinese and English, prices in CNY with 9% VAT breakdown (per China food VAT regulation), unit prices, promotional mechanics (满减 spend-threshold discounts, 秒杀 flash kills, 折扣 percentage discounts, 买一送一 BOGO, platform VIP/member prices), delivery window estimates in minutes, delivery fees, slot availability, stock status, dark store IDs, cold chain flags, Spring Festival and Golden Week demand flags, nutritional information per China GB 28050 standard, bilingual ingredient lists, GB 7718 allergen declarations, GCJ-02 and WGS-84 coordinates, product ratings, and consumer reviews in Simplified Chinese — across 80+ quick commerce and grocery platforms including Meituan Maicai, JD Daojia, Hema Fresh, Dingdong Maicai, Ele.me Grocery, Duoduo Maicai, Tmall Supermarket, JD Supermarket, RT-Mart, Walmart China, Sam's Club China, and Yonghui Superstores.
How often is China grocery and quick commerce data refreshed?
Refresh frequency depends on your plan. Starter plans get daily snapshots. Growth plans include 15-minute refresh cycles for price and availability on quick commerce platforms (Meituan Maicai, Dingdong, Ele.me) and hourly refresh for traditional grocery channels (Tmall Supermarket, JD Supermarket, Yonghui). Enterprise plans support near real-time or fully configurable custom schedules. During Spring Festival, Golden Week, and platform-wide promotion events (Double 11, 618 shopping festival), on-demand refreshes for specific SKUs or city districts can be triggered via API to capture rapidly changing flash kill (秒杀) prices and inventory signals. All timestamps are in CST (UTC+8).
Is China grocery data delivered as structured JSON in CNY with bilingual fields?
Yes. All China grocery and quick commerce data is delivered as clean, normalised UTF-8-encoded JSON via REST API. All prices are in CNY as the primary currency with USD equivalent fields available. VAT-inclusive and ex-VAT prices are provided separately with itemised 9% VAT amounts. All product names and brand names are provided in both Simplified Chinese and English. GCJ-02 (China's Mars Coordinate System mandatory offset) coordinates are provided alongside WGS-84 for accurate rendering on Chinese mapping services. Snowflake, BigQuery, and S3 delivery are available on Growth and Enterprise plans.
Why are GCJ-02 coordinates necessary for China grocery data?
China mandates the GCJ-02 coordinate system (also called 火星坐标系, Mars Coordinate System) for all mapping applications in China. Standard WGS-84 GPS coordinates appear shifted by 50–500 metres when rendered on Chinese maps (Baidu Maps, Gaode Maps, WeChat Location Services) — making store-level availability mapping inaccurate. Our China grocery data provides both GCJ-02 and WGS-84 coordinates for each store, dark store, and delivery zone, so your products render correctly on Chinese mapping tools without additional coordinate conversion engineering.
Does the API cover Spring Festival and Golden Week grocery demand surges?
Yes — Spring Festival (春节) and Golden Week (黄金周) intelligence are first-class features in our China grocery data schema. We provide dedicated boolean flags for both events, historical ADR uplift data by product category and city, Spring Festival gift box (礼盒) category tracking, and OOS pattern data from the prior two years of Spring Festival windows. Spring Festival creates the world's most extreme grocery demand surge — with staples like cooking oil, rice, dates, and specialty foods spiking 5–10x in demand across Meituan and Dingdong. Our 24-month historical price and inventory data provides the foundation for Chinese FMCG seasonal demand models.
Can I get city-district-level data for specific Chinese cities?
Yes. Geographic filtering at the city, district (区), and commercial zone (商圈) level is a first-class feature. You can scope data collection to specific Tier 1 cities (Beijing, Shanghai, Guangzhou, Shenzhen), Tier 2 cities (Chengdu, Wuhan, Xi'an, Hangzhou, Nanjing), or Tier 3+ cities — and within each city, to specific districts, streets, or dark store delivery zones. Since Chinese grocery pricing varies materially by city tier and district, city-district granularity is essential for accurate competitive intelligence. Enterprise plans support custom city-district grids with unlimited geographic scope across all 34 Chinese provincial-level divisions.
Is scraping Chinese grocery platform data legal?
Our data collection is based on publicly available information from open web sources, in compliance with applicable Chinese law including the Data Security Law (数据安全法, DSL 2021) and the Personal Information Protection Law (个人信息保护法, PIPL 2021). We collect only publicly displayed pricing, product, availability, and promotional data — not user account data, personal information, or private platform data. We do not scrape behind authenticated login walls or bypass access controls. We can provide compliance documentation on request. Clients are recommended to consult their own PRC legal counsel for their specific data application and use case.
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At WebFusionData, we specialize in cutting-edge web scraping solutions to help you unlock valuable insights and drive business growth. Whether you need custom data extraction, real-time monitoring, or large-scale web scraping, our team is here to assist you.

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