# Meesho Pro Scraper — All-in-One (`axlymxp/meesho-pro-scraper`) Actor

Unified Meesho scraper: search, category browse, product detail, supplier analysis, and bulk exports in a single actor.

- **URL**: https://apify.com/axlymxp/meesho-pro-scraper.md
- **Developed by:** [axly](https://apify.com/axlymxp) (community)
- **Categories:** Agents, AI, E-commerce
- **Stats:** 2 total users, 1 monthly users, 0.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $4.50 / 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 Pro Scraper — All-in-One

Extract products, prices, reviews, and supplier data from [Meesho](https://www.meesho.com/) using the official Android API.  
Supports **7 scraping modes** in a single actor.

---

### Modes

| Mode               | Description                                | Required Input                 |
| ------------------ | ------------------------------------------ | ------------------------------ |
| `search`           | Keyword search, paginated                  | `query`                        |
| `category`         | Browse a category, paginated               | `category_id`                  |
| `product_detail`   | Deep PDP + variants + reviews              | `catalog_ids` or `query`       |
| `supplier`         | All products from one or more suppliers    | `supplier_id` / `supplier_ids` |
| `bulk_search`      | Large-scale keyword search with dedup      | `query`, `max_items`           |
| `bulk_category`    | Large-scale category export with dedup     | `category_id`, `max_items`     |
| `fetch_categories` | Full navigation tree (all leaf categories) | _(none)_                       |

---

### Input Schema

```json
{
    "mode": "search",
    "query": "silk saree",
    "limit": 20,
    "max_pages": 5,
    "include_reviews": true,
    "reviews_per_product": 8,
    "include_variants": true,
    "include_analytics": true,
    "sort_option": "POPULARITY",
    "delay_between_requests": 500
}
````

#### All fields

| Field                    | Type      | Default  | Description                                             |
| ------------------------ | --------- | -------- | ------------------------------------------------------- |
| `mode`                   | enum      | `search` | Scraping mode (see table above)                         |
| `query`                  | string    | —        | Search keyword                                          |
| `category_id`            | integer   | —        | Category leaf ID from `fetch_categories`                |
| `catalog_ids`            | integer\[] | `[]`     | Explicit product IDs for `product_detail` mode          |
| `supplier_id`            | integer   | —        | Single supplier ID                                      |
| `supplier_ids`           | integer\[] | `[]`     | Multiple supplier IDs                                   |
| `supplier_name`          | string    | —        | Optional name hint (speeds up discovery)                |
| `limit`                  | integer   | `20`     | Items per page (1–50)                                   |
| `max_pages`              | integer   | `10`     | Page cap for search/category modes                      |
| `max_items`              | integer   | `500`    | Hard cap for bulk/supplier modes                        |
| `include_reviews`        | boolean   | `true`   | Attach reviews to each product                          |
| `reviews_per_product`    | integer   | `8`      | Max reviews per product                                 |
| `include_variants`       | boolean   | `true`   | Include size/colour variants in PDP                     |
| `include_analytics`      | boolean   | `true`   | Compute supplier analytics                              |
| `sort_option`            | enum      | —        | `POPULARITY`, `PRICE_ASC`, `PRICE_DESC`, `NEW_ARRIVALS` |
| `delay_between_requests` | integer   | `500`    | Milliseconds between requests                           |
| `proxy_url`              | string    | —        | Optional HTTP/HTTPS proxy (not Apify Proxy)             |

***

### Output

All items are pushed to the default Dataset. The `type` field indicates record kind:

#### `type: "product"` — search/category/supplier/bulk modes

```json
{
    "type": "product",
    "catalog_id": 123456,
    "name": "Banarasi Silk Saree",
    "price": 499,
    "original_price": 999,
    "discount": 50.0,
    "rating": 4.3,
    "reviews_count": 128,
    "supplier_name": "Fashion Hub",
    "supplier_id": 34285,
    "category": "Sarees",
    "url": "https://www.meesho.com/product/123456",
    "image_url": "https://images.meesho.com/...",
    "images": ["..."],
    "reviews": [
        {
            "rating": 5,
            "review_text": "Beautiful!",
            "reviewer_name": "Priya S."
        }
    ],
    "variants": [],
    "fetched_at": "2025-01-01T12:00:00+00:00"
}
```

#### `type: "product"` — product\_detail mode (rich)

Same as above plus `description`, `final_price`, and fully resolved `variants`:

```json
{
    "variants": [
        {
            "variant_id": 789,
            "size": "Free",
            "color": "Pink",
            "price": 499,
            "stock": true
        }
    ]
}
```

#### `type: "supplier_analytics"` — supplier mode

```json
{
    "type": "supplier_analytics",
    "supplier_id": 34285,
    "supplier_name": "Fashion Hub",
    "scraped_products": 47,
    "avg_price": 612.5,
    "avg_discount": 38.2,
    "avg_rating": 4.12,
    "total_reviews": 5340,
    "price_range": { "min": 199, "max": 2499 },
    "rating_distribution": { "1": 2, "2": 3, "3": 8, "4": 21, "5": 13 },
    "top_categories": ["Sarees", "Kurtis", "Lehengas"],
    "bestsellers": [{ "catalog_id": 123456, "name": "..." }]
}
```

#### `type: "category"` — fetch\_categories mode

```json
{
    "type": "category",
    "id": 88,
    "name": "Sarees",
    "section_name": "Ethnic Wear",
    "group_name": "Women",
    "image_url": "https://images.meesho.com/..."
}
```

***

### Notes

- Uses the Meesho Android API (anonymous JWT, no login required).
- No Apify Proxy. Direct connections only; pass `proxy_url` for your own proxy.
- Supplier product discovery uses a search+filter strategy (anonymous API has no `/suppliers` endpoint).
- Rate limiting: configurable `delay_between_requests` (default 500 ms).

***

### Version

`1.0.0` — initial release

# Actor input Schema

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

What to do: search products, browse a category, fetch deep product details, analyze a supplier, bulk-export, or list all categories.

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

Keyword to search (required for search / bulk\_search modes).

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

Numeric catalog\_listing\_page\_id (required for category / bulk\_category modes). Use fetch\_categories mode to discover IDs.

## `catalog_ids` (type: `array`):

List of product catalog IDs for product\_detail mode. Required unless query is set.

## `supplier_id` (type: `integer`):

Meesho supplier ID for supplier mode.

## `supplier_ids` (type: `array`):

Analyze multiple suppliers at once (supplier mode).

## `supplier_name` (type: `string`):

Optional supplier display name for faster product discovery in supplier mode.

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

Number of products per API call (max 50).

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

Maximum pages to fetch (search / category modes).

## `max_items` (type: `integer`):

Hard cap on total items collected (bulk\_search / bulk\_category / supplier modes).

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

Fetch buyer reviews for each product.

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

Number of buyer reviews to fetch per product.

## `include_variants` (type: `boolean`):

Include size/colour variants in product\_detail mode.

## `include_analytics` (type: `boolean`):

Compute and push analytics summary in supplier mode.

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

Sort products by this criterion (optional).

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

Milliseconds to wait between API calls.

## `proxy_url` (type: `string`):

Optional HTTP/HTTPS proxy (e.g. http://user:pass@host:port). Apify Proxy is NOT used.

## Actor input object example

```json
{
  "mode": "search",
  "catalog_ids": [],
  "supplier_ids": [],
  "limit": 20,
  "max_pages": 10,
  "max_items": 500,
  "include_reviews": true,
  "reviews_per_product": 8,
  "include_variants": true,
  "include_analytics": true,
  "delay_between_requests": 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("axlymxp/meesho-pro-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("axlymxp/meesho-pro-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 axlymxp/meesho-pro-scraper --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Meesho Pro Scraper — All-in-One",
        "description": "Unified Meesho scraper: search, category browse, product detail, supplier analysis, and bulk exports in a single actor.",
        "version": "1.0",
        "x-build-id": "9LgbFuyamqGZbhhCJ"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/axlymxp~meesho-pro-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-axlymxp-meesho-pro-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/axlymxp~meesho-pro-scraper/runs": {
            "post": {
                "operationId": "runs-sync-axlymxp-meesho-pro-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/axlymxp~meesho-pro-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-axlymxp-meesho-pro-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": "Operation Mode",
                        "enum": [
                            "search",
                            "category",
                            "product_detail",
                            "supplier",
                            "bulk_search",
                            "bulk_category",
                            "fetch_categories"
                        ],
                        "type": "string",
                        "description": "What to do: search products, browse a category, fetch deep product details, analyze a supplier, bulk-export, or list all categories.",
                        "default": "search"
                    },
                    "query": {
                        "title": "Search Query",
                        "type": "string",
                        "description": "Keyword to search (required for search / bulk_search modes)."
                    },
                    "category_id": {
                        "title": "Category ID",
                        "type": "integer",
                        "description": "Numeric catalog_listing_page_id (required for category / bulk_category modes). Use fetch_categories mode to discover IDs."
                    },
                    "catalog_ids": {
                        "title": "Catalog IDs",
                        "type": "array",
                        "description": "List of product catalog IDs for product_detail mode. Required unless query is set.",
                        "items": {
                            "type": "integer"
                        },
                        "default": []
                    },
                    "supplier_id": {
                        "title": "Supplier ID",
                        "type": "integer",
                        "description": "Meesho supplier ID for supplier mode."
                    },
                    "supplier_ids": {
                        "title": "Multiple Supplier IDs",
                        "type": "array",
                        "description": "Analyze multiple suppliers at once (supplier mode).",
                        "items": {
                            "type": "integer"
                        },
                        "default": []
                    },
                    "supplier_name": {
                        "title": "Supplier Name (hint)",
                        "type": "string",
                        "description": "Optional supplier display name for faster product discovery in supplier mode."
                    },
                    "limit": {
                        "title": "Results per Page",
                        "minimum": 1,
                        "maximum": 50,
                        "type": "integer",
                        "description": "Number of products per API call (max 50).",
                        "default": 20
                    },
                    "max_pages": {
                        "title": "Max Pages",
                        "minimum": 1,
                        "maximum": 100,
                        "type": "integer",
                        "description": "Maximum pages to fetch (search / category modes).",
                        "default": 10
                    },
                    "max_items": {
                        "title": "Max Total Items",
                        "minimum": 1,
                        "maximum": 100000,
                        "type": "integer",
                        "description": "Hard cap on total items collected (bulk_search / bulk_category / supplier modes).",
                        "default": 500
                    },
                    "include_reviews": {
                        "title": "Include Reviews",
                        "type": "boolean",
                        "description": "Fetch buyer reviews for each product.",
                        "default": true
                    },
                    "reviews_per_product": {
                        "title": "Reviews per Product",
                        "minimum": 1,
                        "maximum": 50,
                        "type": "integer",
                        "description": "Number of buyer reviews to fetch per product.",
                        "default": 8
                    },
                    "include_variants": {
                        "title": "Include Variants",
                        "type": "boolean",
                        "description": "Include size/colour variants in product_detail mode.",
                        "default": true
                    },
                    "include_analytics": {
                        "title": "Include Supplier Analytics",
                        "type": "boolean",
                        "description": "Compute and push analytics summary in supplier mode.",
                        "default": true
                    },
                    "sort_option": {
                        "title": "Sort Order",
                        "enum": [
                            "POPULARITY",
                            "PRICE_ASC",
                            "PRICE_DESC",
                            "NEW_ARRIVALS"
                        ],
                        "type": "string",
                        "description": "Sort products by this criterion (optional)."
                    },
                    "delay_between_requests": {
                        "title": "Delay between Requests (ms)",
                        "minimum": 100,
                        "maximum": 5000,
                        "type": "integer",
                        "description": "Milliseconds to wait between API calls.",
                        "default": 500
                    },
                    "proxy_url": {
                        "title": "Proxy URL",
                        "type": "string",
                        "description": "Optional HTTP/HTTPS proxy (e.g. http://user:pass@host:port). Apify Proxy is NOT used."
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
