# TikTok Shop Winning Products Finder (`davidbenittah/tiktok-shop-winning-products`) Actor

Find TikTok Shop winning products by real sales velocity: sold/day measured between scheduled runs — with price range, rating, review count, and shop name.

- **URL**: https://apify.com/davidbenittah/tiktok-shop-winning-products.md
- **Developed by:** [David](https://apify.com/davidbenittah) (community)
- **Categories:** E-commerce, Social media
- **Stats:** 2 total users, 1 monthly users, 0.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $12.00 / 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

## TikTok Shop Winning Products Finder

**TikTok Shop winning products finder** that scans any niche and ranks products by **sales velocity** — not the vanity total. Every product comes with its **7-day and 30-day sold counts**, 30-day GMV, and the **number of creators and videos pushing it**. A product with 20,000 lifetime sales at 159/week is fading; one at 6,000 growing 300/week is the wave to catch before everyone else sees it.

### Features

- **Velocity, not totals**: ranked by `sold7d`, then `sold30d` — recent momentum beats lifetime volume.
- **Creator signal**: `influencersCount`, `videosCount`, and `videosSales` show who is pushing each product and how hard — the TikTok-specific edge no generic product tool has.
- **Cross-run acceleration**: schedule the Actor and every later run also measures `soldPerDay` since the last run, per product.
- **Full product record**: title, category, price range, GMV 30d, rating, review count, shop name and type, hot flag, free-shipping flag, direct product URL, search rank.
- **Multi-niche**: up to 5 keywords per run, 15 TikTok Shop markets (US, UK, EU, LATAM, Asia).
- **Honest data**: metrics TikTok does not expose are reported as `null`, never guessed.

### Use cases

- **Dropshippers & e-commerce sellers**: source rising products before saturation — velocity is the earliest public signal.
- **TikTok Shop sellers**: track your niche's fastest movers weekly and adjust pricing/creative.
- **Agencies & creators**: find products worth making content for, with the shops selling them.
- **Market analysts**: watch category momentum across markets.

### Input / Output

Input:

```json
{
  "keywords": ["posture corrector"],
  "countryCode": "US",
  "productsPerKeyword": 20
}
````

Output — one dataset item per product, ranked by velocity:

```json
{
  "title": "Adjustable posture corrector belt",
  "productUrl": "https://shop.tiktok.com/view/product/700001",
  "category": "Protective Gear",
  "priceMin": 17.84,
  "priceMax": 23.08,
  "soldCount": 6270,
  "sold7d": 300,
  "sold30d": 956,
  "gmv30d": 48000,
  "influencersCount": 257,
  "videosCount": 769,
  "rating": 4.6,
  "reviewCount": 1200,
  "isHot": true,
  "shopName": "Posture Aura",
  "rankInSearch": 1
}
```

A `SUMMARY` record reports products scanned, products with velocity data, and the current top product.

### Pricing

Pay per event: a small fee per product analyzed. Under the hood the Actor runs the TikTok Shop search scraper (`pratikdani/tiktok-shop-search-scraper`, billed to your account at ~$15 per 1,000 results on the free tier — a 20-product niche scan costs ~$0.30 in scanning).

### FAQ

**Why is `soldPerDay` null on my first run?**
Velocity needs two measurements. The first run saves the baseline; schedule the Actor (daily or weekly) and every later run reports sold/day. That schedule IS the product — one-shot scrapers cannot measure velocity.

**How is velocity computed?**
`(current sold count − last run's sold count) / days between runs`, per product. Products that temporarily drop out of search results keep their baseline, so velocity survives result churn.

**Which markets are supported?**
US, UK, Germany, France, Spain, Italy, Mexico, Brazil, Japan, Singapore, Malaysia, Thailand, Philippines, Vietnam, Indonesia.

**Is this legal?**
The Actor reads public TikTok Shop product listings via an established Apify scraper. No personal data is collected. You are responsible for how you use the data.

# Actor input Schema

## `keywords` (type: `array`):

Niches to scan on TikTok Shop (e.g. 'posture corrector', 'led lamp'). Hard maximum: 5 keywords per run.

## `countryCode` (type: `string`):

Target TikTok Shop country.

## `productsPerKeyword` (type: `integer`):

How many search results to analyze per niche. Hard maximum: 50.

## `minSoldCount` (type: `integer`):

Skip products with fewer total sales than this. Products whose sales TikTok does not expose are always kept.

## `monitorId` (type: `string`):

Optional. Advanced: keep separate velocity baselines for the same keywords, or reset one by changing the ID.

## Actor input object example

```json
{
  "keywords": [
    "posture corrector"
  ],
  "countryCode": "US",
  "productsPerKeyword": 20,
  "minSoldCount": 0
}
```

# 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 = {
    "keywords": [
        "posture corrector"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("davidbenittah/tiktok-shop-winning-products").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 = { "keywords": ["posture corrector"] }

# Run the Actor and wait for it to finish
run = client.actor("davidbenittah/tiktok-shop-winning-products").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 '{
  "keywords": [
    "posture corrector"
  ]
}' |
apify call davidbenittah/tiktok-shop-winning-products --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=davidbenittah/tiktok-shop-winning-products",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "TikTok Shop Winning Products Finder",
        "description": "Find TikTok Shop winning products by real sales velocity: sold/day measured between scheduled runs — with price range, rating, review count, and shop name.",
        "version": "1.0",
        "x-build-id": "JXg1RoqATt1zKh82S"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/davidbenittah~tiktok-shop-winning-products/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-davidbenittah-tiktok-shop-winning-products",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/davidbenittah~tiktok-shop-winning-products/runs": {
            "post": {
                "operationId": "runs-sync-davidbenittah-tiktok-shop-winning-products",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/davidbenittah~tiktok-shop-winning-products/run-sync": {
            "post": {
                "operationId": "run-sync-davidbenittah-tiktok-shop-winning-products",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "keywords"
                ],
                "properties": {
                    "keywords": {
                        "title": "Product niche keywords",
                        "type": "array",
                        "description": "Niches to scan on TikTok Shop (e.g. 'posture corrector', 'led lamp'). Hard maximum: 5 keywords per run.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "countryCode": {
                        "title": "TikTok Shop market",
                        "enum": [
                            "US",
                            "GB",
                            "DE",
                            "FR",
                            "ES",
                            "IT",
                            "MX",
                            "BR",
                            "JP",
                            "SG",
                            "MY",
                            "TH",
                            "PH",
                            "VN",
                            "ID"
                        ],
                        "type": "string",
                        "description": "Target TikTok Shop country.",
                        "default": "US"
                    },
                    "productsPerKeyword": {
                        "title": "Products scanned per keyword",
                        "minimum": 1,
                        "maximum": 50,
                        "type": "integer",
                        "description": "How many search results to analyze per niche. Hard maximum: 50.",
                        "default": 20
                    },
                    "minSoldCount": {
                        "title": "Minimum total sales",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Skip products with fewer total sales than this. Products whose sales TikTok does not expose are always kept.",
                        "default": 0
                    },
                    "monitorId": {
                        "title": "Custom monitor ID",
                        "type": "string",
                        "description": "Optional. Advanced: keep separate velocity baselines for the same keywords, or reset one by changing the ID."
                    }
                }
            },
            "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",
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                                    },
                                    "DATASET_WRITES": {
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                                    },
                                    "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": {
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                                    "DATASET_WRITES": {
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                                    },
                                    "KEY_VALUE_STORE_WRITES": {
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                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
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                                        "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
