# JobsDB 爬蟲｜香港、泰國職缺、薪資、公司一鍵匯出（免 API） (`claude_code_reviewer/jobsdb-scraper`) Actor

免登入抓 JobsDB 職缺：關鍵字搜尋列表，含職稱、公司、薪資、地區、職務分類、工作型態與刊登時間，支援香港／泰國，輸出 JSON／CSV／Excel。人力市場研究、薪資行情必備。

- **URL**: https://apify.com/claude\_code\_reviewer/jobsdb-scraper.md
- **Developed by:** [Chad](https://apify.com/claude_code_reviewer) (community)
- **Categories:** Jobs, Developer tools, Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $2.00 / 1,000 職缺搜尋

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

## JobsDB 爬蟲｜香港、泰國職缺、薪資、公司一鍵下載（免 API）

抓 **JobsDB** 職缺搜尋結果：職稱、公司、薪資、地區、職務分類、工作型態、刊登時間。支援 **香港 / 泰國** 兩站。走 SEEK 官方 JSON API，**不用登入、不用 API key、不用 token**。批量貼上關鍵字，輸出乾淨的 snake_case 結構化資料（JSON / CSV / Excel）。

適合：人力市場研究、薪資行情分析、招募情報、競業職缺監控、人才名單建立。

> 馬來西亞／新加坡／菲律賓職缺請用姊妹 Actor「JobStreet 爬蟲」。

---

### 輸出欄位

| 欄位 | 說明 |
|---|---|
| `job_id` | 職缺 ID，主鍵 |
| `title` | 職稱 |
| `url` | 職缺連結 |
| `company` | 公司名稱 |
| `advertiser` | 刊登者（可能為代招公司）|
| `advertiser_id` | 刊登者 ID |
| `salary_label` | 薪資字串，如 `HK$25,000 – HK$35,000 per month`（無則 `null`）|
| `work_types` | 工作型態陣列，如 `["Full time"]` |
| `work_arrangement` | 出勤方式陣列，如 `["On-site"]` |
| `location` | 工作地區 |
| `location_country` | 地區國碼 |
| `classification` | 職務大類，如 `Accounting` |
| `subclassification` | 職務子類 |
| `teaser` | 職缺摘要（非 JD 全文）|
| `bullet_points` | 亮點清單陣列 |
| `listing_date` | 刊登時間（ISO 8601）|
| `listing_date_display` | 刊登時間顯示，如 `5h ago` |
| `is_featured` | 是否精選/廣告職缺 |
| `role_id` | SEEK 職務代碼 |
| `site` | 站別 |
| `keyword` | 對應的搜尋關鍵字（你輸入的原始詞）|
| `scraped_at` | 抓取時間（ISO 8601）|

> 缺值一律補 `null`，欄位不省略。

### 模式

| 模式 | 說明 | 狀態 |
|---|---|---|
| `search`（搜尋） | 關鍵字 → 職缺列表 | ✅ v1.0 |
| `detail`（詳情） | 職缺 ID → JD 全文 + 完整福利 | 🔜 v1.1 |

### 輸入參數

| 參數 | 型別 | 說明 | 預設 |
|---|---|---|---|
| `site` | 選單 | 站別 hk/th | `hk` |
| `keywords` | 陣列 | 職缺關鍵字（職稱或技能）| — |
| `bulkInput` | 文字 | 一行一個關鍵字，自動併入 | — |
| `location` | 文字 | 選填，限定地區 | — |
| `maxItems` | 整數 | **每個關鍵字**上限（1–500）| `50` |
| `proxyConfiguration` | Proxy | 預設 Apify datacenter 自動輪替 | datacenter |

### 輸入範例

**1. 香港找會計（前 10 筆）**
```json
{ "site": "hk", "keywords": ["accountant"], "maxItems": 10 }
````

**2. 泰國資料工程師**

```json
{ "site": "th", "keywords": ["data engineer"], "maxItems": 20 }
```

**3. 批量多關鍵字（香港）**

```json
{ "site": "hk", "bulkInput": "accountant\nmarketing\nsoftware engineer", "maxItems": 15 }
```

**4. 限定地區（九龍的工程職缺）**

```json
{ "site": "hk", "keywords": ["engineer"], "location": "Kowloon", "maxItems": 50 }
```

### 注意事項

- **`maxItems` 是每個關鍵字**：3 個關鍵字 × 50 = 最多 150 筆。同一職缺若在兩個關鍵字都上榜，會各輸出一列（`keyword` 欄不同），保留每個關鍵字的搜尋事實。
- **薪資是原始字串**：`salary_label` 直接來自 SEEK（幣別、區間、週期混雜），保留原文不強拆數字。很多職缺不公開薪資，此時為 `null`。
- **`teaser` 非 JD 全文**：搜尋模式提供摘要；完整職缺描述將於 detail 模式（v1.1）推出。
- **職缺為快照**：以實際 JobsDB 頁面為準。

### FAQ

**Q：需要 JobsDB 帳號或 API key 嗎？**
不用。只抓公開職缺搜尋結果，無需登入或 token。

**Q：可以一次抓多國嗎？**
一次執行一個站別。馬來西亞/新加坡/菲律賓請用姊妹 Actor「JobStreet 爬蟲」。

**Q：抓得到職缺的完整內容與福利嗎？**
搜尋模式提供摘要與結構化欄位；完整 JD 將於 detail 模式（v1.1）推出。

**Q：怎麼計費？**
分項計費（PPE）：啟動一次 $0.005 + 職缺每筆 $0.002。只有成功寫入資料後才計費。

### 免責聲明

本工具僅抓取 JobsDB 公開可見的職缺資訊，供人力市場研究與資料分析之用。使用者應遵守 JobsDB／SEEK 服務條款及當地法律，自行負責資料的使用方式。本工具不蒐集任何需登入才能存取的私人資料。職缺內容以網站實際顯示為準。

***

*關鍵字：JobsDB 爬蟲、JobsDB scraper、香港職缺、泰國職缺、薪資行情、招募情報、SEEK API、job scraper、Hong Kong jobs data、Thailand jobs scraper、人力市場分析、薪資調查、人才名單、香港招聘、泰國招聘*

# Actor input Schema

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

JobsDB v1.0 支援搜尋模式。

## `site` (type: `string`):

要抓哪一國的 JobsDB。

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

職缺關鍵字（職稱或技能）。例如：accountant、data engineer、marketing。一個概念一個關鍵字最準。

## `location` (type: `string`):

限定地區，例如 Selangor、Singapore。留空表示全國。

## `bulkInput` (type: `string`):

**一行一個關鍵字**，按 Enter 換行，不要加引號或逗號。執行時自動併入上面的關鍵字欄位。

## `maxItems` (type: `integer`):

**每個關鍵字**最多抓幾筆。N 個關鍵字最多 N×此數。越多費用越高。

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

SEEK API 對 datacenter 請求友善，預設用 Apify datacenter proxy 自動輪替即可。大量抓取遇到被擋才需調整。

## Actor input object example

```json
{
  "mode": "search",
  "site": "hk",
  "keywords": [
    "accountant"
  ],
  "maxItems": 50,
  "proxyConfiguration": {
    "useApifyProxy": true
  }
}
```

# Actor output Schema

## `dataset` (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 = {
    "mode": "search",
    "site": "hk",
    "keywords": [
        "accountant"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("claude_code_reviewer/jobsdb-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 = {
    "mode": "search",
    "site": "hk",
    "keywords": ["accountant"],
}

# Run the Actor and wait for it to finish
run = client.actor("claude_code_reviewer/jobsdb-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 '{
  "mode": "search",
  "site": "hk",
  "keywords": [
    "accountant"
  ]
}' |
apify call claude_code_reviewer/jobsdb-scraper --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "JobsDB 爬蟲｜香港、泰國職缺、薪資、公司一鍵匯出（免 API）",
        "description": "免登入抓 JobsDB 職缺：關鍵字搜尋列表，含職稱、公司、薪資、地區、職務分類、工作型態與刊登時間，支援香港／泰國，輸出 JSON／CSV／Excel。人力市場研究、薪資行情必備。",
        "version": "1.0",
        "x-build-id": "v1EC8bYeb4Yrfsbxw"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/claude_code_reviewer~jobsdb-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-claude_code_reviewer-jobsdb-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/claude_code_reviewer~jobsdb-scraper/runs": {
            "post": {
                "operationId": "runs-sync-claude_code_reviewer-jobsdb-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/claude_code_reviewer~jobsdb-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-claude_code_reviewer-jobsdb-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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",
                "properties": {
                    "mode": {
                        "title": "🎯 模式",
                        "enum": [
                            "search"
                        ],
                        "type": "string",
                        "description": "JobsDB v1.0 支援搜尋模式。",
                        "default": "search"
                    },
                    "site": {
                        "title": "🌏 站別",
                        "enum": [
                            "hk",
                            "th"
                        ],
                        "type": "string",
                        "description": "要抓哪一國的 JobsDB。",
                        "default": "hk"
                    },
                    "keywords": {
                        "title": "🔎 關鍵字",
                        "maxItems": 50,
                        "uniqueItems": true,
                        "type": "array",
                        "description": "職缺關鍵字（職稱或技能）。例如：accountant、data engineer、marketing。一個概念一個關鍵字最準。",
                        "items": {
                            "type": "string"
                        }
                    },
                    "location": {
                        "title": "📍 地區（選填）",
                        "type": "string",
                        "description": "限定地區，例如 Selangor、Singapore。留空表示全國。"
                    },
                    "bulkInput": {
                        "title": "📋 批量貼上",
                        "type": "string",
                        "description": "**一行一個關鍵字**，按 Enter 換行，不要加引號或逗號。執行時自動併入上面的關鍵字欄位。"
                    },
                    "maxItems": {
                        "title": "📊 最多抓幾筆",
                        "minimum": 1,
                        "maximum": 500,
                        "type": "integer",
                        "description": "**每個關鍵字**最多抓幾筆。N 個關鍵字最多 N×此數。越多費用越高。",
                        "default": 50
                    },
                    "proxyConfiguration": {
                        "title": "🌐 Proxy (進階,通常不用開)",
                        "type": "object",
                        "description": "SEEK API 對 datacenter 請求友善，預設用 Apify datacenter proxy 自動輪替即可。大量抓取遇到被擋才需調整。",
                        "default": {
                            "useApifyProxy": true
                        }
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```