Built for E-commerce Data & SaaS Teams

Programmatic Market Insights
Amazon Niche Data API

Stop relying on fragile web scrapers. The Amazon Niche Data API lets you query the full Amazon Browse Node tree, instantly uncover high-potential niches via 50+ deep metrics: Search Volume, GMS, Return Rates.

Get API Key for Free

Read Documentation

bash – Niche Filter API

Beyond Simple Page Scraping

We transform complex Amazon market intelligence into perfectly structured, ready-to-use JSON.

Complete Browse Node Tree

Navigate from root categories down to the deepest sub-nodes. Replicate Amazon’s catalog structure instantly.

50+ Dimensional Metrics

Filter niches by complex metrics like 90-day search volume, conversion rates, and brand age percentiles.

Zero Infrastructure

No proxies to manage. No CAPTCHAs to bypass. Pure RESTful API delivering clean JSON payloads in seconds.

Unmatched Data Depth

Identify Winners with Laser Precision

Our Niche & Category Filter APIs support highly complex queries. Want to find niches with >10,000 search volume, <5% return rate, and low top-brand dominance? It's just one API call away.

View All Payload Fields

Traffic & Demand

searchVolumeT90 searchVolumeT360 glanceViewsSum searchVolumeGrowthT180

Sales & Conversion

netShippedGmsSum maximumUnitsSoldT360 searchToPurchaseRatio buyBoxPriceAvg

Competition & Monopoly

top5BrandsClickShare top20ProductsClickShare avgBrandAge sellingPartnerCount

Risk & Performance

returnRateT360 avgOosRate successfulLaunchesT360 avgDetailPageQuality

Integration Options

Seamless Integration. Dual Engines.

Fully supports both traditional REST API calls and native LLM Agent workflows. Average response time: 5-10s.

Request – POST /niches/filter

curl --request POST \
  --url https://scrapeapi.pangolinfo.com/api/v1/amzscope/niches/filter \
  --header 'Authorization: Bearer YOUR_API_KEY' \
  --header 'Content-Type: application/json' \
  --data '{
  "marketplaceId": "US",
  "searchVolumeT90Min": 10000,
  "top5BrandsClickShareMax": 0.4,
  "page": 1,
  "size": 10
}'

200 OK Response (JSON)

{
  "code": 0,
  "message": "ok",
  "data": {
    "items": {
      "data": [
        {
          "nicheId": "8140a265-768d-...",
          "nicheTitle": "iphone 16 wallet case",
          "searchVolumeT90": 349631,
          "searchVolumeGrowthT360": 7.444,
          "top5BrandsClickShare": 0.353,
          "returnRateT360": 0.0622,
          "avgBrandAge": 19.3
          // ... 40+ more deep market metrics
        }
      ]
    }
  }
}

Native LLM Support.
Give Agents Superpowers.

Stop forcing your LLMs to parse messy HTML. The Amazon Niche Data API provides high-signal-to-noise JSON payloads that perfectly fit standard Function Calling specs, making it easy to build autonomous AI business analysts.

Framework AgnosticPlug into Claude Code, OpenClaw, or custom agents via standard Tool Calling.
Ready-to-use SchemaDrop in our OpenAPI schema and let your Agent map parameters automatically.
Token EfficientReduce context limits and prevent hallucinations with structured key-value data.

Claude Code 🦞 OpenClaw Hermes Agent Any AI Framework…

Agent Tool Schema

{
  "name": "amazon_niche_discovery",
  "description": "Fetch high-potential Amazon niches",
  "parameters": {
    "type": "object",
    "properties": {
      "searchVolumeT90Min": {
        "type": "integer",
        "description": "Minimum 90-day search volume"
      }
    },
    "required": ["searchVolumeT90Min"]
  }
}

OpenClaw Agent

Successfully called amazon_niche_discovery.
Found 14 niches meeting criteria (High SV, Low Monopoly). Top result: “iphone 16 wallet case” (Return Rate: 6.22%). Shall I generate a detailed report?

Solutions

What Can You Build?

Empower your internal tools or build entirely new SaaS products backed by authoritative market data.

Automated Product Research Tools

Create powerful web apps that help sellers identify low-competition, high-demand niches with zero effort. We provide the data, you build the UI.

Target demand with searchVolumeT90Min.
Filter profit margins via avgProductPrice.

Avoid High-Risk Red Oceans

Help sellers dodge deceptive categories. Exclude niches with abnormally high return rates or top-seller dominance directly in your API request.

Filter out high returns via returnRateT360Max.
Assess FBA competition via primeProductsPercentage.

Brand Moat Assessment

Quantify brand monopoly. Check the click share of top brands and average brand age to determine if there’s room for new entrants.

Evaluate monopoly via top5BrandsClickShare.
Identify aging markets via avgBrandAge.

New Product Breakout Potential

Analyze recent market entries. See how many new products launched in the last 180-360 days and what percentage successfully generated sales.

Fetch newProductsLaunchedT360.
Calculate success rates via successfulLaunchesT360.

Seasonality & Volatility Monitoring

Compare short-term (90d) and long-term (360d) search growth. Easily differentiate between fleeting fads and sustainable growth categories.

Compare searchVolumeGrowthT90 with T360.
Spot traffic decay curves for viral products.

Market Size (GMS) Tracking

For enterprise sellers, regularly track Net Shipped GMS fluctuations in core categories to assess the macro market ceiling.

Aggregate netShippedGmsSum metrics.
Align annual budgets with ad spend conversions.

Dynamic Category Sync Engine

Solve ERP taxonomy disconnects. Keep your internal systems perfectly synced with Amazon’s latest Browse Nodes using the Category Tree API.

Batch translate Node IDs to full hierarchical paths.
Full-text search across category names.

Executive Dashboard Data Feeds

Provide clean, stable data streams for your BI tools (Tableau, PowerBI). Automatically ingest metrics for thousands of niches into your data warehouse.

Standard JSON output for easy data warehouse integration.
Flexible time ranges and sample scopes.

Endpoints

Amazon Niche Data API Suite

Category & Niche Filter API

10 Credits / Call

The powerhouse endpoint. Filter categories or specific niches based on marketplace, time ranges (90d, 180d, 360d), and multi-dimensional metrics for an incredibly detailed market snapshot.

POST /api/v1/amzscope/categories/filter
POST /api/v1/amzscope/niches/filter

Category Docs Niche Docs

Category Tree API

Navigate the Amazon Browse Node Tree. Submit any parent Node ID to recursively fetch and explore all of its child categories.

POST /amzscope/categories/children (2 Credits)

Explore Endpoint

Search Categories API

Perform full-text searches within category names (supports EN & ZH) to quickly locate Node IDs matching your business logic.

POST /amzscope/categories/search (2 Credits)

Explore Endpoint

Batch Paths API

Submit an array of Category IDs to retrieve their complete hierarchical paths in a single bulk request, drastically improving sync efficiency.

POST /amzscope/categories/paths (2 Credits)

Explore Endpoint

Need Buyer Review Data?

Combine macro niche insights with authentic buyer feedback. Use our specialized Amazon Reviews API for deep product sentiment analysis.

View Reviews API

Explore More Developer Tools

Amazon Scrape API Google AI Overview API Amazon Scraper Skill (AI Agent)

Frequently Asked Questions (FAQ)

Learn more about the Amazon Niche Data API usage and data details.

Our Amazon Niche Data API is built on massive aggregations of historical and real-time Amazon data. Core market metrics (like Search Volume, GMS) are recalculated and updated on a rolling daily basis, ensuring you receive highly timely market snapshots.

A “Category” typically corresponds to Amazon’s official Browse Node directory tree. A “Niche”, however, is a granular market dynamically aggregated by our algorithms based on massive volumes of real buyer search terms and co-purchasing behaviors. For example, “Home & Kitchen” is a category, while “iphone 16 wallet case” is a highly intent-driven market that the Amazon Niche Data API helps you uncover.

It’s highly cost-effective. For massive aggregated calculation requests like the Amazon Niche Data API (Niche Filter), each successful call consumes only 10 credits (~10s response). For Category Tree, Search, or Batch Paths APIs, each request consumes just 2 credits. You only pay for successfully returned valid data.

The Amazon Niche Data API provides enterprise-grade, stable high-concurrency support by default. Standard plans easily support high-frequency concurrent calls. If your SaaS platform requires exceptionally high QPS (Queries Per Second) due to a surge in business, contact your account manager to enable a dedicated high-availability channel.

Yes. The Amazon Niche Data API has a global architecture. Simply change the marketplaceId field in your request body (e.g., to US, UK, DE, JP) to seamlessly switch and fetch market data for the corresponding country.

These advanced metrics deeply integrate real e-commerce buyer behavioral data and pass through rigorous intelligent cross-validation models. They highly accurately reflect the true monopoly level and return risk of a market. Our Amazon Niche Data API is currently trusted by top-tier cross-border sellers and ERP providers for core business decisions.

Start Discovering Your Blue Ocean Niches Today

Integrate the Amazon Niche Data API and bring powerful Amazon market intelligence directly into your business workflow.

Get API Key for Free

Read Developer Docs

Beyond Simple Page Scraping

Complete Browse Node Tree

50+ Dimensional Metrics

Zero Infrastructure

Identify Winners with Laser Precision

Traffic & Demand

Sales & Conversion

Competition & Monopoly

Risk & Performance

Seamless Integration. Dual Engines.

Native LLM Support.Give Agents Superpowers.

What Can You Build?

Automated Product Research Tools

Avoid High-Risk Red Oceans

Brand Moat Assessment

New Product Breakout Potential

Seasonality & Volatility Monitoring

Market Size (GMS) Tracking

Dynamic Category Sync Engine

Executive Dashboard Data Feeds

Amazon Niche Data API Suite

Category & Niche Filter API

Category Tree API

Search Categories API

Batch Paths API

Need Buyer Review Data?

Explore More Developer Tools

Frequently Asked Questions (FAQ)

Start Discovering Your Blue Ocean Niches Today

Native LLM Support.
Give Agents Superpowers.