# Jobly.fi Scraper (`unfenced-group/jobly-fi-scraper`) Actor

Scrape job listings from Jobly.fi, Finland's leading job board. Returns full descriptions, salary, employment type, occupational category, deadline, and external apply links. No API key required.

- **URL**: https://apify.com/unfenced-group/jobly-fi-scraper.md
- **Developed by:** [Unfenced Group](https://apify.com/unfenced-group) (community)
- **Categories:** Jobs
- **Stats:** 2 total users, 1 monthly users, 0.0% runs succeeded, 1 bookmarks
- **User rating**: No ratings yet

## Pricing

from $1.49 / 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

## Jobly.fi Scraper

![Jobly.fi Scraper](https://i.imgur.com/rFL8PYy.png)

Scrape job listings from [jobly.fi](https://www.jobly.fi) — Finland's specialist platform for professionals across IT, finance, marketing, and management. Filter by keyword, location, and job type. No API key required.

---

### Why this scraper?

#### 🇫🇮 Finland's professional jobs platform
Jobly.fi targets white-collar and professional roles in Finland — primarily in IT, finance, marketing, communications, and management. It complements broader Finnish boards like Duunitori.fi with a more curated, professional audience.

#### ⚡ High-volume efficiency via JSON API
Jobly.fi exposes a public JSON API that returns structured job data directly — no HTML parsing, no browser overhead. This enables fast, reliable large-scale data collection.

#### 🗺️ Finnish city and category filtering
Filter by Helsinki, Tampere, Turku, and other Finnish cities. Category filtering covers all professional domains on the platform.

#### 📄 Three description formats
Each result includes `description` (HTML), `descriptionText` (plain text), and `descriptionMarkdown` — ready for downstream pipelines.

#### 🔁 Cross-run deduplication
90-day TTL dedup. Set `skipReposts: true` for clean incremental feeds.

---

### Input parameters

| Parameter | Type | Default | Description |
|---|---|---|---|
| `query` | string | — | Job title or keyword (in Finnish or English). |
| `location` | string | — | Finnish city (e.g. `Helsinki`, `Tampere`, `Turku`). |
| `category` | string | — | Job category. |
| `daysOld` | integer | — | Only return jobs posted within the last N days. |
| `maxItems` | integer | `50` | Maximum number of results to return. |
| `skipReposts` | boolean | `false` | Skip listings seen in previous runs. |

---

### Output schema

```json
{
  "url": "https://www.jobly.fi/tyopaikat/senior-developer-helsinki-12345",
  "jobId": "12345",
  "source": "jobly.fi",
  "title": "Senior Developer",
  "company": "Wolt",
  "city": "Helsinki",
  "location": "Helsinki, Finland",
  "country": "FI",
  "contractType": "Full-time",
  "salary": null,
  "publishDate": "2026-04-01",
  "publishDateISO": "2026-04-01T08:00:00.000Z",
  "daysOld": 3,
  "description": "<div>...</div>",
  "descriptionText": "We are looking for a Senior Developer...",
  "descriptionMarkdown": "### About the role\n\nWe are looking...",
  "applyUrl": "https://www.jobly.fi/tyopaikat/senior-developer-helsinki-12345/apply",
  "isRepost": false,
  "scrapedAt": "2026-04-04T10:00:00.000Z"
}
````

***

### Examples

**IT jobs in Helsinki:**

```json
{
  "query": "software developer",
  "location": "Helsinki",
  "daysOld": 14,
  "maxItems": 100
}
```

**Finance roles across Finland:**

```json
{
  "query": "financial analyst",
  "maxItems": 200
}
```

**Daily monitoring:**

```json
{
  "daysOld": 1,
  "skipReposts": true,
  "maxItems": 300
}
```

***

### Pricing

This actor uses **Pay Per Result** pricing at **$1.49 per 1,000 results**.

| Volume | Cost |
|---|---|
| 100 results | $0.15 |
| 1,000 results | $1.49 |
| 10,000 results | $14.90 |

No subscription fees.

***

### Performance

| Run size | Approx. time | Approx. cost |
|---|---|---|
| 100 results | ~30 sec | $0.15 |
| 500 results | ~2 min | $0.74 |
| 1,000 results | ~4 min | $1.49 |

***

### Known limitations

- **Salary data:** Finnish employers rarely publish salary ranges — `salary` fields will be `null` for most listings.
- **Language:** Listings are primarily in Finnish; international employers post in English.

***

### Technical details

- **Source:** jobly.fi — Finnish professional jobs platform
- **Memory:** 256 MB
- **Proxy:** None required
- **Repost storage:** KeyValueStore `jobly-fi-job-dedup`, 90-day TTL
- **Retry:** Automatic retry with exponential backoff

***

### Additional services

Need a custom actor, additional filters, scheduled runs, or integration support?
Send an email to <info@unfencedgroup.nl> — we build on request.

***

*Built by [unfenced-group](https://apify.com/unfenced-group) · Issues? Open a ticket or send a message.*

# Actor input Schema

## `keyword` (type: `string`):

Job title, skill, or keyword to search for (e.g. 'ohjelmoija', 'myyjä', 'nurse').

## `region` (type: `string`):

Finnish region slug to filter results by area. Examples: uusimaa, pirkanmaa, varsinais-suomi, lappi, keski-suomi, pohjois-pohjanmaa, satakunta, etela-savo, etatyo (remote). Leave empty to search all regions.

## `maxResults` (type: `integer`):

Maximum number of job listings to return.

## `fetchDetails` (type: `boolean`):

When enabled, fetches each job detail page to retrieve the full description, salary, employment type, occupational category, deadline, and external apply URL. Recommended: true. Disable for faster, lighter runs with basic list data only.

## `daysOld` (type: `integer`):

Only return jobs posted within this many days. Set to 0 to disable the filter.

## `skipReposts` (type: `boolean`):

Skip listings that have already been scraped in a previous run. Uses a cross-run fingerprint cache with a 90-day TTL.

## `startUrls` (type: `array`):

Specific Jobly.fi URLs to scrape. Accepts both job detail pages (/tyopaikka/...) and search/category pages (/tyopaikat/...). When provided, keyword and region are ignored.

## Actor input object example

```json
{
  "maxResults": 100,
  "fetchDetails": true,
  "daysOld": 0,
  "skipReposts": false
}
```

# Actor output Schema

## `results` (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 = {};

// Run the Actor and wait for it to finish
const run = await client.actor("unfenced-group/jobly-fi-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("unfenced-group/jobly-fi-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 unfenced-group/jobly-fi-scraper --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Jobly.fi Scraper",
        "description": "Scrape job listings from Jobly.fi, Finland's leading job board. Returns full descriptions, salary, employment type, occupational category, deadline, and external apply links. No API key required.",
        "version": "0.0",
        "x-build-id": "d7AO2Y0pimFeNmYVq"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/unfenced-group~jobly-fi-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-unfenced-group-jobly-fi-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/unfenced-group~jobly-fi-scraper/runs": {
            "post": {
                "operationId": "runs-sync-unfenced-group-jobly-fi-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/unfenced-group~jobly-fi-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-unfenced-group-jobly-fi-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                    "keyword": {
                        "title": "Search keyword",
                        "type": "string",
                        "description": "Job title, skill, or keyword to search for (e.g. 'ohjelmoija', 'myyjä', 'nurse')."
                    },
                    "region": {
                        "title": "Region (Finnish maakunta slug)",
                        "type": "string",
                        "description": "Finnish region slug to filter results by area. Examples: uusimaa, pirkanmaa, varsinais-suomi, lappi, keski-suomi, pohjois-pohjanmaa, satakunta, etela-savo, etatyo (remote). Leave empty to search all regions."
                    },
                    "maxResults": {
                        "title": "Maximum results",
                        "minimum": 1,
                        "maximum": 5000,
                        "type": "integer",
                        "description": "Maximum number of job listings to return.",
                        "default": 100
                    },
                    "fetchDetails": {
                        "title": "Fetch detail pages",
                        "type": "boolean",
                        "description": "When enabled, fetches each job detail page to retrieve the full description, salary, employment type, occupational category, deadline, and external apply URL. Recommended: true. Disable for faster, lighter runs with basic list data only.",
                        "default": true
                    },
                    "daysOld": {
                        "title": "Maximum age (days)",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Only return jobs posted within this many days. Set to 0 to disable the filter.",
                        "default": 0
                    },
                    "skipReposts": {
                        "title": "Skip reposts",
                        "type": "boolean",
                        "description": "Skip listings that have already been scraped in a previous run. Uses a cross-run fingerprint cache with a 90-day TTL.",
                        "default": false
                    },
                    "startUrls": {
                        "title": "Start URLs",
                        "type": "array",
                        "description": "Specific Jobly.fi URLs to scrape. Accepts both job detail pages (/tyopaikka/...) and search/category pages (/tyopaikat/...). When provided, keyword and region are ignored.",
                        "items": {
                            "type": "object",
                            "required": [
                                "url"
                            ],
                            "properties": {
                                "url": {
                                    "type": "string",
                                    "title": "URL of a web page",
                                    "format": "uri"
                                }
                            }
                        }
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```