# Find hospitality jobs in Phuket and Chiang Mai

**Use case:** 

Scrapes hospitality and tourism roles advertised on JobsDB Thailand outside Bangkok, in Phuket and Chiang Mai. Useful for resort operators tracking local pay and for recruiters mapping seasonal demand: each job carries the province, the work type, the baht salary where the advertiser published one and the full ad text.

## Input

```json
{
  "markets": [
    "TH"
  ],
  "locationsDropdown": [
    "TH:1000115",
    "TH:1000104"
  ],
  "locations": [],
  "keywords": "",
  "classifications": [
    "1212"
  ],
  "salaryType": "annual",
  "postedWithinDays": "30",
  "sortBy": "relevance",
  "unknownIndustryPolicy": "exclude",
  "excludeRecruitmentAgencies": false,
  "excludePrivateAdvertisers": false,
  "keywordFields": [
    "title",
    "teaser",
    "bullets",
    "company",
    "description"
  ],
  "includeDetails": true,
  "includeCompanyProfile": false,
  "extractContacts": false,
  "labelLanguage": "en",
  "includeRawData": false,
  "dedupMemoryName": "",
  "emitDuplicates": false,
  "resetDedupMemory": false,
  "maxItems": 50,
  "maxRequestsPerSecond": 4,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}
```

## Output

```json
{
  "title": {
    "label": "Job title",
    "format": "text"
  },
  "companyName": {
    "label": "Employer",
    "format": "text"
  },
  "companyIndustry": {
    "label": "Employer industry",
    "format": "text"
  },
  "location": {
    "label": "Location",
    "format": "text"
  },
  "state": {
    "label": "State or region",
    "format": "text"
  },
  "postcode": {
    "label": "Postcode",
    "format": "text"
  },
  "listedAt": {
    "label": "Listed at",
    "format": "date"
  },
  "salaryLabel": {
    "label": "Salary (as shown)",
    "format": "text"
  },
  "salaryMin": {
    "label": "Salary min",
    "format": "number"
  },
  "salaryMax": {
    "label": "Salary max",
    "format": "number"
  },
  "workType": {
    "label": "Work type",
    "format": "text"
  },
  "workArrangement": {
    "label": "Work arrangement",
    "format": "text"
  },
  "classification": {
    "label": "Job category",
    "format": "text"
  },
  "subclassification": {
    "label": "Sub-category",
    "format": "text"
  },
  "applicantCount": {
    "label": "Applicants",
    "format": "number"
  },
  "url": {
    "label": "Job URL",
    "format": "link"
  },
  "market": {
    "label": "Market",
    "format": "text"
  },
  "changeType": {
    "label": "New/Updated",
    "format": "text"
  }
}
```

## About this Actor

This example demonstrates how to use [JobsDB Job Scraper: Hong Kong & Thailand Jobs](https://apify.com/automation_craft/jobsdb-job-scraper.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/automation_craft/jobsdb-job-scraper.md) to learn more, explore other use cases, and run it yourself.


## How to integrate an Actor?

This Task's input is already configured above. Use it as-is rather than inventing a new one.

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 full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/automation_craft/jobsdb-job-scraper.md

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`).