Bianlifeng Convenience Store Data API · Live

Pull live Bianlifeng data
in the time it takes
to read this sentence.

Prices, time-based near-expiry discounts, hot food counter items, and membership points across Chinese cities — structured and delivered as clean JSON or CSV. No proxies to manage, no CAPTCHAs to solve, no HTML to parse.

See a Live Response

Time-based dynamic discount pricing

3s avg. response time

99.9% uptime SLA

50M+ requests / month served

GET /v1/dmall/product

LIVE

// request timestamp 2026-07-22 04:31:10 UTC { "sku": "DM-951223", "partner_store": "Metro China 天津店", "title": "伊利纯牛奶 250ml*24盒", "price": { "amount": 52.90, "currency": "CNY", "member_price": 47.90, "member_pricing_active": true }, "price_per_unit": "$7.98/L", "rating": 4.6, "review_count": 3820, "availability": "in_stock", "fetched_in_ms": 1738 }

Why Choose Our Bianlifeng API

The price on a sandwich at 6pm isn't the price at 9pm — Bianlifeng's algorithm changes it.

Bianlifeng runs on algorithm-driven, time-based pricing: fresh food and hot counter items get discounted automatically as they approach expiry, often multiple times a day. Our infrastructure captures that time dimension instead of returning a single static price.

01

Zero blocking, zero maintenance

We run rotating residential IPs, headless rendering, and CAPTCHA-solving behind every request. When Bianlifeng changes its layout, we patch our parsers — your integration never breaks.

02

Time-stamped dynamic pricing

Every price response is timestamped and flags whether a near-expiry discount is currently active, since the same SKU can carry several prices in one day.

03

Hot food counter extraction

We resolve ready-to-eat and hot counter items (熱食/关东煮/咖啡) separately from packaged retail SKUs.

04

Built for scale from day one

From a 100-SKU test batch to full storewide monitoring across cities, the same endpoint scales with you.

Bianlifeng API Features

Everything you need to keep Bianlifeng data flowing.

⚡

Real-time Extraction

Trigger an on-demand pull for any product ID or keyword and get a fresh response — not a stale cache.

🧩

Custom Field Selection

Request only the fields you need — price, discount window, points — to cut payload size and parsing time.

🪪

Near-expiry discount detection

Flag time-based markdowns on fresh food automatically, with the discount window and countdown returned.

🏬

Hot food counter data

Extract ready-to-eat, coffee, and hot counter item pricing separately from packaged retail SKUs.

📦

Bulk & scheduled requests

Submit thousands of product IDs in one batch job or schedule recurring pulls on an hourly, daily, or custom cadence.

📊

Historical price tracking

Store and query price and discount-timing history per product to power repricing and demand models.

What Data Can You Access?

Every field a product listing shows — dynamic discount timing included.

CoreTitle & product IDSKU, barcode, brand

PricingStandard priceRegular shelf price at time of pull

PricingNear-expiry discountActive markdown % and discount window

LoyaltyMembership pointsPoints earned per purchase

CategoryHot food counter flagReady-to-eat / hot counter vs packaged SKU

MediaImagesProduct packaging images

ReviewsRatings & review countAverage rating, star breakdown

DeliveryDelivery availabilityIn-app delivery ETA where offered

StructureCategory breadcrumbsSnacks, drinks, hot food, essentials

SearchSearch result rankingsOrganic position within category

OperationsStore operating hours24-hour status by store

CoverageStore locator dataNearest store & distance by address

Supported Bianlifeng Categories

Packaged retail, hot food, and coffee — one integration.

Switch the category parameter to pull from a different part of Bianlifeng's in-store catalog with the same consistent response shape.

🍙

Hot Food (熱食)

Ready-to-eat meals, oden, and hot counter items.

☕

Coffee & Drinks

In-store brewed coffee and beverage pricing.

🍪

Packaged Snacks

Standard packaged retail SKUs and snacks.

🧻

Daily Essentials

Household and personal care items.

China-wide

Coverage across major Chinese cities

Time-aware

Discount windows resolved by time of day

Real-time

Price and stock data checked on every request

Bianlifeng API Endpoints

A small set of endpoints that cover the whole catalog lifecycle.

Method	Endpoint	Description	Typical use
GET	/v1/bianlifeng/product	Full product detail by product ID or URL	Price & stock monitoring
GET	/v1/bianlifeng/search	Keyword or category search results	Market & competitor discovery
GET	/v1/bianlifeng/reviews	Paginated customer reviews for a product	Sentiment analysis
GET	/v1/bianlifeng/near-expiry-deals	Active time-based discount deals by store	Dynamic pricing intelligence
GET	/v1/bianlifeng/store-availability	Nearest store & stock check by address	Coverage & fulfilment checks
POST	/v1/bianlifeng/bulk	Submit up to 10,000 product IDs per batch job	Catalog-wide monitoring
GET	/v1/bianlifeng/category	Category tree & node metadata	Taxonomy mapping

Live API Response Example

This is exactly what comes back. No extra parsing needed.

Popular Bianlifeng API Use Cases

Built for the teams that live and die by Bianlifeng data.

📈

Dynamic pricing monitoring

Track how prices shift throughout the day for fresh and hot food items.

🔍

Convenience market research

Analyze category trends and pricing bands across Chinese convenience store chains.

🛡️

Brand distribution tracking

Track where and at what price your brand's products are listed and promoted.

💬

Review & sentiment mining

Pull reviews to track product satisfaction trends across categories.

⏰

Discount-window analysis

Study when near-expiry discounts activate to time purchases or plan assortment.

📦

Waste-reduction research

Analyze markdown timing and depth as a proxy for food waste reduction strategy.

🏆

Competitive benchmarking

Track pricing and discount cadence against other convenience store chains.

🧭

ML training data

Generate labeled product, price, and timing datasets for demand-forecasting models.

How the Bianlifeng API Works

From API key to structured data in five steps.

1

Get your API key

Sign up and generate a key from your dashboard in under two minutes.

2

Choose an endpoint

Pick /product, /search, /reviews or /near-expiry-deals depending on what you need.

3

Send the request

Call the endpoint with a product ID, keyword, or URL and an optional store or address.

4

We handle the hard part

Proxies, headless rendering, CAPTCHA-solving, and parsing all happen behind the scenes.

5

Receive structured data

Get clean JSON or CSV back in seconds, ready to drop into your pipeline.

Developer-Friendly Integration

Built by people who read the docs too.

One consistent JSON schema across every endpoint. No SDK lock-in — plain REST calls work from any language or platform.

→

Predictable REST design

Standard HTTP verbs, query params, and status codes — nothing proprietary to learn.

→

JSON, CSV, or webhook delivery

Get results inline, as a downloadable file, or pushed to your endpoint when a batch job finishes.

→

Sandbox & test keys

Free sandbox environment with sample product IDs so you can build before you pay.

→

Postman collection & SDK snippets

Import a ready-made collection or copy request snippets for Python, Node.js, and cURL.

Quickstart

API Performance & Reliability

Numbers we publish because we track them daily.

99.9%

Uptime SLA

<3s

Avg. response time

99.3%

Successful extraction rate

10K+

Concurrent requests supported

Security & Compliance

Compliant by design, not as an afterthought.

🔒

Encrypted in transit

All requests and responses travel over TLS 1.2+. API keys can be scoped and rotated anytime.

⚖️

PIPL & global alignment

Our extraction workflows are built around China's Personal Information Protection Law alongside GDPR guidelines.

🌐

Public-data-only policy

We collect only publicly accessible listing data — never login-gated or private account information.

✓ISO 9001:2015 Certified ✓ISO/IEC 27001:2013 Certified ✓IAF Multilateral Recognition ✓GDPR-aligned workflows

API Documentation & Resources

Everything to go from key to production.

Guide

Quickstart Guide

Get your first API response back in under five minutes.

Read guide →

Reference

Full API Reference

Every endpoint, parameter, and response field documented in detail.

View reference →

Tool

Postman Collection

Import ready-made requests for every Bianlifeng API endpoint.

Download →

Code

SDKs & Code Samples

Python, Node.js, PHP, and Ruby snippets for every use case.

Browse samples →

Frequently Asked Questions

Still deciding? Here's what most teams ask first.

We collect only publicly accessible product listing data using automated tools, following publicly available web-data guidelines. We recommend reviewing your own use case with legal counsel, especially for redistribution.

Every request to /product, /search, and /near-expiry-deals triggers a live pull — you're not reading from a stale cache. Bulk jobs complete within minutes depending on batch size.

Bianlifeng uses algorithm-driven, time-based pricing that discounts fresh and hot food items as they approach expiry. Our response is timestamped and flags whether a discount window is currently active.

Yes — every product response includes a category flag distinguishing hot food counter items from standard packaged SKUs.

Our infrastructure retries automatically across a rotating proxy pool. You're only billed for successfully returned responses.

Yes, every account starts with a free sandbox key and sample credits so you can test all endpoints before committing to a plan.

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Pull live Bianlifeng data
in the time it takes
to read this sentence.