# ProductHunt Launches & Makers Scraper (`haketa/producthunt-launches-scraper`) Actor

Extract Product Hunt launches, makers, votes, reviews, ratings, screenshots, topics — by URL, product slug, topic, or daily leaderboard date. JSON-LD + Apollo-state extraction, no API key required.

- **URL**: https://apify.com/haketa/producthunt-launches-scraper.md
- **Developed by:** [Haketa](https://apify.com/haketa) (community)
- **Categories:** Developer tools, Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $1.50 / 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.
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

## 🚀 ProductHunt Launches & Makers Scraper

Extract every public field from any **Product Hunt** product page — launches, makers, votes, reviews, ratings, screenshots, topics — using just a slug, a URL, a topic page, or a daily leaderboard date. **No API key required.**

---

### ⭐ What You Get

For each product:

- **Identity** — name, slug, product URL, website URL
- **Visuals** — thumbnail + all screenshots (high-res, imgix CDN URLs)
- **Engagement** — upvote count, comment count, aggregate rating (1–5) with rating count
- **Categorization** — Product Hunt topics (Productivity, AI, Developer Tools, etc.) + application category
- **Launch metadata** — date published, date last modified
- **Makers** — name, avatar, profile URL for each founder/maker
- **Reviews** — rating, review body, author name+profile, date, for each review
- **Operating system** support tag (when set)

Everything is **JSON-LD parsed + Apollo-state extracted** — exactly what Product Hunt serves to Google.

---

### 🎯 Use Cases

- **Startup intelligence** — track daily launches, identify trending products in your space
- **VC sourcing** — find founders and their products before they break out
- **Recruiter sourcing** — identify makers of top-rated products by category
- **Competitor monitoring** — watch your competitors' launch metrics over time
- **Tech newsletter** — daily/weekly digest of top launches with rich metadata
- **Market research** — survey an entire topic (e.g., all `artificial-intelligence` products)

---

### 🛠️ Input

You can mix and match four ways to point the scraper at products. Provide one or more:

| Field | Type | Purpose | Example |
|---|---|---|---|
| `startUrls` | array | Any Product Hunt URL — product, post, leaderboard, topic | `https://www.producthunt.com/products/notion` |
| `productSlugs` | array | Product slugs (path after `/products/`) | `["notion", "linear", "vercel"]` |
| `topicSlugs` | array | Discover all products on a topic page | `["productivity", "artificial-intelligence"]` |
| `leaderboardDates` | array | Discover top products from daily leaderboard (`YYYY/M/D`) | `["2026/5/17"]` |
| `scrapeReviews` | bool | Include review bodies (default: true) | `true` |
| `maxRecords` | int | Cap on total products (0 = unlimited) | `100` |
| `requestDelay` | int | ms between requests | `800` |
| `maxConcurrency` | int | parallel requests | `4` |
| `proxyConfiguration` | object | Optional Apify proxy | usually not needed |

---

### 📤 Example Output

```json
{
  "slug": "linear",
  "productUrl": "https://www.producthunt.com/products/linear",
  "name": "Linear",
  "tagline": "The issue tracking tool you'll enjoy using",
  "websiteUrl": "https://linear.app",
  "image": "https://ph-files.imgix.net/9d9aa008-....png",
  "screenshots": ["https://ph-files.imgix.net/35d1d856....png", "..."],
  "applicationCategory": "Hiring",
  "datePublished": "2019-10-30T16:22:48-07:00",
  "dateModified": "2026-05-18T09:02:38-07:00",
  "aggregateRating": { "ratingValue": 4.91, "ratingCount": 395, "bestRating": 5, "worstRating": 1 },
  "votesCount": 29,
  "commentsCount": 38,
  "topics": [
    { "slug": "productivity", "name": "Productivity" },
    { "slug": "developer-tools", "name": "Developer Tools" }
  ],
  "makers": [
    { "name": "Karri Saarinen", "image": "https://ph-avatars.imgix.net/508/....jpeg", "profile": "https://www.producthunt.com/@karrisaarinen" }
  ],
  "reviews": [
    {
      "rating": 5,
      "body": "Linear has completely changed how our team tracks work...",
      "author": "Jane Doe",
      "authorProfile": "https://www.producthunt.com/@janedoe",
      "datePublished": "2025-08-12T..."
    }
  ],
  "scrapedAt": "2026-05-18T16:00:00.000Z"
}
````

***

### ⚡ How It Works

1. **Discovery phase** — for each `startUrl`, `topicSlug`, or `leaderboardDate`, the scraper fetches the page and harvests every `/products/<slug>` link.
2. **Detail phase** — for each unique slug, it fetches `/products/<slug>` and parses three JSON-LD blocks (BreadcrumbList, WebApplication/Product, Reviews) plus inline Apollo state for vote/comment counts, topics, and makers.
3. **Output** — one normalized record per product, pushed to the dataset as it's scraped.

No login, no API key, no JavaScript rendering — pure HTTP + JSON-LD.

***

### 💡 Tips

- Combine `topicSlugs` + `leaderboardDates` for the widest coverage.
- For a single competitor lookup, pass one `productSlugs` entry and set `maxRecords: 1`.
- If you need historical leaderboards, loop multiple `leaderboardDates` — each gives ~18 products.
- Default behavior with empty input scrapes Notion, Linear, and Vercel as a demo.

***

### 📊 Limits & Behavior

- `maxRecords` defaults to **100** to keep runs cheap and predictable.
- Set to `0` for unlimited (but you'll hit Product Hunt's rate-limiting around 200 req/min).
- The scraper exits with `FAILED` status if no targets are provided and no demo defaults match.

***

### 🛒 Related Scrapers

Looking for more discovery data?

- **[Y Combinator Companies Scraper](https://apify.com/haketa/ycombinator-companies-scraper)** — every YC company, batch, sector
- **[BuiltIn Tech Companies + Tech Stack Scraper](https://apify.com/haketa/builtin-tech-companies-scraper)** — tech companies + their full stack
- **[H1B Visa Database Scraper](https://apify.com/haketa/h1b-visa-database-scraper)** — visa sponsors + salary data

***

Built with ❤️ for makers, VCs, and tech intel teams.

# Actor input Schema

## `startUrls` (type: `array`):

Direct ProductHunt URLs — product pages, posts, daily leaderboards, or topic pages. Mixed types OK.

## `productSlugs` (type: `array`):

ProductHunt product slugs (the URL path after /products/). Example: notion, linear, vercel.

## `topicSlugs` (type: `array`):

Discover products from these topic pages. Examples: productivity, artificial-intelligence, design-tools.

## `leaderboardDates` (type: `array`):

Discover top products launched on these dates. Format: YYYY/M/D (no leading zeros). Example: 2026/5/17.

## `scrapeReviews` (type: `boolean`):

Include user reviews (rating, body, author) in output. Costs more requests.

## `maxRecords` (type: `integer`):

Maximum products to scrape. Set to 0 for unlimited.

## `requestDelay` (type: `integer`):

Delay between requests in milliseconds.

## `maxConcurrency` (type: `integer`):

Parallel request count.

## `proxyConfiguration` (type: `object`):

Optional proxy. ProductHunt usually works without proxy via Chrome header impersonation.

## Actor input object example

```json
{
  "startUrls": [],
  "productSlugs": [
    "notion",
    "linear",
    "vercel"
  ],
  "topicSlugs": [],
  "leaderboardDates": [],
  "scrapeReviews": true,
  "maxRecords": 100,
  "requestDelay": 800,
  "maxConcurrency": 4,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}
```

# Actor output Schema

## `datasetJson` (type: `string`):

Full dataset with every scraped product as JSON.

## `datasetCsv` (type: `string`):

Full dataset in CSV format.

## `datasetXlsx` (type: `string`):

Full dataset in Excel XLSX format.

## `overviewView` (type: `string`):

Compact one-row-per-product table view.

## `makersView` (type: `string`):

Flattened makers — one CSV row per (product, maker).

## `reviewsView` (type: `string`):

Flattened reviews — one CSV row per (product, review).

# 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 = {
    "startUrls": [],
    "productSlugs": [
        "notion",
        "linear",
        "vercel"
    ],
    "topicSlugs": [],
    "leaderboardDates": [],
    "scrapeReviews": true,
    "maxRecords": 100,
    "proxyConfiguration": {
        "useApifyProxy": false
    }
};

// Run the Actor and wait for it to finish
const run = await client.actor("haketa/producthunt-launches-scraper").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 = {
    "startUrls": [],
    "productSlugs": [
        "notion",
        "linear",
        "vercel",
    ],
    "topicSlugs": [],
    "leaderboardDates": [],
    "scrapeReviews": True,
    "maxRecords": 100,
    "proxyConfiguration": { "useApifyProxy": False },
}

# Run the Actor and wait for it to finish
run = client.actor("haketa/producthunt-launches-scraper").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 '{
  "startUrls": [],
  "productSlugs": [
    "notion",
    "linear",
    "vercel"
  ],
  "topicSlugs": [],
  "leaderboardDates": [],
  "scrapeReviews": true,
  "maxRecords": 100,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}' |
apify call haketa/producthunt-launches-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=haketa/producthunt-launches-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "ProductHunt Launches & Makers Scraper",
        "description": "Extract Product Hunt launches, makers, votes, reviews, ratings, screenshots, topics — by URL, product slug, topic, or daily leaderboard date. JSON-LD + Apollo-state extraction, no API key required.",
        "version": "0.0",
        "x-build-id": "zfjpfbnRNfKX4Rjcb"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/haketa~producthunt-launches-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-haketa-producthunt-launches-scraper",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/haketa~producthunt-launches-scraper/runs": {
            "post": {
                "operationId": "runs-sync-haketa-producthunt-launches-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/haketa~producthunt-launches-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-haketa-producthunt-launches-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                    "startUrls": {
                        "title": "Start URLs",
                        "type": "array",
                        "description": "Direct ProductHunt URLs — product pages, posts, daily leaderboards, or topic pages. Mixed types OK.",
                        "default": [],
                        "items": {
                            "type": "object",
                            "required": [
                                "url"
                            ],
                            "properties": {
                                "url": {
                                    "type": "string",
                                    "title": "URL of a web page",
                                    "format": "uri"
                                }
                            }
                        }
                    },
                    "productSlugs": {
                        "title": "Product Slugs",
                        "type": "array",
                        "description": "ProductHunt product slugs (the URL path after /products/). Example: notion, linear, vercel.",
                        "default": [
                            "notion",
                            "linear",
                            "vercel"
                        ],
                        "items": {
                            "type": "string"
                        }
                    },
                    "topicSlugs": {
                        "title": "Topic Slugs",
                        "type": "array",
                        "description": "Discover products from these topic pages. Examples: productivity, artificial-intelligence, design-tools.",
                        "default": [],
                        "items": {
                            "type": "string"
                        }
                    },
                    "leaderboardDates": {
                        "title": "Leaderboard Dates",
                        "type": "array",
                        "description": "Discover top products launched on these dates. Format: YYYY/M/D (no leading zeros). Example: 2026/5/17.",
                        "default": [],
                        "items": {
                            "type": "string"
                        }
                    },
                    "scrapeReviews": {
                        "title": "Scrape Reviews",
                        "type": "boolean",
                        "description": "Include user reviews (rating, body, author) in output. Costs more requests.",
                        "default": true
                    },
                    "maxRecords": {
                        "title": "Max Records",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Maximum products to scrape. Set to 0 for unlimited.",
                        "default": 100
                    },
                    "requestDelay": {
                        "title": "Request Delay (ms)",
                        "type": "integer",
                        "description": "Delay between requests in milliseconds.",
                        "default": 800
                    },
                    "maxConcurrency": {
                        "title": "Max Concurrency",
                        "type": "integer",
                        "description": "Parallel request count.",
                        "default": 4
                    },
                    "proxyConfiguration": {
                        "title": "Proxy Configuration",
                        "type": "object",
                        "description": "Optional proxy. ProductHunt usually works without proxy via Chrome header impersonation."
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
