# TikTok Shop Winning Product & Viral Ad Angle Miner | E-Com (`ultra-liquid/tiktok-shop-winning-product-miner`) Actor

Analyze TikTok Shop products and viral videos to extract GMV velocity signals, 0-3s visual demo hooks, 15s UGC creator briefs, and target CPA estimates.

- **URL**: https://apify.com/ultra-liquid/tiktok-shop-winning-product-miner.md
- **Developed by:** [Vadim Polansk](https://apify.com/ultra-liquid) (community)
- **Categories:** E-commerce, Social media, Marketing
- **Features:** Limited permissions
- **Stats:** 3 total users, 2 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $4.00 / 1,000 tiktok shop product scored & ugc briefs

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/actors/running/actors-in-store.md#pay-per-event

## What's an Apify Actor?

An Actor is a serverless cloud program that runs on the Apify platform. It has two run modes.
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.

Apify vocabulary and the platform model are defined once, in the agent quickstart at https://apify.com/agents.md.

## 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.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For examples already wired to this Actor's own input schema, see the [API](#api) section below.

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).

# README

## TikTok Shop Winning Product & Viral Ad Angle Miner | E-Com (`tiktok-shop-winning-product-miner`)

> **Pay-Per-Event (PPE) AI & Data Enrichment Actor** — No monthly subscription required. Pay only for verified dataset items pushed to your output.

### Why Use `tiktok-shop-winning-product-miner`?

- **Target Use Case**: TikTok Shop Sellers, Dropshippers, UGC Creative Agencies, DTC Media Buyers
- **Sub-Millisecond Quality Gate (`borz-s45-tc-11`)**: Built-in `0.34ms` neural quality pre-gate filters out boilerplate, cookie banners, and low-signal noise before emitting billable dataset items.
- **Live URL & Domain Fetching**: Pass raw URLs (`https://...`), company domains (`stripe.com`), or raw text excerpts — the actor automatically fetches live page titles, metadata, and body signals when a URL/domain is provided.
- **Ready for AI Agents, MCP, n8n, Make.com & Clay**: Outputs strict, deterministic JSON schemas with an interactive **Overview Table** view.

***

### Input Example (`JSON`)

```json
{
  "items": [
    "Magnetic Posture & Cervical Traction Pillow ($34.90 AOV · $5.20 COGS · 6.7x markup · +410% 7d GMV velocity): 0-3s Visual Hook shows side-by-side neck curve decompression on thermal camera. Target CPA: $9.80.",
    "Ultrasonic Retainer & Nightguard UV Pod ($29.99 AOV · $4.10 COGS · 7.3x markup · 18,400 units/7d): 0-3s Visual Hook drops stained aligner into 45kHz cavitation water cloud turning crystal clear in 4 seconds. Target CPA: $8.50.",
    "Cordless Tire Inflator with Digital Auto-Shutoff ($39.95 AOV · $7.80 COGS · 5.1x markup · 24,100 units/7d): 0-3s Visual Hook inflates flat SUV tire from 18 PSI to 35 PSI in 42 seconds on rainy highway shoulder. Target CPA: $11.20."
  ]
}
```

***

### Output Example (`Dataset Item`)

```json
{
  "item_index": 1,
  "input_item": "Magnetic Posture & Cervical Traction Pillow ($34.90 AOV · $5.20 COGS · 6.7x markup · +410% 7d GMV velocity): 0-3s Visual Hook shows side-by-side neck curve decompression on thermal camera. Target CPA: $9.80.",
  "live_fetched_title": "Verified Live Signal Context",
  "enriched_output": {
    "task_class": "TC-11_TIKTOK_SHOP_PRODUCT_MINER",
    "signal_category": "HIGH_INTENT_VERIFIED",
    "actionable_summary": "Magnetic Posture & Cervical Traction Pillow ($34.90 AOV · $5.20 COGS · 6.7x markup · +410% 7d GMV velocity): 0-3s Visual Hook shows side-by-side neck curve decompression on thermal camera. Target CPA: $9.80.",
    "recommended_next_action": "Route directly to CRM / RAG vector index / automated sequence",
    "token_efficiency_ratio": 0.84
  },
  "borz_gate": {
    "head_id": "borz-s45-tc-11",
    "pred_prob": 0.964,
    "passed_local_gate": true,
    "inference_ms": 0.012
  },
  "ppe_event_billed": "apify-default-dataset-item"
}
```

***

### Quick Integration Guides

#### 1. Python (`apify-client`)

```python
from apify_client import ApifyClient

client = ApifyClient("YOUR_APIFY_TOKEN")
run = client.actor("ultra-liquid/tiktok-shop-winning-product-miner").call(run_input={
  "items": [
    "Magnetic Posture & Cervical Traction Pillow ($34.90 AOV · $5.20 COGS · 6.7x markup · +410% 7d GMV velocity): 0-3s Visual Hook shows side-by-side neck curve decompression on thermal camera. Target CPA: $9.80.",
    "Ultrasonic Retainer & Nightguard UV Pod ($29.99 AOV · $4.10 COGS · 7.3x markup · 18,400 units/7d): 0-3s Visual Hook drops stained aligner into 45kHz cavitation water cloud turning crystal clear in 4 seconds. Target CPA: $8.50.",
    "Cordless Tire Inflator with Digital Auto-Shutoff ($39.95 AOV · $7.80 COGS · 5.1x markup · 24,100 units/7d): 0-3s Visual Hook inflates flat SUV tire from 18 PSI to 35 PSI in 42 seconds on rainy highway shoulder. Target CPA: $11.20."
  ]
})
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)
```

#### 2. n8n / Make.com / Clay HTTP Webhook

```bash
curl -X POST "https://api.apify.com/v2/acts/ultra-liquid~tiktok-shop-winning-product-miner/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
  "items": [
    "Magnetic Posture & Cervical Traction Pillow ($34.90 AOV · $5.20 COGS · 6.7x markup · +410% 7d GMV velocity): 0-3s Visual Hook shows side-by-side neck curve decompression on thermal camera. Target CPA: $9.80.",
    "Ultrasonic Retainer & Nightguard UV Pod ($29.99 AOV · $4.10 COGS · 7.3x markup · 18,400 units/7d): 0-3s Visual Hook drops stained aligner into 45kHz cavitation water cloud turning crystal clear in 4 seconds. Target CPA: $8.50.",
    "Cordless Tire Inflator with Digital Auto-Shutoff ($39.95 AOV · $7.80 COGS · 5.1x markup · 24,100 units/7d): 0-3s Visual Hook inflates flat SUV tire from 18 PSI to 35 PSI in 42 seconds on rainy highway shoulder. Target CPA: $11.20."
  ]
}'
```

# Actor input Schema

## `items` (type: `array`):

List of URLs, company domains, or text excerpts to fetch, filter via the 0.34ms Borz S4.5 neural gate, and enrich into structured JSON.

## Actor input object example

```json
{
  "items": [
    "Magnetic Posture & Cervical Traction Pillow ($34.90 AOV · $5.20 COGS · 6.7x markup · +410% 7d GMV velocity): 0-3s Visual Hook shows side-by-side neck curve decompression on thermal camera. Target CPA: $9.80.",
    "Ultrasonic Retainer & Nightguard UV Pod ($29.99 AOV · $4.10 COGS · 7.3x markup · 18,400 units/7d): 0-3s Visual Hook drops stained aligner into 45kHz cavitation water cloud turning crystal clear in 4 seconds. Target CPA: $8.50.",
    "Cordless Tire Inflator with Digital Auto-Shutoff ($39.95 AOV · $7.80 COGS · 5.1x markup · 24,100 units/7d): 0-3s Visual Hook inflates flat SUV tire from 18 PSI to 35 PSI in 42 seconds on rainy highway shoulder. Target CPA: $11.20."
  ]
}
```

# Actor output Schema

## `dataset` (type: `string`):

No description

## `overview` (type: `string`):

No description

# 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 = {
    "items": [
        "Magnetic Posture & Cervical Traction Pillow ($34.90 AOV · $5.20 COGS · 6.7x markup · +410% 7d GMV velocity): 0-3s Visual Hook shows side-by-side neck curve decompression on thermal camera. Target CPA: $9.80.",
        "Ultrasonic Retainer & Nightguard UV Pod ($29.99 AOV · $4.10 COGS · 7.3x markup · 18,400 units/7d): 0-3s Visual Hook drops stained aligner into 45kHz cavitation water cloud turning crystal clear in 4 seconds. Target CPA: $8.50.",
        "Cordless Tire Inflator with Digital Auto-Shutoff ($39.95 AOV · $7.80 COGS · 5.1x markup · 24,100 units/7d): 0-3s Visual Hook inflates flat SUV tire from 18 PSI to 35 PSI in 42 seconds on rainy highway shoulder. Target CPA: $11.20."
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("ultra-liquid/tiktok-shop-winning-product-miner").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 = { "items": [
        "Magnetic Posture & Cervical Traction Pillow ($34.90 AOV · $5.20 COGS · 6.7x markup · +410% 7d GMV velocity): 0-3s Visual Hook shows side-by-side neck curve decompression on thermal camera. Target CPA: $9.80.",
        "Ultrasonic Retainer & Nightguard UV Pod ($29.99 AOV · $4.10 COGS · 7.3x markup · 18,400 units/7d): 0-3s Visual Hook drops stained aligner into 45kHz cavitation water cloud turning crystal clear in 4 seconds. Target CPA: $8.50.",
        "Cordless Tire Inflator with Digital Auto-Shutoff ($39.95 AOV · $7.80 COGS · 5.1x markup · 24,100 units/7d): 0-3s Visual Hook inflates flat SUV tire from 18 PSI to 35 PSI in 42 seconds on rainy highway shoulder. Target CPA: $11.20.",
    ] }

# Run the Actor and wait for it to finish
run = client.actor("ultra-liquid/tiktok-shop-winning-product-miner").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "items": [
    "Magnetic Posture & Cervical Traction Pillow ($34.90 AOV · $5.20 COGS · 6.7x markup · +410% 7d GMV velocity): 0-3s Visual Hook shows side-by-side neck curve decompression on thermal camera. Target CPA: $9.80.",
    "Ultrasonic Retainer & Nightguard UV Pod ($29.99 AOV · $4.10 COGS · 7.3x markup · 18,400 units/7d): 0-3s Visual Hook drops stained aligner into 45kHz cavitation water cloud turning crystal clear in 4 seconds. Target CPA: $8.50.",
    "Cordless Tire Inflator with Digital Auto-Shutoff ($39.95 AOV · $7.80 COGS · 5.1x markup · 24,100 units/7d): 0-3s Visual Hook inflates flat SUV tire from 18 PSI to 35 PSI in 42 seconds on rainy highway shoulder. Target CPA: $11.20."
  ]
}' |
apify call ultra-liquid/tiktok-shop-winning-product-miner --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,ultra-liquid/tiktok-shop-winning-product-miner"
        }
    }
}
```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/x7dDS6dBE7i8nxGFq/builds/FniJkOZWr1bqH0DSn/openapi.json