# AWS Marketplace Scraper - Low-cost💲🔥☁️ (`delectable_incubator/aws-marketplace-scraper---low-cost`) Actor

Scrape product and vendor data from AWS Marketplace ☁️🔎. Provide one or multiple search URLs to extract product titles, vendor names, pricing, categories, and listing URLs. Ideal for cloud market research, SaaS discovery, competitor analysis, and building structured datasets at scale 📊🚀

- **URL**: https://apify.com/delectable\_incubator/aws-marketplace-scraper---low-cost.md
- **Developed by:** [Prime Scrape](https://apify.com/delectable_incubator) (community)
- **Categories:** Automation, Developer tools, E-commerce
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $0.00005 / actor start

This Actor is paid per event and usage. You are charged both the fixed price for specific events and for Apify platform usage.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

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

<p align="center"> <img src="https://i.ibb.co/jkNS73wX/readme.png" alt="AWS Marketplace Listings Scraper - PrimeScrape" width="100%"> </p>

---

###  ☁️ AWS Marketplace Listings Scraper 🛒🔎📊

The AWS Marketplace Listings Scraper is a fast, reliable, and scalable automation tool designed to extract structured product and vendor data directly from AWS Marketplace.

It converts marketplace search results into clean, structured datasets ready for cloud research, SaaS analysis, vendor intelligence, and competitive monitoring.

---

### AWS Marketplace Scraper ☁️🛒🔎

This scraper automatically extracts structured product listings from AWS Marketplace search result pages.

Ideal for SaaS discovery, cloud market analysis, and vendor tracking

---

### 🎯 What This Scraper Does

Simply provide one or more AWS Marketplace search URLs, and the scraper will automatically extract structured listing data.

✅ Extracts AWS Marketplace listings

✅ Supports multiple URLs in one run

✅ Handles pagination automatically

✅ Respects maxItemsPerUrl limits

✅ Cleans and structures product data

✅ Ready for analytics and integrations

---

### 📊 Data Extracted

🛒 Marketplace Listing Fields

| Field            | Description               |
| ---------------- | ------------------------- |
| 🆔 `listingId`   | Unique listing identifier |
| 🛒 `title`       | Product or service title  |
| 📂 `category`    | Marketplace category      |
| 💲 `price`       | Pricing information       |
| 🏢 `sellerName`  | Vendor / provider name    |
| ⭐ `badges`       | AWS marketplace badges    |
| 🔗 `listingUrl`  | Direct listing page       |
| 🌐 `sourceUrl`   | Source search URL         |
| 🧾 `description` | Listing description       |
| 🖼 `imageUrl`    | Product image             |

---

### 🛠 How to Use

1️⃣ Configure Input

Provide one or more AWS Marketplace search URLs:

````

{
"urls": \[
"https://aws.amazon.com/marketplace/search/results?searchTerms=AI",
"https://aws.amazon.com/marketplace/search/results?searchTerms=security"
],
"maxItemsPerUrl": 90
}

```

2️⃣ Run the Actor

The scraper will:

• Load each search page

• Automatically paginate results

• Extract structured listings

• Stop when maxItemsPerUrl is reached or no more pages are available

3️⃣ Export the Dataset

Download your results in multiple formats:

✅ JSON

✅ CSV

✅ Excel

✅ XML

✅ HTML


---

### ⚙️ Input Configuration

#### 📥 Input Example

```

{
"urls": \[
"https://aws.amazon.com/marketplace/search/results?searchTerms=data"
],
"maxItemsPerUrl": 50
}

```



#### Input Fields

| Field            | Type    | Description                              |
| ---------------- | ------- | ---------------------------------------- |
| `urls`           | array   | List of AWS Marketplace search URLs      |
| `maxItemsPerUrl` | integer | Maximum listings per URL (0 = unlimited) |

---


### 📤 Output Example

```

{
"listingId": "prodview-alo6x43oebmpq",
"title": "Data",
"category": null,
"sellerName": "Smeup LAB s.r.l.",
"price": null,
"description": "Data is a low-code engineering platform...",
"badges": null,
"imageUrl": "https://d7umqicpi7263.cloudfront.net/img/product/example",
"listingUrl": "https://aws.amazon.com/marketplace/pp/prodview-alo6x43oebmpq",
"sourceUrl": "https://aws.amazon.com/marketplace/search/results?searchTerms=data"
}

````

---

### 📊 Output explanation

| Field         | Description               |
| ------------- | ------------------------- |
| `listingId`   | Unique listing identifier |
| `title`       | Product title             |
| `category`    | Marketplace category      |
| `sellerName`  | Vendor name               |
| `price`       | Pricing info              |
| `description` | Product description       |
| `badges`      | AWS badges                |
| `imageUrl`    | Product image             |
| `listingUrl`  | Listing page URL          |
| `sourceUrl`   | Search source URL         |


---


### 🌍 Why Use This Scraper? 

☁️ Cloud Product Discovery — Discover SaaS, AI, and infrastructure tools

📊 Marketplace Research — Analyze categories, pricing, vendors

🏢 Vendor Intelligence — Identify cloud providers

📈 Competitive Analysis — Track competing SaaS tools

🔎 Market Trends — Monitor marketplace evolution

🤖 Data & AI — Build structured datasets

⚡ Scalable — Designed for high-volume scraping

---

### ⚠️ Disclaimer

This tool is an independent solution and is not affiliated with or endorsed by Amazon Web Services (AWS).

---

### 💸 Pricing

This scraper runs on a **pay per events subscription model**.

You only pay for **successful runs**.

💳 **Price:** $0.79 / 1000 results

---

### Related Actors 

If you're interested in other German 🇩🇪, Austrian 🇦🇹, Swiss 🇨🇭, or Dach or European 🇪🇺 scrapers, explore more scrapers across Europe 🇩🇪🇪🇺

(Coming soon)

---

### 📬 Support

⭐⭐⭐⭐⭐ Leave a 5-star rating if you like this tool

---

### 🌍 PrimeScrape

Built for scalable web data extraction & automation

Contact for custom scraping solutions or enterprise requests via Apify or by email.

# Actor input Schema

## `urls` (type: `array`):

One or more AWS Marketplace search URLs. 

Eine oder mehrere AWS Marketplace Such-URLs. 

Examples / Beispiele:
• https://aws.amazon.com/marketplace/search/results?searchTerms=data
• https://aws.amazon.com/marketplace/search/results?searchTerms=cloud&category=ba3a2bf7-795d-4d9f-83fc-6166fa98780d
• https://aws.amazon.com/marketplace/search/results?searchTerms=security
## `maxItemsPerUrl` (type: `integer`):

Maximum number of listings to collect per URL. Set to 0 for no limit.

Maximale Anzahl an Einträgen pro URL. Auf 0 setzen für kein Limit.

## Actor input object example

```json
{
  "urls": [
    "https://aws.amazon.com/marketplace/search/results?searchTerms=AI"
  ],
  "maxItemsPerUrl": 100
}
````

# Actor output Schema

## `overview` (type: `string`):

No description

## `detailed` (type: `string`):

No description

## `by_source` (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 = {
    "urls": [
        "https://aws.amazon.com/marketplace/search/results?searchTerms=AI"
    ],
    "maxItemsPerUrl": 100
};

// Run the Actor and wait for it to finish
const run = await client.actor("delectable_incubator/aws-marketplace-scraper---low-cost").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 = {
    "urls": ["https://aws.amazon.com/marketplace/search/results?searchTerms=AI"],
    "maxItemsPerUrl": 100,
}

# Run the Actor and wait for it to finish
run = client.actor("delectable_incubator/aws-marketplace-scraper---low-cost").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 '{
  "urls": [
    "https://aws.amazon.com/marketplace/search/results?searchTerms=AI"
  ],
  "maxItemsPerUrl": 100
}' |
apify call delectable_incubator/aws-marketplace-scraper---low-cost --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=delectable_incubator/aws-marketplace-scraper---low-cost",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "AWS Marketplace Scraper - Low-cost💲🔥☁️",
        "description": "Scrape product and vendor data from AWS Marketplace ☁️🔎. Provide one or multiple search URLs to extract product titles, vendor names, pricing, categories, and listing URLs. Ideal for cloud market research, SaaS discovery, competitor analysis, and building structured datasets at scale 📊🚀",
        "version": "0.0",
        "x-build-id": "JNSG7e5DPwNp3fQW9"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/delectable_incubator~aws-marketplace-scraper---low-cost/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-delectable_incubator-aws-marketplace-scraper---low-cost",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/delectable_incubator~aws-marketplace-scraper---low-cost/runs": {
            "post": {
                "operationId": "runs-sync-delectable_incubator-aws-marketplace-scraper---low-cost",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/delectable_incubator~aws-marketplace-scraper---low-cost/run-sync": {
            "post": {
                "operationId": "run-sync-delectable_incubator-aws-marketplace-scraper---low-cost",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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",
                "required": [
                    "urls"
                ],
                "properties": {
                    "urls": {
                        "title": "Search URLs | Such-URLs",
                        "type": "array",
                        "description": "One or more AWS Marketplace search URLs. \n\nEine oder mehrere AWS Marketplace Such-URLs. \n\nExamples / Beispiele:\n• https://aws.amazon.com/marketplace/search/results?searchTerms=data\n• https://aws.amazon.com/marketplace/search/results?searchTerms=cloud&category=ba3a2bf7-795d-4d9f-83fc-6166fa98780d\n• https://aws.amazon.com/marketplace/search/results?searchTerms=security",
                        "items": {
                            "type": "string"
                        },
                        "default": [
                            "https://aws.amazon.com/marketplace/search/results?searchTerms=AI"
                        ]
                    },
                    "maxItemsPerUrl": {
                        "title": "Max Items per URL | Maximale Einträge pro URL",
                        "type": "integer",
                        "description": "Maximum number of listings to collect per URL. Set to 0 for no limit.\n\nMaximale Anzahl an Einträgen pro URL. Auf 0 setzen für kein Limit.",
                        "default": 100
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
