# Amazon Haul Search (`sentry/amazon-haul-search`) Actor

Scrape Amazon Haul search results by keyword and extract product titles, ASINs, prices, ratings, review counts, images, and product URLs for Amazon product research.

- **URL**: https://apify.com/sentry/amazon-haul-search.md
- **Developed by:** [Sentry](https://apify.com/sentry) (community)
- **Categories:** E-commerce, Automation, Developer tools
- **Stats:** 3 total users, 2 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $25.00 / 1,000 results

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## Amazon Haul Search

Amazon Haul Search is an **Amazon Haul scraper** for collecting **Amazon Haul search results** by keyword. It extracts structured **Amazon product data** from the Amazon Haul surface, including **product titles, ASINs, prices, ratings, review counts, images, and product URLs**.

This actor is built for users who need a reliable **Amazon Haul product scraper** for:

- Amazon Haul product research
- Amazon Haul keyword research
- low-price product discovery
- ecommerce catalog collection
- Amazon ASIN extraction
- Amazon price and review analysis
- competitor and assortment research

### What this Amazon Haul scraper does

Use this actor to search Amazon Haul and export product-level results from Amazon Haul search pages.

It can help you:

- scrape Amazon Haul products by keyword
- collect Amazon Haul ASINs at scale
- export Amazon Haul prices, ratings, and review counts
- capture Amazon Haul product images and product links
- build keyword-based Amazon product datasets
- compare Amazon Haul search results across multiple niches

### Key features

- Amazon Haul keyword search scraping
- Amazon Haul product result extraction
- Amazon Haul ASIN export
- Amazon Haul price extraction
- Amazon Haul star rating extraction
- Amazon Haul review count extraction
- Amazon Haul product image extraction
- Amazon Haul product URL extraction
- multi-query runs
- multi-page crawling
- structured dataset output for downstream workflows

### Input

Run the actor with one or more Amazon Haul search queries.

#### Supported input fields

- `queries`
  - List of Amazon Haul search queries
  - One query per line in the Apify UI
- `query`
  - Optional single-query fallback
- `maxItems`
  - Maximum number of output rows
- `maxPages`
  - Maximum search-result pages per query
- `includeBadges`
  - Include badge or label text when available
- `debugAnomalies`
  - Optional diagnostic logging for rare partial-null rows
- `requestTimeoutSec`
  - Per-page timeout
- `maxConcurrency`
  - Parallel page-processing limit
- `proxyConfiguration`
  - Residential proxies are recommended for Amazon

#### Example queries

- `phone case`
- `makeup bag`
- `water bottle`
- `travel organizer`
- `car accessories`

### Output

Each dataset item is one Amazon Haul search result.

#### Output fields

- `query`
- `page_number`
- `search_rank`
- `asin`
- `product_title`
- `product_url`
- `image_url`
- `price_text`
- `price_value`
- `rating_text`
- `rating_value`
- `reviews_text`
- `reviews_count`
- `badges`
- `source_url`
- `scraped_at`

### Example use cases

- scrape Amazon Haul search results into a dataset
- export Amazon Haul products for product research
- collect Amazon Haul ASINs for downstream enrichment
- build low-price Amazon product catalogs by keyword
- analyze Amazon Haul pricing by niche
- compare rating and review density across search terms
- collect Amazon Haul product links and images for internal review

### Why use Amazon Haul Search

Amazon Haul behaves differently from a generic Amazon search experience. If you want a tool built specifically for **Amazon Haul product discovery** and **Amazon Haul search result extraction**, this actor gives you a cleaner dataset than a generic Amazon scraper aimed at the broader marketplace.

This is a good fit if you need:

- an **Amazon Haul scraper**
- an **Amazon Haul search scraper**
- an **Amazon Haul product scraper**
- an **Amazon Haul ASIN scraper**
- an **Amazon Haul price scraper**
- an **Amazon Haul review scraper**

### Important notes

- `source_url` is the Amazon Haul search page where the item was found.
- `product_url` usually points to the Amazon product page URL associated with that result.
- Amazon can show slightly different prices depending on offer state, variation state, or how the listing is rendered at that moment.
- `asin` is the most stable field for joins, deduplication, and downstream enrichment.

### Best practices

- Use residential proxies for better reliability on Amazon.
- Keep query sets focused when testing new niches.
- Use `asin` as your primary product identifier.
- Use `price_value`, `rating_value`, and `reviews_count` for filtering and analysis.
- Use `debugAnomalies` only when auditing rare edge cases.

### Who this actor is for

- ecommerce operators
- product researchers
- marketplace analysts
- deal researchers
- catalog teams
- Amazon-focused data users

### Search keywords this actor targets

This actor is relevant for users searching for:

- Amazon Haul scraper
- Amazon Haul search scraper
- Amazon Haul product scraper
- Amazon Haul ASIN scraper
- Amazon Haul data scraper
- Amazon Haul price scraper
- Amazon Haul reviews scraper
- Amazon Haul keyword scraper
- Amazon product data scraper
- Amazon ASIN scraper

### FAQ

#### Does this scrape Amazon Haul search results or normal Amazon search?

This actor is designed for **Amazon Haul search results**.

#### Does it return ASINs?

Yes. The actor returns `asin` for each result whenever available.

#### Does it return numeric price, rating, and review fields?

Yes. In addition to raw text fields, the actor returns:

- `price_value`
- `rating_value`
- `reviews_count`

#### Why does the product URL sometimes look like a normal Amazon URL?

Amazon Haul is a discovery surface, but the product links associated with results commonly resolve to standard Amazon product detail URLs.

### Summary

If you need an **Amazon Haul scraper** that can search Amazon Haul by keyword and export **product titles, ASINs, prices, ratings, review counts, images, and product URLs**, Amazon Haul Search is built for that job.

# Actor input Schema

## `queries` (type: `array`):

Amazon Haul search queries. One query per line in the Apify UI.
## `query` (type: `string`):

Optional fallback if `queries` is empty.
## `maxItems` (type: `integer`):

Maximum number of product results to emit.
## `maxPages` (type: `integer`):

Maximum result pages to crawl per query.
## `includeBadges` (type: `boolean`):

Include lightweight badge and label text extracted from result cards.
## `debugAnomalies` (type: `boolean`):

Log extra detail for rare rows where price/rating/review fields come back partially null.
## `requestTimeoutSec` (type: `integer`):

Per-page timeout.
## `maxConcurrency` (type: `integer`):

How many pages to process in parallel.
## `proxyConfiguration` (type: `object`):

Residential proxies are recommended for Amazon.

## Actor input object example

```json
{
  "queries": [
    "phone case",
    "makeup bag"
  ],
  "query": "",
  "maxItems": 200,
  "maxPages": 3,
  "includeBadges": true,
  "debugAnomalies": false,
  "requestTimeoutSec": 45,
  "maxConcurrency": 1,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ],
    "apifyProxyCountry": "US"
  }
}
````

# Actor output Schema

## `dataset` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "queries": [
        "phone case",
        "makeup bag"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("sentry/amazon-haul-search").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "queries": [
        "phone case",
        "makeup bag",
    ] }

# Run the Actor and wait for it to finish
run = client.actor("sentry/amazon-haul-search").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "queries": [
    "phone case",
    "makeup bag"
  ]
}' |
apify call sentry/amazon-haul-search --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=sentry/amazon-haul-search",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Amazon Haul Search",
        "description": "Scrape Amazon Haul search results by keyword and extract product titles, ASINs, prices, ratings, review counts, images, and product URLs for Amazon product research.",
        "version": "1.0",
        "x-build-id": "it4S7InQVna4E1DtY"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/sentry~amazon-haul-search/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-sentry-amazon-haul-search",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/sentry~amazon-haul-search/runs": {
            "post": {
                "operationId": "runs-sync-sentry-amazon-haul-search",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/sentry~amazon-haul-search/run-sync": {
            "post": {
                "operationId": "run-sync-sentry-amazon-haul-search",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "properties": {
                    "queries": {
                        "title": "Queries",
                        "type": "array",
                        "description": "Amazon Haul search queries. One query per line in the Apify UI.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "query": {
                        "title": "Single Query Fallback",
                        "type": "string",
                        "description": "Optional fallback if `queries` is empty.",
                        "default": ""
                    },
                    "maxItems": {
                        "title": "Max Items",
                        "minimum": 1,
                        "type": "integer",
                        "description": "Maximum number of product results to emit.",
                        "default": 200
                    },
                    "maxPages": {
                        "title": "Max Pages Per Query",
                        "minimum": 1,
                        "maximum": 50,
                        "type": "integer",
                        "description": "Maximum result pages to crawl per query.",
                        "default": 3
                    },
                    "includeBadges": {
                        "title": "Include Badge Text",
                        "type": "boolean",
                        "description": "Include lightweight badge and label text extracted from result cards.",
                        "default": true
                    },
                    "debugAnomalies": {
                        "title": "Debug Null/Anomaly Logs",
                        "type": "boolean",
                        "description": "Log extra detail for rare rows where price/rating/review fields come back partially null.",
                        "default": false
                    },
                    "requestTimeoutSec": {
                        "title": "Request Timeout (seconds)",
                        "minimum": 10,
                        "maximum": 180,
                        "type": "integer",
                        "description": "Per-page timeout.",
                        "default": 45
                    },
                    "maxConcurrency": {
                        "title": "Max Concurrency",
                        "minimum": 1,
                        "maximum": 10,
                        "type": "integer",
                        "description": "How many pages to process in parallel.",
                        "default": 1
                    },
                    "proxyConfiguration": {
                        "title": "Proxy Configuration",
                        "type": "object",
                        "description": "Residential proxies are recommended for Amazon.",
                        "default": {
                            "useApifyProxy": true,
                            "apifyProxyGroups": [
                                "RESIDENTIAL"
                            ],
                            "apifyProxyCountry": "US"
                        }
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
