# CV.ee Scraper (`unfenced-group/cv-ee-scraper`) Actor Scrape job listings from CV.ee (CV-Online Estonia). Returns structured data with salary, location, work type and apply URL. No API key required. - **URL**: https://apify.com/unfenced-group/cv-ee-scraper.md - **Developed by:** [Unfenced Group](https://apify.com/unfenced-group) (community) - **Categories:** Jobs - **Stats:** 2 total users, 1 monthly users, 100.0% 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 ## CV.ee Scraper Extract job listings from **CV.ee** (CV-Online Estonia) — the leading job board in Estonia with 4,000+ active vacancies. Returns structured data including salary, location, work type, and apply URL. No API key required. ![CV.ee Scraper](https://i.imgur.com/PLACEHOLDER.png) --- ### Why use this scraper? - **Full dataset access** — scrape all 4,000+ active Estonian job listings or filter by keyword - **Structured salary data** — numeric `salaryMin` / `salaryMax` fields, no string parsing required - **Cross-run deduplication** — 90-day fingerprint cache prevents duplicate results across consecutive runs - **Optional HTML descriptions** — enable `fetchDetails` to retrieve the full rich-text job description and direct apply URL - **No API key required** — runs out of the box with no credentials or registration --- ### Input parameters | Parameter | Type | Default | Description | |---|---|---|---| | `keyword` | string | `""` | Search keyword or job title. Leave empty to retrieve all listings. | | `maxItems` | integer | `200` | Maximum number of results to return. Set to `0` for unlimited. | | `fetchDetails` | boolean | `false` | Fetch each vacancy's detail page for HTML description, direct apply URL, and resolved category names. | | `daysOld` | integer | — | Only return listings published within the last N days. | | `locale` | string | `"en"` | Site language variant: `en` (English), `et` (Estonian), `ru` (Russian). Affects UI language only. | | `startUrls` | array | `[]` | Custom CV.ee search URLs. Overrides the `keyword` field when provided. | --- ### Output fields Each result in the dataset contains: | Field | Type | Description | |---|---|---| | `jobId` | string | Unique vacancy ID | | `title` | string | Job title | | `company` | string | Employer name | | `companyId` | string | Employer ID | | `description` | string | Plain-text job description (always present) | | `descriptionHtml` | string\|null | HTML description (populated when `fetchDetails: true`) | | `url` | string | Vacancy page URL | | `applyUrl` | string\|null | Direct apply URL (populated when `fetchDetails: true`; null for modal-based applications) | | `location` | string\|null | Town name | | `town` | string\|null | Town name | | `county` | string\|null | County name (e.g. Harjumaa) | | `country` | string | Always `"Estonia"` | | `workTypes` | array | Work type codes: `FULL_TIME`, `PART_TIME`, `FULL_TIME_WITH_SHIFTS`, `FIXED_TERM`, `FREELANCE`, `PRACTICE` | | `remoteWork` | boolean | Whether remote work is available | | `remoteWorkType` | string\|null | `ON_SITE`, `HYBRID`, or `FULLY_REMOTE` | | `salaryMin` | number\|null | Minimum salary (EUR) | | `salaryMax` | number\|null | Maximum salary (EUR) | | `salaryCurrency` | string\|null | Currency code (`EUR` or null if no salary data) | | `salaryPeriod` | string\|null | `monthly` or `hourly` | | `publishDate` | string | ISO 8601 publish date | | `renewedDate` | string\|null | ISO 8601 renewal date | | `expirationDate` | string\|null | ISO 8601 expiration date | | `quickApply` | boolean | Whether quick apply is enabled | | `categories` | array | Numeric category IDs from listing | | `categoriesResolved` | array\|null | Human-readable category codes, e.g. `["INFORMATION_TECHNOLOGY"]` (populated when `fetchDetails: true`) | | `languages` | array | Numeric language requirement IDs | | `languagesResolved` | array\|null | ISO language codes, e.g. `["en", "et"]` (populated when `fetchDetails: true`) | | `keywords` | array | Employer-specified keywords | | `scrapedAt` | string | ISO 8601 scrape timestamp | --- #### 💰 Structured salary data — machine-ready Salary is returned as numeric fields — no regex required on your end: | Field | Type | Example | |---|---|---| | `salaryMin` | number \| null | `3500` | | `salaryMax` | number \| null | `5000` | | `salaryCurrency` | string \| null | `"EUR"` | | `salaryPeriod` | string \| null | `"monthly"` | Most competing scrapers return salary as a raw string (e.g. `"€3,500 – €5,000"`), leaving the parsing to you. This scraper delivers numeric fields directly — ready for `WHERE salaryMin > 50000` queries or salary distribution charts. --- ### Example output ```json { "jobId": "1546586", "title": "Business Analyst (Regulatory Reporting)", "company": "Luminor", "companyId": "1693", "description": "Join our team as a Business Analyst...", "descriptionHtml": null, "url": "https://cv.ee/en/vacancy/1546586", "applyUrl": null, "location": "Tallinn", "town": "Tallinn", "county": "Harjumaa", "country": "Estonia", "workTypes": ["FULL_TIME"], "remoteWork": true, "remoteWorkType": "HYBRID", "salaryMin": 3200, "salaryMax": 4000, "salaryCurrency": "EUR", "salaryPeriod": "monthly", "publishDate": "2026-03-30T11:29:34.634+00:00", "renewedDate": null, "expirationDate": "2026-04-13T23:59:59.999+00:00", "quickApply": false, "categories": [7, 23, 33], "categoriesResolved": null, "keywords": [], "scrapedAt": "2026-04-09T16:45:00.000Z" } ```` *** ### Performance | Scenario | Speed | Memory | |---|---|---| | Keyword search, `fetchDetails: false` | ~1,000 results/min | 256 MB | | Full site crawl, `fetchDetails: false` | ~1,000 results/min | 256 MB | | Any search, `fetchDetails: true` | ~60 results/min | 256 MB | *** ### Pricing **$1.49 per 1,000 results** — usage-based, no flat subscription. Competitors charge $30–$49/month regardless of volume. With this scraper, scraping 500 results costs $0.75. *** ### Known limitations - **Location and work-type filtering** happen client-side — the `keyword` field is the primary server-side filter. For location-specific searches, include the city name in your keyword (e.g. `keyword: "developer Tallinn"`). - **Apply URL** is `null` for vacancies using CV.ee's built-in application modal. The vacancy `url` always works. - **Categories are numeric IDs** in list-only mode; enable `fetchDetails: true` for human-readable category names. - CV.ee primarily covers Estonia. International listings are limited. *** ### Technical details Built and maintained by **unfenced-group**. For custom integrations, bulk data access, or multi-country job board coverage, contact . *** *Part of the unfenced-group European job board scraper portfolio — 50+ job boards, one consistent output schema.* # Actor input Schema ## `keyword` (type: `string`): Job title or keyword to search for. Leave empty to retrieve all listings. ## `maxItems` (type: `integer`): Maximum number of job listings to return. Set to 0 for unlimited. ## `fetchDetails` (type: `boolean`): When enabled, fetches each vacancy's detail page to obtain the full HTML description, direct apply URL, and resolved category names. Increases run time. ## `daysOld` (type: `integer`): Only return listings published within the last N days. Leave empty for no date filter. ## `locale` (type: `string`): Language variant of CV.ee to use. Affects UI language only — job listings are language-independent. ## `startUrls` (type: `array`): Custom CV.ee search URLs to scrape instead of building the URL from the keyword field. Example: https://cv.ee/en/search?limit=20\&offset=0\&keyword=java ## Actor input object example ```json { "keyword": "", "maxItems": 200, "fetchDetails": false, "locale": "en", "startUrls": [] } ``` # Actor output Schema ## `results` (type: `string`): Dataset containing all scraped CV.ee job listings. # 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 '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = {}; // Run the Actor and wait for it to finish const run = await client.actor("unfenced-group/cv-ee-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 '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = {} # Run the Actor and wait for it to finish run = client.actor("unfenced-group/cv-ee-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/cv-ee-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=unfenced-group/cv-ee-scraper", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "CV.ee Scraper", "description": "Scrape job listings from CV.ee (CV-Online Estonia). Returns structured data with salary, location, work type and apply URL. No API key required.", "version": "0.0", "x-build-id": "KvN4OaMXSbNRzQABz" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/unfenced-group~cv-ee-scraper/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-unfenced-group-cv-ee-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": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/unfenced-group~cv-ee-scraper/runs": { "post": { "operationId": "runs-sync-unfenced-group-cv-ee-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/unfenced-group~cv-ee-scraper/run-sync": { "post": { "operationId": "run-sync-unfenced-group-cv-ee-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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 or keyword to search for. Leave empty to retrieve all listings.", "default": "" }, "maxItems": { "title": "Maximum results", "minimum": 0, "type": "integer", "description": "Maximum number of job listings to return. Set to 0 for unlimited.", "default": 200 }, "fetchDetails": { "title": "Fetch detail pages", "type": "boolean", "description": "When enabled, fetches each vacancy's detail page to obtain the full HTML description, direct apply URL, and resolved category names. Increases run time.", "default": false }, "daysOld": { "title": "Maximum age (days)", "minimum": 1, "type": "integer", "description": "Only return listings published within the last N days. Leave empty for no date filter." }, "locale": { "title": "Site language", "enum": [ "en", "et", "ru" ], "type": "string", "description": "Language variant of CV.ee to use. Affects UI language only — job listings are language-independent.", "default": "en" }, "startUrls": { "title": "Start URLs", "type": "array", "description": "Custom CV.ee search URLs to scrape instead of building the URL from the keyword field. Example: https://cv.ee/en/search?limit=20&offset=0&keyword=java", "default": [], "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 } } } } } } } } } } ```