# MyCareersFuture Jobs Scraper - Singapore Vacancy Data (`scrapingmonkey/mycareersfuture-scraper`) Actor Scrape MyCareersFuture job searches and full vacancy details with salaries, skills and employers for Singapore recruitment research. Choose the collection mode and set a result limit for each input. - **URL**: https://apify.com/scrapingmonkey/mycareersfuture-scraper.md - **Developed by:** [ScrapingMonkey](https://apify.com/scrapingmonkey) (community) - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks - **User rating**: No ratings yet ## Pricing from $1.00 / 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. Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have. 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 Collect public job search results and detailed vacancies with **MyCareersFuture Scraper**. Compare Singapore vacancies using salary ranges, required skills, employer UENs and published applicant and view counts. Choose the records you need and export them to CSV, JSON or Excel without supplying a site login. Use the results for Singapore recruitment and compensation research. Submit matching public inputs in one run, retain the original record links, and send the structured output to your recruitment spreadsheet, reporting dashboard or research database. | At a glance | Details | |---|---| | 📥 Input | Search fields or links to the selected items; see the examples below | | 📤 Output | One row per job vacancy | | 📄 Pagination | Automatic up to `maxResults` for each input, when more results are available | | 🔐 Login required | No | | ⚡ Processing | Multiple inputs per run with automatic retries for temporary errors | | 💾 Delivery | One complete Apify dataset table; CSV, JSON and Excel export | ### What the MyCareersFuture scraper collects 💼 Collect job search results and detailed vacancies. Compare Singapore vacancies using salary ranges, required skills, employer UENs and published applicant and view counts. | Collection | What you receive | |---|---| | MyCareersFuture jobs scraper | Records containing job titles, employers, published pay, skills, descriptions, ready for vacancy discovery and hiring-demand research. | | MyCareersFuture job details scraper | Records containing job titles, employers, published pay, skills, descriptions, ready for vacancy enrichment and candidate-requirement analysis. | Data can include: - Record identity: Record identifiers, public links and the published job title or company name. - Pay and compensation: Published salary or wage text, plus the amount, range, currency and pay-period fields supplied with the record. - Employer information: Employer names, identifiers and profile links, with the company information attached to the public record. - Location and workplace: Published workplace and location information and addresses. - Descriptions and requirements: Published job or company descriptions and HTML and readable text where supplied. - Skills and qualifications: Required skills and experience or seniority requirements. - Employment and benefits: Employment and contract types. - Dates and hiring activity: Publication and update information, closing dates, advertised openings and published application or view counts. ### How to scrape MyCareersFuture 🚀 1. Choose **Jobs Search** in **What to collect**, or select another collection mode. 2. Fill in the search fields, or paste links to the items you want to collect. 3. Set the maximum results and any optional filters. 4. Start the Actor and review the collected rows. 5. Export the dataset or connect it to your application. #### MyCareersFuture jobs scraper — input example ```json { "mode": "mycareersfuture-jobs", "keywords": "software", "maxResults": 10 } ``` `maxResults: 10` means up to 10 results for **each input**. It does not guarantee that the website has that many matches. You can set the limit as low as 1. #### MyCareersFuture job details scraper — input example ```json { "mode": "mycareersfuture-job-details", "jobUrls": [ "https://www.mycareersfuture.gov.sg/job/information-technology/software-manager-st-engineering-mission-software-services-8914f4821a02ec72243d855f62a79072" ], "maxResults": 10 } ``` ### MyCareersFuture data fields and complete output 📦 | Field group | Included data | |---|---| | Record identity | Record identifiers, public links and the published job title or company name. | | Pay and compensation | Published salary or wage text, plus the amount, range, currency and pay-period fields supplied with the record. | | Employer information | Employer names, identifiers and profile links, with the company information attached to the public record. | | Location and workplace | Published workplace and location information and addresses. | | Descriptions and requirements | Published job or company descriptions and HTML and readable text where supplied. | | Skills and qualifications | Required skills and experience or seniority requirements. | | Employment and benefits | Employment and contract types. | | Dates and hiring activity | Publication and update information, closing dates, advertised openings and published application or view counts. | Each collected item is a separate row. `input` identifies the submitted value and `result_type` identifies the selected mode. All returned fields appear in one table; columns that do not apply to a mode can be empty. A complete JSON result is shown for every collection mode below, in the same order as the input examples. Each example includes every field for its mode; text and lists are not shortened. Values are representative and can change. #### MyCareersFuture jobs scraper — complete JSON result ```json { "result_type": "mycareersfuture-jobs", "input": "https://www.mycareersfuture.gov.sg/search?search=software&sortBy=relevancy&page=0", "status": "success", "id": "8914f4821a02ec72243d855f62a79072", "url": "https://www.mycareersfuture.gov.sg/job/information-technology/software-manager-st-engineering-mission-software-services-8914f4821a02ec72243d855f62a79072", "title": "Software Manager (Direct Contract)", "description_html": "

About ST Engineering

ST Engineering is a global technology, defence, and engineering group with offices across Asia, Europe, the Middle East, and the U.S., serving customers in more than 100 countries. The Group uses technology and innovation to solve real-world problems and improve lives through its diverse portfolio of businesses across the aerospace, smart city, defence, and public security segments. Headquartered in Singapore, ST Engineering ranks among the largest companies listed on the Singapore Exchange.

Our history spans more than 50 years, and our strategy is underpinned by our corevalues – Integrity, Value Creation, Courage, Commitment and Compassion. These 5 core values guide every aspect of our business and are embedded in our ST Engineering culture – from the people we hire, to working with each other, to our partners and customers.

About our Line of Business – Mission Software& Services

Our Mission Software & Services business provides leading-edge mission critical command, control, and communications (C3) systems with secured IT infrastructure and managed services. We support our client’s innovation journey through design thinking, analytics, and AI-enabled decision support with our full suite of cloud computing solutions. We provide intelligent, actionable insights and sustainable solutions to our valued partners in diverse industries including defence, government, and commercial sectors.

Together, We Can Make A Significant Impact

The Software Manager is responsible for leading and governing all software engineering activities within an ICT public sector project in Singapore. This role ensures that software solutions are designed, developed, tested, and maintained in compliance with Singapore Government standards and aligned with international ISO framework.

Be Part of Our Success

Software Strategy, Architecture & Governance

Software Design, Integration & Validation

Software Development Management and Delivery

Quality Assurance, Analytics & Reporting

Safety & Security & Compliance

Stakeholder Management

Qualities We Value

Our Commitment That Goes Beyond the Norm

", "description_text": "About ST Engineering\n\nST Engineering is a global technology, defence, and engineering group with offices across Asia, Europe, the Middle East, and the U.S., serving customers in more than 100 countries. The Group uses technology and innovation to solve real-world problems and improve lives through its diverse portfolio of businesses across the aerospace, smart city, defence, and public security segments. Headquartered in Singapore, ST Engineering ranks among the largest companies listed on the Singapore Exchange.\n\nOur history spans more than 50 years, and our strategy is underpinned by our corevalues – Integrity, Value Creation, Courage, Commitment and Compassion. These 5 core values guide every aspect of our business and are embedded in our ST Engineering culture – from the people we hire, to working with each other, to our partners and customers.\n\nAbout our Line of Business – Mission Software& Services \n\nOur Mission Software & Services business provides leading-edge mission critical command, control, and communications (C3) systems with secured IT infrastructure and managed services. We support our client’s innovation journey through design thinking, analytics, and AI-enabled decision support with our full suite of cloud computing solutions. We provide intelligent, actionable insights and sustainable solutions to our valued partners in diverse industries including defence, government, and commercial sectors.\n\nTogether, We Can Make A Significant Impact\n\nThe Software Manager is responsible for leading and governing all software engineering activities within an ICT public sector project in Singapore. This role ensures that software solutions are designed, developed, tested, and maintained in compliance with Singapore Government standards and aligned with international ISO framework.\n\nBe Part of Our Success \n\nSoftware Strategy, Architecture & Governance\n\nDefine the software engineering approach and delivery framework aligned with government guidelines and policies, and ISO standards.\n\nProvide leadership over the project's core technology stack, including Microsoft SQL Server databases, C# programming environments, and native Azure cloud services.\n\nEstablish and enforce robust processes for software design, implementation, testing, and configuration management aligned with ISO/IEC 12207 and ISO 9001.\n\nSoftware Design, Integration & Validation\n\nLead detailed software design documentation, ensuring strict traceability between requirement and technical architecture\n\nOversee complex application integration utilizing REST APIs over HTTP, IBM MQ and IBM App Connect Enterprise (ACE)\n\nGovern specialized custom system developments, including custom dispatch rules engines, operational hubs (AGIL Ops Hub), and voice automation servers\n\nConduct technical and architecture design reviews with government stakeholders, agencies and central governance panels.\n\nSoftware Development Management and Delivery\n\nManage full Software Development Lifecycle (SDLC) aligned with Agile/ Hybrid delivery models.\n\nOversee day-to-day Software Development Process Group activities, ensuring engineering teams meet sprint/ project milestones within scope and budget.\n\nCoordinate seamlessly with cross-functional teams including cybersecurity, infrastructureand QA to ensure the continuous integration and deployment.\n\nQuality Assurance, Analytics & Reporting \n\nDefine unit testing strategies, secure code scanning practices and enforces overall quality metrics\n\nOversee the implementation of Microsoft PowerBI to build statistical reporting and dashboard against backend SQL Server databases for performance and operational insights\n\nManage defect tracking, root-cause analysis and continuous improvement processes in compliance with ISO 9001. \n\nSafety & Security & Compliance\n\nImplement secure SDLC practices (DevSecOps) to ensure compliance with ISO/IEC 27001 and government cybersecurity policies.\n\nSupport system safety analysis, vulnerability assessments and mitigation strategies for critical public safety/ operations components\n\nStakeholder Management\n\nAct as the primary software engineering point-of-contact for government agencies, external vendors and internal project leadership. \n\nQualities We Value\n\nMinimum10 years of experience in software development and management.\n\nGood to have experience in Singapore public sector projects\n\nGood knowledge of ISO standards (ISO 9001, ISO/IEC 27001, ISO/IEC 12207).\n\nGood to have experience with government security requirements.\n\nOur Commitment That Goes Beyond the Norm\n\nA nenvironment where you will be working on cutting-edge technologies and architectures.\n\nSafe space where diverse perspectives are valued, and everyone’s unique contributions are celebrated. \n\nMeaningful work and projects that make a difference in people’s lives.\n\nA fun, passionate and collaborative work place.\n\nCompetitiveremuneration and comprehensive benefits.", "company_uen": "198601030N", "company_name": "ST ENGINEERING MISSION SOFTWARE & SERVICES PTE. LTD.", "company_description": "

ST Engineering Mission Software & Services Pte Ltd, a wholly owned subsidiary of Singapore Technologies Engineering Limited, has over 25 years of experience in the design, implementation and support of mission critical Command, Control, Communications, Computers & Intelligence (C4I) systems including cyber, data centres and managed services.

\n


\n

Using our Common Application Platform (CAP), we have built up an extensive track record of delivering end-to-end solutions such as emergency response systems, cloud computing services and ‘Smart City’ systems, to help clients realise business value and achieve greater efficiency and effectiveness in their operations.

\n


\n

Based in Singapore, with operations in China (including Hong Kong), Botswana and United Arab Emirates, ST Engineering Mission Software & Services Pte Ltd has an excellent track record of solutions for defence and commercial sectors, and successful partnerships with our customers globally.

", "company_url": null, "minimum_years_experience": 10, "vacancies": 1, "salary_min": 9000, "salary_max": 10500, "salary_period": "Monthly", "skills": [ "Requirements Traceability", "Security Requirements", "detailed Design Documents", "REST APIs development", "Manage Software Development", "ACE", "Voice Services", "Project Management", "ISO 9001", "design approval", "IBM WebSphere MQ", "Hub Management", "Systems Development", "Software Product Management", "Iso Guidelines", "ISO/IEC 17799" ], "categories": [ "Information Technology" ], "employment_types": [ "Contract" ], "position_levels": [ "Professional" ], "address": "1 ANG MO KIO ELECTRONICS PARK ROAD ST ENGINEERING HUB", "postal_code": "567710", "job_status": "Open", "created_at": "2026-09-08T08:00:49.000Z", "updated_at": "2026-09-08T08:00:50.000Z", "expiry_date": "2026-10-08", "applications_count": 11, "views_count": 81 } ``` #### MyCareersFuture job details scraper — complete JSON result ```json { "result_type": "mycareersfuture-job-details", "input": "8914f4821a02ec72243d855f62a79072", "status": "success", "id": "8914f4821a02ec72243d855f62a79072", "url": "https://www.mycareersfuture.gov.sg/job/information-technology/software-manager-st-engineering-mission-software-services-8914f4821a02ec72243d855f62a79072", "title": "Software Manager (Direct Contract)", "description_html": "

About ST Engineering

ST Engineering is a global technology, defence, and engineering group with offices across Asia, Europe, the Middle East, and the U.S., serving customers in more than 100 countries. The Group uses technology and innovation to solve real-world problems and improve lives through its diverse portfolio of businesses across the aerospace, smart city, defence, and public security segments. Headquartered in Singapore, ST Engineering ranks among the largest companies listed on the Singapore Exchange.

Our history spans more than 50 years, and our strategy is underpinned by our corevalues – Integrity, Value Creation, Courage, Commitment and Compassion. These 5 core values guide every aspect of our business and are embedded in our ST Engineering culture – from the people we hire, to working with each other, to our partners and customers.

About our Line of Business – Mission Software& Services

Our Mission Software & Services business provides leading-edge mission critical command, control, and communications (C3) systems with secured IT infrastructure and managed services. We support our client’s innovation journey through design thinking, analytics, and AI-enabled decision support with our full suite of cloud computing solutions. We provide intelligent, actionable insights and sustainable solutions to our valued partners in diverse industries including defence, government, and commercial sectors.

Together, We Can Make A Significant Impact

The Software Manager is responsible for leading and governing all software engineering activities within an ICT public sector project in Singapore. This role ensures that software solutions are designed, developed, tested, and maintained in compliance with Singapore Government standards and aligned with international ISO framework.

Be Part of Our Success

Software Strategy, Architecture & Governance

Software Design, Integration & Validation

Software Development Management and Delivery

Quality Assurance, Analytics & Reporting

Safety & Security & Compliance

Stakeholder Management

Qualities We Value

Our Commitment That Goes Beyond the Norm

", "description_text": "About ST Engineering\n\nST Engineering is a global technology, defence, and engineering group with offices across Asia, Europe, the Middle East, and the U.S., serving customers in more than 100 countries. The Group uses technology and innovation to solve real-world problems and improve lives through its diverse portfolio of businesses across the aerospace, smart city, defence, and public security segments. Headquartered in Singapore, ST Engineering ranks among the largest companies listed on the Singapore Exchange.\n\nOur history spans more than 50 years, and our strategy is underpinned by our corevalues – Integrity, Value Creation, Courage, Commitment and Compassion. These 5 core values guide every aspect of our business and are embedded in our ST Engineering culture – from the people we hire, to working with each other, to our partners and customers.\n\nAbout our Line of Business – Mission Software& Services \n\nOur Mission Software & Services business provides leading-edge mission critical command, control, and communications (C3) systems with secured IT infrastructure and managed services. We support our client’s innovation journey through design thinking, analytics, and AI-enabled decision support with our full suite of cloud computing solutions. We provide intelligent, actionable insights and sustainable solutions to our valued partners in diverse industries including defence, government, and commercial sectors.\n\nTogether, We Can Make A Significant Impact\n\nThe Software Manager is responsible for leading and governing all software engineering activities within an ICT public sector project in Singapore. This role ensures that software solutions are designed, developed, tested, and maintained in compliance with Singapore Government standards and aligned with international ISO framework.\n\nBe Part of Our Success \n\nSoftware Strategy, Architecture & Governance\n\nDefine the software engineering approach and delivery framework aligned with government guidelines and policies, and ISO standards.\n\nProvide leadership over the project's core technology stack, including Microsoft SQL Server databases, C# programming environments, and native Azure cloud services.\n\nEstablish and enforce robust processes for software design, implementation, testing, and configuration management aligned with ISO/IEC 12207 and ISO 9001.\n\nSoftware Design, Integration & Validation\n\nLead detailed software design documentation, ensuring strict traceability between requirement and technical architecture\n\nOversee complex application integration utilizing REST APIs over HTTP, IBM MQ and IBM App Connect Enterprise (ACE)\n\nGovern specialized custom system developments, including custom dispatch rules engines, operational hubs (AGIL Ops Hub), and voice automation servers\n\nConduct technical and architecture design reviews with government stakeholders, agencies and central governance panels.\n\nSoftware Development Management and Delivery\n\nManage full Software Development Lifecycle (SDLC) aligned with Agile/ Hybrid delivery models.\n\nOversee day-to-day Software Development Process Group activities, ensuring engineering teams meet sprint/ project milestones within scope and budget.\n\nCoordinate seamlessly with cross-functional teams including cybersecurity, infrastructureand QA to ensure the continuous integration and deployment.\n\nQuality Assurance, Analytics & Reporting \n\nDefine unit testing strategies, secure code scanning practices and enforces overall quality metrics\n\nOversee the implementation of Microsoft PowerBI to build statistical reporting and dashboard against backend SQL Server databases for performance and operational insights\n\nManage defect tracking, root-cause analysis and continuous improvement processes in compliance with ISO 9001. \n\nSafety & Security & Compliance\n\nImplement secure SDLC practices (DevSecOps) to ensure compliance with ISO/IEC 27001 and government cybersecurity policies.\n\nSupport system safety analysis, vulnerability assessments and mitigation strategies for critical public safety/ operations components\n\nStakeholder Management\n\nAct as the primary software engineering point-of-contact for government agencies, external vendors and internal project leadership. \n\nQualities We Value\n\nMinimum10 years of experience in software development and management.\n\nGood to have experience in Singapore public sector projects\n\nGood knowledge of ISO standards (ISO 9001, ISO/IEC 27001, ISO/IEC 12207).\n\nGood to have experience with government security requirements.\n\nOur Commitment That Goes Beyond the Norm\n\nA nenvironment where you will be working on cutting-edge technologies and architectures.\n\nSafe space where diverse perspectives are valued, and everyone’s unique contributions are celebrated. \n\nMeaningful work and projects that make a difference in people’s lives.\n\nA fun, passionate and collaborative work place.\n\nCompetitiveremuneration and comprehensive benefits.", "company_uen": "198601030N", "company_name": "ST ENGINEERING MISSION SOFTWARE & SERVICES PTE. LTD.", "company_description": "

ST Engineering Mission Software & Services Pte Ltd, a wholly owned subsidiary of Singapore Technologies Engineering Limited, has over 25 years of experience in the design, implementation and support of mission critical Command, Control, Communications, Computers & Intelligence (C4I) systems including cyber, data centres and managed services.

\n


\n

Using our Common Application Platform (CAP), we have built up an extensive track record of delivering end-to-end solutions such as emergency response systems, cloud computing services and ‘Smart City’ systems, to help clients realise business value and achieve greater efficiency and effectiveness in their operations.

\n


\n

Based in Singapore, with operations in China (including Hong Kong), Botswana and United Arab Emirates, ST Engineering Mission Software & Services Pte Ltd has an excellent track record of solutions for defence and commercial sectors, and successful partnerships with our customers globally.

", "company_url": null, "minimum_years_experience": 10, "vacancies": 1, "salary_min": 9000, "salary_max": 10500, "salary_period": "Monthly", "skills": [ "Requirements Traceability", "Security Requirements", "detailed Design Documents", "REST APIs development", "Manage Software Development", "ACE", "Voice Services", "Project Management", "ISO 9001", "design approval", "IBM WebSphere MQ", "Hub Management", "Systems Development", "Software Product Management", "Iso Guidelines", "ISO/IEC 17799" ], "categories": [ "Information Technology" ], "employment_types": [ "Contract" ], "position_levels": [ "Professional" ], "address": "1 ANG MO KIO ELECTRONICS PARK ROAD ST ENGINEERING HUB", "postal_code": "567710", "job_status": "Open", "created_at": "2026-09-08T08:00:49.000Z", "updated_at": "2026-09-08T08:00:50.000Z", "expiry_date": "2026-10-08", "applications_count": 0, "views_count": 81 } ``` Images, tags and other lists stay with their parent result instead of creating extra rows. Invalid or unavailable inputs, inputs with no results, and requests that fail after all retries produce a row with `status: failed`. At most one failed row is saved per input; it includes `error_code` and `error_message` explaining the outcome. A normal end of pagination after collected results does not add a failed row. ### Input requirements and collection settings ⚙️ | Setting | What to enter | |---|---| | **What to collect** (`mode`) | Choose the information to collect. | | **Maximum results per search or link** (`maxResults`) | Collect up to this many results for each search or link. Minimum: 1. | | **Job title or keywords** (`keywords`) | For example, accountant or software engineer. Leave empty to browse all jobs. For Jobs Search. | | **Job listing links** (`jobUrls`) | Paste one link per line. Example: https://www.mycareersfuture.gov.sg/job/information-technology/software-manager-st-engineering-mission-software-services-8914f4821a02ec72243d855f62a79072 For Job Details. | | Collection mode | Fields to use | |---|---| | Job Details | **Job listing links** | | Jobs Search | **Job title or keywords** | The result limit applies separately to each search or supplied link. Collection ends earlier when no more matching results are available. ### MyCareersFuture scraping use cases 🎯 #### Hiring activity monitoring Run repeat collections of MyCareersFuture listings and compare vacancy titles and original links over time to identify newly advertised roles and changes in hiring activity. #### Vacancy enrichment Turn known MyCareersFuture job links or supported identifiers into structured vacancy records for recruitment databases, job comparison tools and candidate research. #### Advertised compensation research Compare the compensation published in MyCareersFuture records. Keep the original salary text, units and available pay-period context when preparing recruitment or labour-market reports. #### Skills demand analysis Analyse the skills, experience or qualifications actually published in MyCareersFuture records to compare hiring requirements across role groups and prepare recruitment briefs. #### Working-condition comparison Compare the contract, schedule or benefit information published in MyCareersFuture records when researching how employers present their opportunities. ### Pricing and saved-result behavior 💰 See the Actor's **Pricing** tab for the active pricing model and current rate. Store settings may change, so this README does not claim a fixed cost. Under dataset-item pricing: - Each collected item saved in the dataset is one result. - Images, tags and other values attached to that item do not create additional rows. - Automatic retry attempts do not create extra dataset rows. - A saved `failed` row is also one billable dataset item, including invalid inputs, unavailable items, no results, or exhausted retries. At most one failed row is saved per input, including when some results were already collected. - `maxResults` caps all saved rows for each input, including its failed row. Repeated copies of the same input are processed once. More inputs or a higher limit can produce more saved results. ### MyCareersFuture scraper API and integrations 🔌 Replace `$ACTOR_ID` with the ID shown in the Actor API tab and `$APIFY_TOKEN` with your token. ```bash curl -X POST "https://api.apify.com/v2/acts/$ACTOR_ID/runs?token=$APIFY_TOKEN" \ -H "Content-Type: application/json" \ -d '{"mode":"mycareersfuture-jobs","keywords":"software","maxResults":10}' ``` Use schedules for recurring collection, webhooks for completion notifications, and Apify integrations for Google Sheets, Make, Zapier, cloud storage, a CRM or your own application. ### Reliability, retries, and public-data limits ⚠️ Temporary connection errors, timeouts and access restrictions are retried automatically, up to five attempts. Invalid inputs save a failed row without an HTTP request; confirmed unavailable items save a failed row without unnecessary retries. Exhausted retries also save a failed row. Results already collected remain available if a later request fails, and normal pagination completion adds no error row. Collection also stops after two consecutive fully processed pages add no new results, even if the website provides another cursor. Required detail lookups are completed before checking a page; new results reset the counter, and independent reply branches are checked separately. Failures while initializing the Actor, saving data or scheduling requests stop the run instead of being reported as a failed website result. The Actor collects publicly visible job information. Application and view counts describe the public advertisement, not individual applicants. MyCareersFuture controls which information is publicly available. Removed, private or restricted items may be unavailable, and optional values can be null or empty. A run can still fail if the results cannot be saved. ### Frequently asked questions ❓ #### Does it require an account on MyCareersFuture? No. You do not need to provide an account, password or login cookies. Only publicly available information is collected. #### How does maxResults work? It limits the number of saved results separately for every input. The minimum is 1. With maxResults set to 10, each input returns at most 10 available results. A detail lookup normally returns one record per input. #### Which inputs and filters does this Actor support? The Actor collects publicly visible job information. Application and view counts describe the public advertisement, not individual applicants. #### When should I use Job Details instead of Job Search? Use search to discover MyCareersFuture vacancies and their listing fields. Use details for a known vacancy when you need the additional description and requirements that the advertisement publishes. #### Why are some fields empty? The website may not publish that value, or the field may belong to a different collection mode. Missing values remain null or empty instead of being guessed. #### Can I export the results to a spreadsheet? Yes. Download CSV, Excel or JSON from the Apify dataset. All returned fields are included in the same results table. ### Support and responsible use 🛟 For a reproducible issue, share the run ID, selected mode, result limit and a safe public example through the support channel. Never disclose access tokens, passwords or proxy credentials. Use public MyCareersFuture information lawfully and responsibly. Follow applicable privacy, copyright, data-protection, contractual and platform requirements when storing, analyzing or redistributing results. # Actor input Schema ## `mode` (type: `string`): Choose the information to collect. ## `maxResults` (type: `integer`): Collect up to this many results for each search or link. Minimum: 1. ## `keywords` (type: `string`): For example, accountant or software engineer. Leave empty to browse all jobs. For Jobs Search. ## `jobUrls` (type: `array`): Paste one link per line. Example: https://www.mycareersfuture.gov.sg/job/information-technology/software-manager-st-engineering-mission-software-services-8914f4821a02ec72243d855f62a79072 For Job Details. ## Actor input object example ```json { "mode": "mycareersfuture-jobs", "maxResults": 10, "keywords": "software", "jobUrls": [ "https://www.mycareersfuture.gov.sg/job/information-technology/software-manager-st-engineering-mission-software-services-8914f4821a02ec72243d855f62a79072" ] } ``` # Actor output Schema ## `results` (type: `string`): Collected entities and failed input outcomes, with all available fields and error explanations in one dataset. # 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 = { "mode": "mycareersfuture-jobs", "maxResults": 10, "keywords": "software", "jobUrls": [ "https://www.mycareersfuture.gov.sg/job/information-technology/software-manager-st-engineering-mission-software-services-8914f4821a02ec72243d855f62a79072" ] }; // Run the Actor and wait for it to finish const run = await client.actor("scrapingmonkey/mycareersfuture-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 = { "mode": "mycareersfuture-jobs", "maxResults": 10, "keywords": "software", "jobUrls": ["https://www.mycareersfuture.gov.sg/job/information-technology/software-manager-st-engineering-mission-software-services-8914f4821a02ec72243d855f62a79072"], } # Run the Actor and wait for it to finish run = client.actor("scrapingmonkey/mycareersfuture-scraper").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 '{ "mode": "mycareersfuture-jobs", "maxResults": 10, "keywords": "software", "jobUrls": [ "https://www.mycareersfuture.gov.sg/job/information-technology/software-manager-st-engineering-mission-software-services-8914f4821a02ec72243d855f62a79072" ] }' | apify call scrapingmonkey/mycareersfuture-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "type": "http", "url": "https://mcp.apify.com/?tools=fetch-actor-details,scrapingmonkey/mycareersfuture-scraper" } } } ``` 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 ` 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/95J1gvU8nvPvCvk8V/builds/rS6K87vyAOg4N2zuv/openapi.json