# BetaList Startup Scraper (`obsidian937/betalist-startup-scraper`) Actor

Extract startup listings from BetaList — name, tagline, description, topics, makers, and featured date. No proxy needed. Browse all recent launches or filter by category.

- **URL**: https://apify.com/obsidian937/betalist-startup-scraper.md
- **Developed by:** [Obsidian IT Consulting SRL](https://apify.com/obsidian937) (community)
- **Categories:** Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $3.00 / 1,000 startup extracteds

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

## BetaList Startup Scraper

Extract startup listings from [BetaList](https://www.betalist.com) — the early-stage startup discovery platform. Get names, taglines, descriptions, topics, makers, and featured dates for any startup on the platform.

### What you get

| Field | Description |
|-------|-------------|
| `name` | Startup name |
| `tagline` | One-line description |
| `description` | Full description paragraph |
| `topics` | Category tags (e.g. "AI Tools", "SaaS", "Productivity") |
| `makers` | Founder/maker names |
| `featuredDate` | Date featured on BetaList |
| `betalistUrl` | Direct link to the BetaList listing |
| `visitRedirectUrl` | BetaList redirect to the startup website |
| `website` | Actual startup URL (only if `includeWebsite: true`) |
| `logoUrl` | Startup logo image URL |
| `slug` | BetaList slug identifier |

### Use cases

- **Lead generation** — find early-stage founders to reach out to before they go mainstream
- **Market research** — monitor which startup categories are trending on BetaList
- **Competitive intelligence** — track new entrants in your product category
- **Newsletter/digest** — curate recent launches by topic for your audience
- **Investor sourcing** — discover pre-seed startups filtered by category

### Modes

#### Browse (default)
Scrape all recent startups from the BetaList homepage:
```json
{
  "mode": "browse",
  "maxItems": 100
}
````

#### Category

Scrape startups from specific categories. Find category slugs at [betalist.com/browse](https://www.betalist.com/browse):

```json
{
  "mode": "category",
  "categories": ["ai/ai-tools", "productivity/saas", "data-analytics/analytics"],
  "maxItems": 200
}
```

#### Specific URLs

Scrape a list of specific startup pages:

```json
{
  "mode": "urls",
  "startUrls": [
    "https://www.betalist.com/startups/fliptip-ai",
    "https://www.betalist.com/startups/markty"
  ]
}
```

### Example output

```json
{
  "name": "Markty",
  "tagline": "Hire an AI team that runs content, social, SEO, and emails",
  "description": "Markty lets founders delegate their entire marketing stack to AI agents...",
  "slug": "markty",
  "betalistUrl": "https://www.betalist.com/startups/markty",
  "visitRedirectUrl": "https://www.betalist.com/startups/markty/visit",
  "topics": ["Marketing Automation", "Social Media Management", "Content Marketing", "Email Marketing"],
  "makers": ["Sinan"],
  "featuredDate": "May 30, 2026",
  "logoUrl": "https://cdn.betalist.com/..."
}
```

### Options

| Option | Type | Default | Description |
|--------|------|---------|-------------|
| `mode` | string | `browse` | `browse`, `category`, or `urls` |
| `categories` | string\[] | `[]` | Category slugs for `category` mode |
| `startUrls` | string\[] | `[]` | BetaList startup URLs for `urls` mode |
| `maxItems` | integer | `100` | Max startups to extract (0 = no limit) |
| `includeWebsite` | boolean | `false` | Resolve the actual website URL (1 extra request/startup) |
| `delayMs` | integer | `500` | Delay between requests in milliseconds |

### Pricing

**$3.00 per 1,000 startups** ($0.003/startup). No proxy costs — BetaList serves public data without restrictions.

### FAQ

**Does it require login?**
No — BetaList startup listings are fully public.

**How many startups are listed on BetaList?**
Thousands. The homepage shows ~50 recent ones; category pages add more with pagination.

**Can I get the actual website URL?**
Yes — set `includeWebsite: true`. This adds one redirect-follow per startup (slightly slower).

**What's the difference between tagline and description?**
Tagline is the short one-liner visible on listing cards. Description is the full paragraph on the startup's detail page.

# Actor input Schema

## `mode` (type: `string`):

browse = recent startups from homepage; category = filter by category; urls = specific startup URLs

## `categories` (type: `array`):

Category path slugs, e.g. \['ai/ai-tools', 'productivity/saas']. Browse https://www.betalist.com/browse to find slugs.

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

Full BetaList startup URLs, e.g. https://www.betalist.com/startups/fliptip-ai

## `maxItems` (type: `integer`):

Maximum number of startups to extract. 0 = no limit.

## `includeWebsite` (type: `boolean`):

Follow the /visit redirect to get the actual startup website URL. Slower (1 extra request per startup).

## `delayMs` (type: `integer`):

Milliseconds to wait between page fetches. Increase if you hit rate limits.

## Actor input object example

```json
{
  "mode": "browse",
  "maxItems": 100,
  "includeWebsite": false,
  "delayMs": 500
}
```

# 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 = {};

// Run the Actor and wait for it to finish
const run = await client.actor("obsidian937/betalist-startup-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 = {}

# Run the Actor and wait for it to finish
run = client.actor("obsidian937/betalist-startup-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 '{}' |
apify call obsidian937/betalist-startup-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=obsidian937/betalist-startup-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "BetaList Startup Scraper",
        "description": "Extract startup listings from BetaList — name, tagline, description, topics, makers, and featured date. No proxy needed. Browse all recent launches or filter by category.",
        "version": "1.0",
        "x-build-id": "zy6aQBTE7Lmerq3Ml"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/obsidian937~betalist-startup-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-obsidian937-betalist-startup-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/obsidian937~betalist-startup-scraper/runs": {
            "post": {
                "operationId": "runs-sync-obsidian937-betalist-startup-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/obsidian937~betalist-startup-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-obsidian937-betalist-startup-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                    "mode": {
                        "title": "Scraping mode",
                        "enum": [
                            "browse",
                            "category",
                            "urls"
                        ],
                        "type": "string",
                        "description": "browse = recent startups from homepage; category = filter by category; urls = specific startup URLs",
                        "default": "browse"
                    },
                    "categories": {
                        "title": "Category slugs (mode=category)",
                        "type": "array",
                        "description": "Category path slugs, e.g. ['ai/ai-tools', 'productivity/saas']. Browse https://www.betalist.com/browse to find slugs.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "startUrls": {
                        "title": "Startup URLs (mode=urls)",
                        "type": "array",
                        "description": "Full BetaList startup URLs, e.g. https://www.betalist.com/startups/fliptip-ai",
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxItems": {
                        "title": "Max startups to scrape",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Maximum number of startups to extract. 0 = no limit.",
                        "default": 100
                    },
                    "includeWebsite": {
                        "title": "Resolve website URL",
                        "type": "boolean",
                        "description": "Follow the /visit redirect to get the actual startup website URL. Slower (1 extra request per startup).",
                        "default": false
                    },
                    "delayMs": {
                        "title": "Delay between requests (ms)",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Milliseconds to wait between page fetches. Increase if you hit rate limits.",
                        "default": 500
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
