# Meesho Search & Category Scraper (`axlymxp/meesho-search-category-scraper`) Actor

Scrape Meesho products by keyword search or category browse using APIs.  Fast, no browser needed.

- **URL**: https://apify.com/axlymxp/meesho-search-category-scraper.md
- **Developed by:** [axly](https://apify.com/axlymxp) (community)
- **Categories:** AI, E-commerce, Agents
- **Stats:** 1 total users, 0 monthly users, 57.1% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $2.50 / 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.

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

## Meesho Search & Category Scraper

Scrape products from [Meesho](https://www.meesho.com) by keyword search or category browse using the reverse-engineered internal Android API. No browser required — pure API calls for maximum speed and reliability.

### Features

- **Search mode** — find products by keyword (e.g. _saree_, _kurti_, _lehenga_)
- **Category mode** — browse all products in a category by ID
- **Fetch categories** — list all available categories with their IDs
- Optional **buyer reviews** per product
- Configurable pagination, sorting, and request delays
- Structured output compatible with the Apify dataset viewer

### Input

| Field                    | Type    | Default  | Description                                             |
| ------------------------ | ------- | -------- | ------------------------------------------------------- |
| `mode`                   | string  | `search` | `search`, `category`, or `fetch_categories`             |
| `query`                  | string  | —        | Search keyword (required for `search` mode)             |
| `category_id`            | integer | —        | Category ID (required for `category` mode)              |
| `limit`                  | integer | `20`     | Results per page (max 50)                               |
| `max_pages`              | integer | `5`      | Pages to paginate (max 30)                              |
| `sort_option`            | string  | —        | `POPULARITY`, `PRICE_ASC`, `PRICE_DESC`, `NEW_ARRIVALS` |
| `include_reviews`        | boolean | `false`  | Fetch buyer reviews per product                         |
| `reviews_per_product`    | integer | `5`      | Reviews to fetch per product                            |
| `delay_between_requests` | integer | `400`    | Delay between API calls in ms                           |
| `proxy_url`              | string  | —        | Optional HTTP/HTTPS proxy URL                           |

#### Sample Input

```json
{
    "mode": "search",
    "query": "kurti",
    "limit": 20,
    "max_pages": 3,
    "sort_option": "POPULARITY",
    "include_reviews": false
}
````

### Output

Each dataset item represents one product:

```json
{
    "catalog_id": 12345678,
    "name": "Women Printed Rayon Kurti",
    "price": 599,
    "original_price": 1299,
    "discount": 53.89,
    "image_url": "https://...",
    "images": ["https://..."],
    "supplier_id": 98765,
    "supplier_name": "Supplier XYZ",
    "rating": 4.2,
    "reviews_count": 234,
    "category": "Kurtis",
    "url": "https://www.meesho.com/product/12345678",
    "fetched_at": "2026-05-02T10:00:00+00:00",
    "reviews": []
}
```

In `fetch_categories` mode each item is:

```json
{
    "id": 1234,
    "name": "Kurtis",
    "section_name": "Women",
    "group_name": "Ethnic Wear",
    "image_url": "https://..."
}
```

### Usage Tips

1. Run `fetch_categories` first to discover valid `category_id` values.
2. Increase `delay_between_requests` (e.g. to 800–1200 ms) if you hit rate limits.
3. `include_reviews=true` adds one extra API call per product — use `max_pages=1` for quick tests.

### Technical Notes

- Uses the Meesho Android API (`prod.meeshoapi.com`) with a static API key baked into the app.
- TLS fingerprint is spoofed via `curl_cffi` (Chrome 120 profile) to bypass Akamai Bot Manager.
- No Apify Proxy is used; connections are direct by default.

### License

Apache 2.0

# Actor input Schema

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

Operation mode: 'search' by keyword, 'category' browse by category ID, or 'fetch\_categories' to list all available categories.

## `query` (type: `string`):

Keyword to search for products (required when mode=search). E.g. 'saree', 'kurti', 'lehenga'.

## `category_id` (type: `integer`):

The catalog\_listing\_page\_id for category browsing (required when mode=category). Obtain IDs by running fetch\_categories mode first.

## `limit` (type: `integer`):

Number of products to fetch per page (max 50).

## `max_pages` (type: `integer`):

Maximum number of pages to paginate through.

## `sort_option` (type: `string`):

Sort order for results. Leave empty for default ranking.

## `include_reviews` (type: `boolean`):

Whether to fetch buyer reviews for each product. This slows down the scrape significantly.

## `reviews_per_product` (type: `integer`):

Number of reviews to fetch per product (only used when include\_reviews=true).

## `delay_between_requests` (type: `integer`):

Polite delay between API requests in milliseconds. Increase if you hit rate limits.

## Actor input object example

```json
{
  "mode": "search",
  "query": "saree",
  "limit": 20,
  "max_pages": 5,
  "include_reviews": false,
  "reviews_per_product": 5,
  "delay_between_requests": 400
}
```

# 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 = {
    "query": "saree"
};

// Run the Actor and wait for it to finish
const run = await client.actor("axlymxp/meesho-search-category-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 = { "query": "saree" }

# Run the Actor and wait for it to finish
run = client.actor("axlymxp/meesho-search-category-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 '{
  "query": "saree"
}' |
apify call axlymxp/meesho-search-category-scraper --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Meesho Search & Category Scraper",
        "description": "Scrape Meesho products by keyword search or category browse using APIs.  Fast, no browser needed.",
        "version": "1.0",
        "x-build-id": "aejkFbCxEbf7JdNlK"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/axlymxp~meesho-search-category-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-axlymxp-meesho-search-category-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/axlymxp~meesho-search-category-scraper/runs": {
            "post": {
                "operationId": "runs-sync-axlymxp-meesho-search-category-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/axlymxp~meesho-search-category-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-axlymxp-meesho-search-category-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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",
                "required": [
                    "mode"
                ],
                "properties": {
                    "mode": {
                        "title": "Mode",
                        "enum": [
                            "search",
                            "category",
                            "fetch_categories"
                        ],
                        "type": "string",
                        "description": "Operation mode: 'search' by keyword, 'category' browse by category ID, or 'fetch_categories' to list all available categories.",
                        "default": "search"
                    },
                    "query": {
                        "title": "Search Query",
                        "type": "string",
                        "description": "Keyword to search for products (required when mode=search). E.g. 'saree', 'kurti', 'lehenga'."
                    },
                    "category_id": {
                        "title": "Category ID",
                        "type": "integer",
                        "description": "The catalog_listing_page_id for category browsing (required when mode=category). Obtain IDs by running fetch_categories mode first."
                    },
                    "limit": {
                        "title": "Results per page",
                        "minimum": 1,
                        "maximum": 50,
                        "type": "integer",
                        "description": "Number of products to fetch per page (max 50).",
                        "default": 20
                    },
                    "max_pages": {
                        "title": "Maximum pages",
                        "minimum": 1,
                        "maximum": 30,
                        "type": "integer",
                        "description": "Maximum number of pages to paginate through.",
                        "default": 5
                    },
                    "sort_option": {
                        "title": "Sort Option",
                        "enum": [
                            "POPULARITY",
                            "PRICE_ASC",
                            "PRICE_DESC",
                            "NEW_ARRIVALS"
                        ],
                        "type": "string",
                        "description": "Sort order for results. Leave empty for default ranking."
                    },
                    "include_reviews": {
                        "title": "Include Reviews",
                        "type": "boolean",
                        "description": "Whether to fetch buyer reviews for each product. This slows down the scrape significantly.",
                        "default": false
                    },
                    "reviews_per_product": {
                        "title": "Reviews per Product",
                        "minimum": 1,
                        "maximum": 50,
                        "type": "integer",
                        "description": "Number of reviews to fetch per product (only used when include_reviews=true).",
                        "default": 5
                    },
                    "delay_between_requests": {
                        "title": "Delay between requests (ms)",
                        "minimum": 0,
                        "maximum": 10000,
                        "type": "integer",
                        "description": "Polite delay between API requests in milliseconds. Increase if you hit rate limits.",
                        "default": 400
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
