# LinkedIn Post Reactions Scraper 🔥 No Cookies (`linkedintel-core/cheapest-linkedin-reactions-scraper-no-cookies-1-1k`) Actor

Cheapest LinkedIn reactions scraper on Apify. No cookies, no login, zero ban risk. Every reactor — names, profile, reaction type. $1 per 1,000. Free tier.

- **URL**: https://apify.com/linkedintel-core/cheapest-linkedin-reactions-scraper-no-cookies-1-1k.md
- **Developed by:** [linkedintel-core](https://apify.com/linkedintel-core) (community)
- **Categories:** Lead generation, Social media, Automation
- **Stats:** 3 total users, 2 monthly users, 19.5% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $5.00 / 1,000 reactor 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

## LinkedIn Post Reactions Scraper 🔥 No Cookies

Scrape **everyone who reacted** to any LinkedIn post — full name, headline, profile URL and reaction type — with no login and no cookies.

Whether you need to **scrape linkedin post reactions without login**, run a **bulk linkedin post reactions export to CSV**, or replace an expensive **linkedin post reactions API**, this actor does it — no cookies, no login, no API key, zero ban risk.

> 🍪 **no cookies, no login · zero ban risk** · ⚡ Fast · 🧱 Reliable · 🧹 Clean JSON · 💸 Pay only for results

### 🔎 What does this scraper do?
- Returns clean, normalized **JSON** — one record per result, ISO 8601 dates
- Works with **no cookies and no login** — never touches your LinkedIn account
- Handles pagination, retries and rate-limits automatically
- Ready for spreadsheets, CRMs, data warehouses and **AI agents / LLMs**

### 📊 What data you get
| Field | Description |
|---|---|
| `fullName` | fullName |
| `headline` | headline |
| `profileUrl` | profileUrl |
| `reactionType` | reactionType (LIKE, CELEBRATE, SUPPORT, LOVE, INSIGHTFUL, FUNNY) |
| `profilePicture` | profilePicture |
| `sourcePostUrl` | sourcePostUrl |

### 🆚 A cheaper, no-cookie alternative
Looking for a **LinkedIn post reactions scraper without login**, a **free LinkedIn post reactions API alternative**, or a reliable way to **export linkedin post reactions in bulk**? That's exactly what this is — no cookies to harvest, no API key to manage, and a **free tier** to start. Pricing is **pay-per-result**, so it scales with you instead of a flat monthly fee.

### 👤 Who is it for?
**Sales & SDR teams**, **recruiters & sourcers**, **marketers & agencies**, **founders & growth**, and **data / AI engineers** who need fresh, structured linkedin post reactions without building or babysitting scrapers.

### ⚡ Why use this scraper?
- ✅ **No cookies, no login** — safe, public-data approach
- 🧪 **Free runs to test** before you spend a cent
- ⚙️ **Set-and-forget** — schedule it and pull fresh data on autopilot
- 🧱 **Battle-tested & maintained** — we absorb LinkedIn changes so your pipeline never breaks
- 💸 **Pay per 1,000 results.** Free runs available to test.

### 🎯 Use cases
- Build warm-lead lists from competitor or industry posts
- Find buyers showing intent on a topic
- Engagement-based prospecting for SDRs
- Measure who engages with your content
- Identify advocates and influencers

### ▶️ How to use
Provide the input below and run. Results stream to the dataset as clean JSON you can export to CSV/JSON/Excel or pull via API.

| Input field | Description |
|---|---|
| `postUrl` | URL of the LinkedIn post |
| `maxItems` | Max reactions to return (optional) |

**Example input**
```json
{ "postUrl": "...", "maxItems": "..." }
````

### 📤 Example output

```json
{
  "fullName": "Jane Doe",
  "headline": "VP of Sales at Acme",
  "profileUrl": "https://www.linkedin.com/in/janedoe",
  "reactionType": "LIKE"
}
```

### 🔌 Integrations

Pull results straight from the **REST API**, plug into an **MCP** server for AI agents, or wire it into **Make**, **n8n** and **Zapier** with zero code. Export to **CSV / JSON / Excel** anytime.

### 💲 Pricing

**Pay per 1,000 results.** Free runs available to test. See the **Pricing** tab for the exact rate. Start free, then pay only for results you receive.

### ❓ FAQ

**Is this a good alternative to a paid LinkedIn API?** Yes — if your old linkedin post reactions API got expensive or shut down, this is a cheaper, cookieless drop-in replacement.
**How is this safer than cookie-based scrapers?** Cookie/login-based tools risk getting your LinkedIn account restricted. This actor never uses a login, so there's no account to ban.
**Can I scrape in bulk?** Yes — pass a high limit or many inputs and it paginates linkedin post reactions automatically, at scale.
**Do I need cookies or a login?** No — it works with no cookies and no login, using public data only.

### 🔗 Related LinkedIn scrapers

Build an end-to-end workflow with our other no-cookie scrapers:

- [🔎 LinkedIn Profile Scraper — full profile data](https://apify.com/linkedintel-core/linkedin-profile-scraper-no-cookies)
- [🏢 LinkedIn Company Scraper — 41 company fields](https://apify.com/linkedintel-core/linkedin-company-scraper-no-cookies-5-1k)
- [👥 LinkedIn Company Employees — bulk rosters](https://apify.com/linkedintel-core/linkedin-company-employees-scraper-no-cookies)
- [🔭 LinkedIn Search Scraper — people, companies +4](https://apify.com/linkedintel-core/linkedin-search-scraper-no-cookies)
- [💼 LinkedIn Jobs Scraper — hiring data](https://apify.com/linkedintel-core/linkedin-jobs-scraper)

👉 **See all our LinkedIn scrapers:** https://apify.com/linkedintel-core

***

*Public data only — no authentication bypass. You are the data controller and must comply with GDPR/CCPA when processing personal data. Not affiliated with, endorsed by, or sponsored by LinkedIn Corporation.*

# Actor input Schema

## `postUrls` (type: `array`):

LinkedIn post URLs. Supports feed/update URLs (linkedin.com/feed/update/urn:li:activity:NNN/) and shareable post URLs (linkedin.com/posts/<slug>-activity-NNN-<hash>). Pulse articles are not supported.

## `activityUrns` (type: `array`):

Numeric LinkedIn activity URNs (e.g. "7427761938388123648"). Use this if you already have the IDs and want to skip URL parsing.

## `maxReactionsPerPost` (type: `integer`):

Maximum number of reactions to scrape per post. Lower values run faster and cost less.

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

Apify proxy settings. Residential proxies are recommended.

## Actor input object example

```json
{
  "postUrls": [
    "https://www.linkedin.com/feed/update/urn:li:activity:7427761938388123648/"
  ],
  "maxReactionsPerPost": 500,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ]
  }
}
```

# 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 = {
    "postUrls": [
        "https://www.linkedin.com/feed/update/urn:li:activity:7427761938388123648/"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("linkedintel-core/cheapest-linkedin-reactions-scraper-no-cookies-1-1k").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 = { "postUrls": ["https://www.linkedin.com/feed/update/urn:li:activity:7427761938388123648/"] }

# Run the Actor and wait for it to finish
run = client.actor("linkedintel-core/cheapest-linkedin-reactions-scraper-no-cookies-1-1k").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 '{
  "postUrls": [
    "https://www.linkedin.com/feed/update/urn:li:activity:7427761938388123648/"
  ]
}' |
apify call linkedintel-core/cheapest-linkedin-reactions-scraper-no-cookies-1-1k --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=linkedintel-core/cheapest-linkedin-reactions-scraper-no-cookies-1-1k",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "LinkedIn Post Reactions Scraper 🔥 No Cookies",
        "description": "Cheapest LinkedIn reactions scraper on Apify. No cookies, no login, zero ban risk. Every reactor — names, profile, reaction type. $1 per 1,000. Free tier.",
        "version": "1.0",
        "x-build-id": "6YxxKm9icwhcwiYac"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/linkedintel-core~cheapest-linkedin-reactions-scraper-no-cookies-1-1k/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-linkedintel-core-cheapest-linkedin-reactions-scraper-no-cookies-1-1k",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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/linkedintel-core~cheapest-linkedin-reactions-scraper-no-cookies-1-1k/runs": {
            "post": {
                "operationId": "runs-sync-linkedintel-core-cheapest-linkedin-reactions-scraper-no-cookies-1-1k",
                "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/linkedintel-core~cheapest-linkedin-reactions-scraper-no-cookies-1-1k/run-sync": {
            "post": {
                "operationId": "run-sync-linkedintel-core-cheapest-linkedin-reactions-scraper-no-cookies-1-1k",
                "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": {
                    "postUrls": {
                        "title": "Post URLs",
                        "type": "array",
                        "description": "LinkedIn post URLs. Supports feed/update URLs (linkedin.com/feed/update/urn:li:activity:NNN/) and shareable post URLs (linkedin.com/posts/<slug>-activity-NNN-<hash>). Pulse articles are not supported.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "activityUrns": {
                        "title": "Activity URNs",
                        "type": "array",
                        "description": "Numeric LinkedIn activity URNs (e.g. \"7427761938388123648\"). Use this if you already have the IDs and want to skip URL parsing.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxReactionsPerPost": {
                        "title": "Max Reactions Per Post",
                        "minimum": 1,
                        "maximum": 50000,
                        "type": "integer",
                        "description": "Maximum number of reactions to scrape per post. Lower values run faster and cost less.",
                        "default": 500
                    },
                    "proxyConfiguration": {
                        "title": "Proxy Configuration",
                        "type": "object",
                        "description": "Apify proxy settings. Residential proxies are recommended.",
                        "default": {
                            "useApifyProxy": true,
                            "apifyProxyGroups": [
                                "RESIDENTIAL"
                            ]
                        }
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```