amazon-sales-estimator
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ChineseAmazon Sales Estimator 📊
亚马逊销量估算器 📊
Estimate monthly sales from BSR, analyze market size, and benchmark competitor performance. No API key — works out of the box.
通过BSR估算月度销量、分析市场规模并对标竞品表现。无需API密钥,开箱即用。
Installation
安装
bash
npx skills add nexscope-ai/Amazon-Skills --skill amazon-sales-estimator -gbash
npx skills add nexscope-ai/Amazon-Skills --skill amazon-sales-estimator -gThree Modes
三种模式
| Mode | When to Use | Input | Output |
|---|---|---|---|
| A — BSR Calculator | Quick estimate from known BSR | BSR + Marketplace + Price + Category | Monthly units, monthly revenue |
| B — ASIN Lookup | Estimate sales for a specific product | ASIN or product URL | Auto-fetch data + sales estimate |
| C — Keyword Market Analysis | Size a niche opportunity | Keyword (+ optional marketplace) | Total market sales, top sellers, price distribution |
| 模式 | 适用场景 | 输入 | 输出 |
|---|---|---|---|
| 模式A — BSR计算器 | 通过已知BSR快速估算 | BSR + 站点 + 价格 + 品类 | 月度销量、月度收入 |
| 模式B — ASIN查询 | 估算特定产品的销量 | ASIN或产品链接 | 自动抓取数据 + 销量估算结果 |
| 模式C — 关键词市场分析 | 评估细分领域机会 | 关键词(可选站点) | 市场总销量、头部卖家、价格分布 |
Capabilities
功能特性
- BSR-to-sales conversion: Estimate monthly unit sales from Best Seller Rank using category-specific formulas
- Revenue calculation: Monthly sales × price = estimated monthly revenue
- Market sizing: Aggregate sales across products in a keyword search
- Price band analysis: Distribution of sales across price ranges
- Competition breakdown: Top sellers vs long-tail distribution
- Multi-marketplace: US, UK, DE, FR, IT, ES, JP, CA, AU, IN, MX, BR
- BSR转销量换算:使用品类专属公式,通过畅销排名估算月度销量
- 收入计算:月度销量 × 价格 = 预估月度收入
- 市场规模评估:汇总关键词搜索结果中所有产品的销量
- 价格区间分析:不同价位的销量分布情况
- 竞争格局拆解:头部卖家与长尾卖家的销量分布
- 多站点支持:美国、英国、德国、法国、意大利、西班牙、日本、加拿大、澳大利亚、印度、墨西哥、巴西
Handling Incomplete Input
处理不完整输入
If the user's intent is unclear or information is missing, guide them with all options and required inputs upfront:
User says: or
"Help me estimate Amazon sales""I want to check sales"Agent should respond:
I can help you estimate Amazon sales in 3 ways. Pick one and provide the required info:A. BSR Calculator — Quick estimate from BSR number
- BSR (required): e.g., 1500
- Category (required): e.g., Home & Kitchen
- Price (required): e.g., $24.99
- Marketplace (optional, default US)
B. ASIN Lookup — Check sales for a specific product
- ASIN or URL (required): e.g., B09V3KXJPB
- Marketplace (optional, default US)
C. Market Analysis — Size a keyword/niche opportunity
- Keyword (required): e.g., "yoga mat"
- Marketplace (optional, default US)
- Filters (optional): price range, min reviews
Example: "Mode A: BSR 1500, Home & Kitchen, $24.99" or "Mode B: B09V3KXJPB"
若用户意图不明确或信息缺失,需提前告知所有选项及必填信息:
用户提问: 或
"帮我估算亚马逊销量""我想查看销量情况"工具应回复:
我可以通过三种方式帮您估算亚马逊销量,请选择一种并提供所需信息:A. BSR计算器 — 通过BSR数值快速估算
- BSR(必填):例如 1500
- 品类(必填):例如 Home & Kitchen(家居与厨房)
- 价格(必填):例如 $24.99
- 站点(可选,默认美国)
B. ASIN查询 — 查看特定产品的销量
- ASIN或链接(必填):例如 B09V3KXJPB
- 站点(可选,默认美国)
C. 市场分析 — 评估关键词/细分领域机会
- 关键词(必填):例如 "yoga mat(瑜伽垫)"
- 站点(可选,默认美国)
- 筛选条件(可选):价格区间、最低评论数
示例:"模式A:BSR 1500,Home & Kitchen,$24.99" 或 "模式B:B09V3KXJPB"
Mode A — BSR Calculator
模式A — BSR计算器
Input
输入
| Field | Required | Description | Example |
|---|---|---|---|
| BSR | ✅ | Best Seller Rank number | 1500 |
| Marketplace | ✅ | Amazon site | US, UK, DE, JP... |
| List Price | ✅ | Product price | $24.99 |
| Category | ✅ | Product category | Home & Kitchen |
| 字段 | 是否必填 | 描述 | 示例 |
|---|---|---|---|
| BSR | ✅ | 畅销排名数值 | 1500 |
| 站点 | ✅ | 亚马逊站点 | US、UK、DE、JP... |
| 标价 | ✅ | 产品价格 | $24.99 |
| 品类 | ✅ | 产品品类 | Home & Kitchen |
Usage Examples
使用示例
Estimate sales for BSR 1500 in Home & Kitchen on Amazon US, price $24.99BSR 500, category Electronics, marketplace DE, price €39.99What's the monthly sales for a product ranked #10,000 in Sports & Outdoors at $15.99?估算亚马逊美国站Home & Kitchen品类中BSR 1500、价格$24.99的产品销量BSR 500,品类Electronics(电子),站点DE,价格€39.99Sports & Outdoors(运动与户外)品类中排名10000、价格$15.99的产品月度销量是多少?Workflow
流程
- Receive input: BSR, Category, Price, Marketplace
- Look up base sales: Use BSR-to-sales reference table for the marketplace
- Apply category multiplier: Adjust based on category (Electronics 1.2x, Clothing 0.8x, etc.)
- Calculate monthly units: Base sales × category multiplier
- Calculate revenue: Monthly units × price
- Output results: Monthly units, daily units, monthly revenue
- 接收输入:BSR、品类、价格、站点
- 查询基准销量:使用对应站点的BSR转销量参考表
- 应用品类乘数:根据品类调整(电子产品1.2倍、服饰0.8倍等)
- 计算月度销量:基准销量 × 品类乘数
- 计算收入:月度销量 × 价格
- 输出结果:月度销量、日均销量、月度收入
Output
输出示例
undefinedundefined📊 Sales Estimate
📊 销量估算结果
Input:
- BSR: #1,500 in Home & Kitchen
- Marketplace: Amazon US
- Price: $24.99
Results:
| Metric | Estimate |
|---|---|
| Est. Monthly Units | ~450 units |
| Est. Monthly Revenue | ~$11,246 |
| Est. Daily Units | ~15 units |
Estimate based on BSR-to-sales conversion formula for the selected category and marketplace.
---输入信息:
- BSR:Home & Kitchen品类第1500名
- 站点:亚马逊美国站
- 价格:$24.99
估算结果:
| 指标 | 估算值 |
|---|---|
| 预估月度销量 | ~450件 |
| 预估月度收入 | ~$11,246 |
| 预估日均销量 | ~15件 |
估算基于所选品类和站点的BSR转销量换算公式。
---Mode B — ASIN Lookup
模式B — ASIN查询
Input
输入
| Field | Required | Description | Example |
|---|---|---|---|
| ASIN | ✅ | Amazon product ID or URL | B09V3KXJPB |
| Marketplace | Optional | Defaults to US | UK, DE, JP... |
| 字段 | 是否必填 | 描述 | 示例 |
|---|---|---|---|
| ASIN | ✅ | 亚马逊产品ID或链接 | B09V3KXJPB |
| 站点 | 可选 | 默认美国站 | UK、DE、JP... |
Usage Examples
使用示例
Estimate monthly sales for ASIN B09V3KXJPBHow many units does this sell? https://www.amazon.com/dp/B0D72TSM62Get sales estimate for B0CPY1GFVZ on Amazon DE估算ASIN B09V3KXJPB的月度销量这个产品销量多少?https://www.amazon.com/dp/B0D72TSM62获取亚马逊德国站ASIN B0CPY1GFVZ的销量估算Workflow
流程
- Fetch product data using on Amazon product page
web_fetch - Extract: Title, Price, BSR, Category, Rating, Reviews
- Apply BSR-to-sales formula for the category and marketplace
- Calculate revenue: Monthly units × Price
- 抓取产品数据:通过获取亚马逊产品页面信息
web_fetch - 提取信息:标题、价格、BSR、品类、评分、评论数
- 应用BSR转销量公式:基于对应品类和站点
- 计算收入:月度销量 × 价格
Output
输出示例
undefinedundefined📊 Sales Estimate: B09V3KXJPB
📊 销量估算结果:B09V3KXJPB
Product Info
产品信息
- Title: [Product Title]
- Price: $24.99
- BSR: #1,500 in Home & Kitchen
- Rating: 4.5★ (1,234 reviews)
- 标题: [产品标题]
- 价格: $24.99
- BSR: Home & Kitchen品类第1500名
- 评分: 4.5★(1234条评论)
Sales Estimate
销量估算
| Metric | Estimate |
|---|---|
| Est. Monthly Units | ~450 units |
| Est. Monthly Revenue | ~$11,246 |
| Est. Daily Units | ~15 units |
| 指标 | 估算值 |
|---|---|
| 预估月度销量 | ~450件 |
| 预估月度收入 | ~$11,246 |
| 预估日均销量 | ~15件 |
Competitive Context
竞争背景
- Ranks in top 0.5% of Home & Kitchen category
- Above average for $20-30 price range
---- 位列Home & Kitchen品类前0.5%
- 表现优于$20-30价格区间的平均水平
---Mode C — Keyword Market Analysis
模式C — 关键词市场分析
Input
输入
| Field | Required | Description | Example |
|---|---|---|---|
| Keyword | ✅ | Search term | yoga mat |
| Marketplace | Optional | Amazon site (default: US) | UK, DE, JP... |
| Filters | Optional | Price range, min reviews | $15-$40, 100+ reviews |
| 字段 | 是否必填 | 描述 | 示例 |
|---|---|---|---|
| 关键词 | ✅ | 搜索词 | yoga mat |
| 站点 | 可选 | 亚马逊站点(默认美国) | UK、DE、JP... |
| 筛选条件 | 可选 | 价格区间、最低评论数 | $15-$40、100+评论 |
Usage Examples
使用示例
Analyze the market size for "yoga mat" on Amazon USWhat's the total monthly sales for "portable blender" keyword?Size the "dog shirt" market on Amazon US. Show top sellers and price distribution.分析亚马逊美国站"yoga mat"的市场规模"portable blender"关键词的月度总销量是多少?评估亚马逊美国站"dog shirt"市场规模,展示头部卖家和价格分布。Workflow
流程
- Search products using for
web_searchsite:amazon.com "{keyword}" - Fetch top 10-20 product pages to get BSR data
- Estimate sales for each product using Mode A formula
- Aggregate total market size
- Analyze price distribution and competition
- 搜索产品:通过搜索
web_searchsite:amazon.com "{keyword}" - 抓取Top10-20产品页面获取BSR数据
- 使用模式A公式估算每个产品的销量
- 汇总市场总规模
- 分析价格分布和竞争格局
Output
输出示例
undefinedundefined📊 Market Analysis: "yoga mat"
📊 市场分析:"yoga mat"
Marketplace: Amazon US | Products Analyzed: 25
站点: 亚马逊美国站 | 分析产品数量: 25
Market Size
市场规模
| Metric | Value |
|---|---|
| Est. Total Monthly Units | ~85,000 units |
| Est. Total Monthly Revenue | ~$2.1M |
| Average Price | $24.50 |
| 指标 | 数值 |
|---|---|
| 预估月度总销量 | ~85,000件 |
| 预估月度总收入 | ~$210万 |
| 平均价格 | $24.50 |
Top 5 Sellers
Top5卖家
| # | ASIN | Price | BSR | Est. Units/Mo |
|---|---|---|---|---|
| 1 | B0XX... | $22.99 | #45 | ~8,500 |
| 2 | B0YY... | $29.99 | #78 | ~6,200 |
| 3 | B0ZZ... | $18.99 | #120 | ~4,800 |
| ... | ... | ... | ... | ... |
| 排名 | ASIN | 价格 | BSR | 预估月度销量 |
|---|---|---|---|---|
| 1 | B0XX... | $22.99 | #45 | ~8,500 |
| 2 | B0YY... | $29.99 | #78 | ~6,200 |
| 3 | B0ZZ... | $18.99 | #120 | ~4,800 |
| ... | ... | ... | ... | ... |
Market Concentration
市场集中度
- Top 3: 23% of total sales
- Top 10: 52% of total sales
- Long tail: 48% of total sales
→ Fragmented market — opportunity for new entrants
- Top3卖家: 占据总销量的23%
- Top10卖家: 占据总销量的52%
- 长尾卖家: 占据总销量的48%
→ 市场分散 — 新进入者存在机会
Price Distribution
价格分布
| Price Band | % of Sales |
|---|---|
| $0 - $20 | 25% |
| $20 - $35 | 55% |
| $35+ | 20% |
Sweet spot: $20-$35
---| 价格区间 | 销量占比 |
|---|---|
| $0 - $20 | 25% |
| $20 - $35 | 55% |
| $35+ | 20% |
最优价位: $20-$35
---BSR-to-Sales Reference
BSR转销量参考表
Amazon US — Baseline (Home & Kitchen)
亚马逊美国站 — 基准(Home & Kitchen品类)
| BSR Range | Est. Monthly Sales |
|---|---|
| 1-100 | 3,000 - 10,000+ |
| 100-500 | 1,000 - 3,000 |
| 500-2,000 | 300 - 1,000 |
| 2,000-10,000 | 100 - 300 |
| 10,000-50,000 | 30 - 100 |
| 50,000-100,000 | 10 - 30 |
| 100,000+ | < 10 |
| BSR区间 | 预估月度销量 |
|---|---|
| 1-100 | 3,000 - 10,000+ |
| 100-500 | 1,000 - 3,000 |
| 500-2,000 | 300 - 1,000 |
| 2,000-10,000 | 100 - 300 |
| 10,000-50,000 | 30 - 100 |
| 50,000-100,000 | 10 - 30 |
| 100,000+ | < 10 |
Category Multipliers
品类乘数
| Category | Multiplier |
|---|---|
| Electronics | 1.2x |
| Home & Kitchen | 1.0x |
| Toys | 1.1x |
| Sports & Outdoors | 0.9x |
| Clothing | 0.8x |
| Books | 0.7x |
| 品类 | 乘数 |
|---|---|
| Electronics | 1.2x |
| Home & Kitchen | 1.0x |
| Toys | 1.1x |
| Sports & Outdoors | 0.9x |
| Clothing | 0.8x |
| Books | 0.7x |
Marketplace Adjustments
站点调整系数
| Marketplace | Factor |
|---|---|
| US | 1.0x |
| JP | 0.6x |
| DE | 0.5x |
| UK | 0.4x |
| CA | 0.3x |
| Others | 0.2x |
| 站点 | 系数 |
|---|---|
| US | 1.0x |
| JP | 0.6x |
| DE | 0.5x |
| UK | 0.4x |
| CA | 0.3x |
| 其他 | 0.2x |
Integration with Other Skills
与其他技能集成
This skill works well when chained with other skills from the Nexscope Amazon-Skills and eCommerce-Skills repositories.
本工具可与Nexscope Amazon-Skills和eCommerce-Skills仓库中的其他技能配合使用。
With amazon-keyword-research
与amazon-keyword-research集成
bash
npx skills add nexscope-ai/Amazon-Skills --skill amazon-keyword-research -gStep 1: "Research keywords for yoga mat"
→ amazon-keyword-research returns keyword list with search volumes
Step 2: "Now analyze the market size for the top keyword"
→ amazon-sales-estimator Mode C sizes the opportunitybash
npx skills add nexscope-ai/Amazon-Skills --skill amazon-keyword-research -g步骤1:"为瑜伽垫研究关键词"
→ amazon-keyword-research返回带搜索量的关键词列表
步骤2:"现在分析排名第一的关键词的市场规模"
→ amazon-sales-estimator模式C评估该机会With amazon-listing-optimization
与amazon-listing-optimization集成
bash
npx skills add nexscope-ai/Amazon-Skills --skill amazon-listing-optimization -gStep 1: "Estimate sales for competitors: B0ABC, B0XYZ"
→ amazon-sales-estimator Mode B provides benchmark data
Step 2: "Create a listing to beat those competitors"
→ amazon-listing-optimization generates optimized copybash
npx skills add nexscope-ai/Amazon-Skills --skill amazon-listing-optimization -g步骤1:"估算竞品B0ABC、B0XYZ的销量"
→ amazon-sales-estimator模式B提供对标数据
步骤2:"创建一个击败这些竞品的产品listing"
→ amazon-listing-optimization生成优化文案With amazon-ppc-campaign
与amazon-ppc-campaign集成
bash
npx skills add nexscope-ai/Amazon-Skills --skill amazon-ppc-campaign -gStep 1: "Estimate my product's monthly sales"
→ amazon-sales-estimator provides revenue baseline
Step 2: "Build PPC campaigns with 30% ACoS target"
→ amazon-ppc-campaign calculates bids based on your revenue databash
npx skills add nexscope-ai/Amazon-Skills --skill amazon-ppc-campaign -g步骤1:"估算我产品的月度销量"
→ amazon-sales-estimator提供收入基准
步骤2:"构建ACoS目标30%的PPC广告活动"
→ amazon-ppc-campaign根据您的收入数据计算出价More Skills
更多技能
Browse all available skills:
- Amazon Skills: https://github.com/nexscope-ai/Amazon-Skills
- eCommerce Skills: https://github.com/nexscope-ai/eCommerce-Skills
浏览所有可用技能:
- 亚马逊技能: https://github.com/nexscope-ai/Amazon-Skills
- 电商技能: https://github.com/nexscope-ai/eCommerce-Skills
Limitations
局限性
This skill uses publicly available data from Amazon product pages. It cannot access historical BSR data, actual seller sales figures, or PPC conversion metrics. For deeper analytics and historical trends, check out Nexscope — Your AI Assistant for smarter E-commerce decisions.
Built by Nexscope — research, validate, and act on e-commerce opportunities with AI.