Glints Jobs Scraper: Automate Job Data Collection from Southeast Asia's Top Hiring Platform

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What Is Glints.com?

Glints.com is Southeast Asia's leading job platform, connecting millions of professionals with tech, startup, and corporate opportunities across Singapore, Indonesia, Malaysia, and beyond. The platform hosts thousands of active job postings ranging from internships to senior management roles. Extracting and analyzing this data manually is tedious — the Glints Jobs Scraper automates job detail collection, transforming raw listings into structured, actionable data.

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Overview

The Glints Jobs Details Scraper extracts comprehensive job listings from Glints.com, capturing 60+ structured fields per listing. It's ideal for:

• Recruitment agencies tracking talent market trends and competitor postings
• Job aggregator platforms building multi-source job databases
• HR analysts benchmarking salaries and job requirements across industries
• Career researchers studying employment patterns in Southeast Asia
• Talent acquisition teams monitoring hiring activity by company and skill

Key strengths include high-volume collection (up to 200 items per URL), graceful error handling with ignore_url_failures, and comprehensive field coverage spanning company details, salary ranges, application requirements, and hiring status.

---

Input Format

The scraper accepts a JSON configuration object with the following parameters:

{
  "urls": [
    "https://glints.com/sg/opportunities/jobs/design-intern/d2e72582-6e97-4f69-859a-b694de0e523c?utm_referrer=explore&traceInfo=6d6560b5-04b9-419b-965e-4106ea3e9c59",
    "https://glints.com/sg/opportunities/jobs/freelance-interior-drafter-design-assistant-remote-bali/94d00aca-01bc-4ec5-a44d-2c57d6fe570e"
  ],
  "max_items_per_url": 200,
  "ignore_url_failures": true
}

Parameter	Type	Description
urls	Array	Individual Glints job detail page URLs. Paste URLs one by one or use bulk edit to add multiple links at once
max_items_per_url	Integer	Maximum records collected per URL (e.g., 200). Higher values increase execution time
ignore_url_failures	Boolean	If true, the scraper skips failed URLs and continues running. Set to false to stop on first failure

Tip: Extract URLs directly from Glints job detail pages — they contain the job ID and trace info needed for accurate data collection. Test with 1-2 URLs before scaling to large batches.

---

Output Format

Sample output

{
  "city_id": 127215,
  "city_sub_division_id": null,
  "company_id": "d0571e3b-7368-4d6d-b05d-d3cbb2ac3dcd",
  "country_code": "SG",
  "district_id": "d788d97a-8634-40eb-9303-0dcb00044a14",
  "hierarchical_job_category_id": "1b03be80-4e69-4e98-b5ff-68a4222f3990",
  "job_skills": [
    {
      "must_have": true,
      "skill": {
        "id": "7dcd39cf-5ebe-4239-af75-0061ec2f8e6d",
        "name": "Attention to Detail",
        "translation_key": "text-skill-attention-to-detail"
      }
    },
    {
      "must_have": true,
      "skill": {
        "id": "70dc3140-a29a-4bbb-a8ef-5effc4ef3e43",
        "name": "Graphic Design",
        "translation_key": "text-skill-graphic-design"
      }
    },
    {
      "must_have": true,
      "skill": {
        "id": "f996d4e2-77f1-4998-89c3-cb6b9a4f2b7c",
        "name": "Adobe Photoshop",
        "translation_key": "text-skill-adobe-photoshop"
      }
    },
    {
      "must_have": true,
      "skill": {
        "id": "48fba095-03ee-4720-a5ef-27956668ed54",
        "name": "Microsoft Excel",
        "translation_key": "text-skill-microsoft-excel"
      }
    }
  ],
  "accepts_foreign_applications": false,
  "attachments_json_string": "[]",
  "banner_pic": null,
  "bookmark_id": null,
  "can_user_apply_with_reason": {
    "can_apply": true,
    "reason": ""
  },
  "city": {
    "country": {
      "calling_code": "SG",
      "calling_codes": [
        "+65"
      ],
      "code": "SG",
      "currency": [
        "SGD"
      ],
      "demonym": "Singaporean",
      "id": "SG",
      "name": "Singapore"
    },
    "id": 127215,
    "name": "Singapore"
  },
  "closed_at": null,
  "company": {
    "industry_id": 25,
    "location_id": "2abcd874-322d-4eb1-b521-eb9491ffece9",
    "address": "ARK @ Gambas 7 Gambas Crescent, #05-24 Singapore 757087",
    "banner_pic": "4e257cb983e21115ab5209e068ada14c.jpg",
    "brand_name": null,
    "created_at": "2022-12-17T01:23:42.599Z",
    "description_json_string": "{\"blocks\":[{\"key\":\"6fgcs\",\"data\":{},\"text\":\"DTC World is a premium and POSM merchandise solution company, with full-fledged capabilities in global fulfilment that is backed by decades-long experience in the industry.\",\"type\":\"unstyled\",\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[]},{\"key\":\"ds2ri\",\"data\":{},\"text\":\"The formula for our company’s steady relevance as one of the major players in the industry, spanning over twenty years, is epitomised by our in-depth proficiency in licensing character merchandise, further supported by a constellation of comprehensive and innovative solutions.\",\"type\":\"unstyled\",\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[]},{\"key\":\"ck1bm\",\"data\":{},\"text\":\"From design conceptualisation and ideation, to product sourcing and production QC, all the way to order fulfilment and digital portal — we are humbled to have assisted some of the largest multinational organisations across the globe in their marketing campaigns through our expertise.\",\"type\":\"unstyled\",\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[]}],\"entityMap\":{}}",
    "display_name": "DTC World Corporation",
    "id": "d0571e3b-7368-4d6d-b05d-d3cbb2ac3dcd",
    "industry": {
      "id": 25,
      "name": "Consumer Goods"
    },
    "is_approved_to_talent_hunt": false,
    "is_hiring": false,
    "is_v_i_p": false,
    "is_v_i_p_free_trial": false,
    "local_office": true,
    "logo": "40277ca0b530f7589b6d3e1c6dbe0feb.png",
    "name": "DTC World Corporation",
    "photos_json_string": "[\"4faa88776622e682345063cf417d141c.jpeg\",\"bb3281de8dc2ce10e990e1ff3fe5c633.jpeg\",\"977cdb241157a995a56a362294da9124.jpeg\"]",
    "size": "BETWEEN_11_AND_50",
    "social_media_sites_json_string": "{\"instagram\":null,\"twitter\":null,\"facebook\":\"DTCWorldCorporation\",\"linkedin\":\"dtc-world\"}",
    "status": "VERIFIED",
    "tagline": "DTC World is a premium and POSM merchandise solution company, with full-fledged capabilities in global fulfilment that is backed by decades-long experience in the industry.",
    "verification_tier": {
      "type": "LEGAL_DOCUMENTS"
    },
    "video": null,
    "website": "https://dtcworld.com"
  },
  "company_address": {
    "additional_address_info": null,
    "company_id": "d0571e3b-7368-4d6d-b05d-d3cbb2ac3dcd",
    "creator_id": "cb327a2f-f7a0-4fc3-a07a-2be9f79b59f7",
    "id": "8fb3fd0e-4a8f-44a1-a3a0-4d533d47792c",
    "location_id": "d788d97a-8634-40eb-9303-0dcb00044a14",
    "poi": {
      "address_label": "ARK @ Gambas 7 Gambas Crescent, #05-24 Singapore 757087",
      "coordinate": {
        "latitude": 1.4447896,
        "longitude": 103.8129958
      },
      "id": "8fb3fd0e-4a8f-44a1-a3a0-4d533d47792c",
      "location_id": "d788d97a-8634-40eb-9303-0dcb00044a14",
      "name": "ARK @ Gambas 7 Gambas Crescent, #05-24 Singapore 757087",
      "place_id": "8fb3fd0e-4a8f-44a1-a3a0-4d533d47792c-d788d97a-8634-40eb-9303-0dcb00044a14-1.4447896-103.8129958",
      "provider": "SELF"
    },
    "point_of_interest_id": "8fb3fd0e-4a8f-44a1-a3a0-4d533d47792c",
    "status": "ACTIVE"
  },
  "country": {
    "calling_code": "SG",
    "calling_codes": [
      "+65"
    ],
    "code": "SG",
    "currency": [
      "SGD"
    ],
    "demonym": "Singaporean",
    "id": "SG",
    "name": "Singapore"
  },
  "created_at": "2024-11-06T02:11:46.839Z",
  "creator": {
    "id": "7bbfec3f-cc86-4f78-ae9d-d64fd7df2cf2",
    "image": "",
    "is_high_response_rate": false,
    "last_seen": "2026-07-15T04:34:48Z",
    "name": "Sharon Yeow",
    "online": false
  },
  "creator_id": "7bbfec3f-cc86-4f78-ae9d-d64fd7df2cf2",
  "creator_response_rate": null,
  "creator_response_time": null,
  "description_json_string": "{\"blocks\":[{\"type\":\"unstyled\",\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[{\"length\":16,\"offset\":0,\"style\":\"BOLD\"}],\"key\":\"3iaaa\",\"data\":{},\"text\":\"Job Description:\"},{\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[],\"key\":\"90qlf\",\"data\":{},\"text\":\"\",\"type\":\"unstyled\"},{\"text\":\"Utilize Adobe Photoshop to edit and enhance photos, ensuring they meet quality standards for use in our product catalogues and marketing materials.\",\"type\":\"unordered-list-item\",\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[],\"key\":\"flm3l\",\"data\":{}},{\"text\":\"Capture high-quality images of products for marketing use, ensuring photos align with brand guidelines and aesthetic standards.\",\"type\":\"unordered-list-item\",\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[],\"key\":\"bsdue\",\"data\":{}},{\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[],\"key\":\"42kn5\",\"data\":{},\"text\":\"Conduct preliminary market research focused on industry trends and consumer behaviors. Gather data that will inform design choices and marketing strategies.\",\"type\":\"unordered-list-item\"},{\"entityRanges\":[],\"inlineStyleRanges\":[],\"key\":\"6qq1h\",\"data\":{},\"text\":\"Regularly update and maintain the sample inventory at the local office. Ensure that the inventory is organized and accurately reflects available materials.\",\"type\":\"unordered-list-item\",\"depth\":0},{\"data\":{},\"text\":\"Document, track, and organize sample products efficiently, facilitating easy access for stakeholders.\",\"type\":\"unordered-list-item\",\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[],\"key\":\"e13b3\"},{\"inlineStyleRanges\":[],\"key\":\"ahhp3\",\"data\":{},\"text\":\"Any other related adhoc tasks\",\"type\":\"unordered-list-item\",\"depth\":0,\"entityRanges\":[]},{\"inlineStyleRanges\":[],\"key\":\"bn7a6\",\"data\":{},\"text\":\"\",\"type\":\"unstyled\",\"depth\":0,\"entityRanges\":[]},{\"data\":{},\"text\":\"Requirement:\",\"type\":\"unstyled\",\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[{\"style\":\"BOLD\",\"length\":12,\"offset\":0}],\"key\":\"2ucfk\"},{\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[],\"key\":\"cdrdr\",\"data\":{},\"text\":\"Currently pursuing a diploma degree in Business, Marketing, or a related field.\",\"type\":\"unordered-list-item\"},{\"key\":\"eekdg\",\"data\":{},\"text\":\"Strong attention to detail and a meticulous approach to handling data and conducting research.\",\"type\":\"unordered-list-item\",\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[]},{\"data\":{},\"text\":\"Proficient in the use of Adobe Photoshop or a willingness to learn; previous experience is a strong plus.\",\"type\":\"unordered-list-item\",\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[],\"key\":\"ihpe\"},{\"inlineStyleRanges\":[],\"key\":\"6bcff\",\"data\":{},\"text\":\"An ability to work both independently and as part of a dynamic team.\",\"type\":\"unordered-list-item\",\"depth\":0,\"entityRanges\":[]},{\"entityRanges\":[],\"inlineStyleRanges\":[],\"key\":\"bmp35\",\"data\":{},\"text\":\"Excellent communication and organizational skills.\",\"type\":\"unordered-list-item\",\"depth\":0},{\"key\":\"dv0rf\",\"data\":{},\"text\":\"A proactive mindset and an eagerness to learn and take on new challenges.\",\"type\":\"unordered-list-item\",\"depth\":0,\"entityRanges\":[],\"inlineStyleRanges\":[]}],\"entityMap\":{}}",
  "education_level": "SECONDARY_SCHOOL",
  "end_date": null,
  "exp_info": "",
  "expiry_date": "2026-08-15",
  "external_apply_url": null,
  "fraud_report_flag": null,
  "gender": null,
  "hierarchical_job_category": {
    "default_name": "Designer Assistant",
    "id": "1b03be80-4e69-4e98-b5ff-68a4222f3990",
    "is_paid_job_possible": false,
    "level": 3,
    "name": "Designer Assistant",
    "parents": [
      {
        "default_name": "Visual & Interactive Design",
        "id": "1859c8de-c1b8-45e6-8d7e-21f282d63c95",
        "is_paid_job_possible": false,
        "level": 2,
        "name": "Visual & Interactive Design",
        "parents": [
          {
            "default_name": "Design",
            "id": "0a9f9b0d-d2b1-44f0-8851-81129cf49970",
            "is_paid_job_possible": false,
            "level": 1,
            "name": "Design"
          }
        ]
      },
      {
        "default_name": "Design",
        "id": "0a9f9b0d-d2b1-44f0-8851-81129cf49970",
        "is_paid_job_possible": false,
        "level": 1,
        "name": "Design"
      }
    ],
    "hierarchical_job_category_id": "1b03be80-4e69-4e98-b5ff-68a4222f3990"
  },
  "id": "d2e72582-6e97-4f69-859a-b694de0e523c",
  "interview_process_json_string": null,
  "is_actively_hiring": null,
  "is_applied": false,
  "is_cover_letter_mandatory": false,
  "is_education_required_for_candidate": false,
  "is_high_response_rate": false,
  "is_hot": false,
  "is_location_required_for_candidate": false,
  "is_matched": null,
  "is_profile_pic_required": false,
  "is_public": true,
  "is_remote": false,
  "is_resume_required_for_candidate": false,
  "job_source": "EMPLOYER",
  "labels": [],
  "location": {
    "administrative_level_name": "Planning Area",
    "country_code": "SG",
    "formatted_name": "Sembawang",
    "id": "d788d97a-8634-40eb-9303-0dcb00044a14",
    "latitude": 1.4557469777070757,
    "level": 4,
    "longitude": 103.81882799414701,
    "name": "Sembawang",
    "parents": [
      {
        "administrative_level_name": "Region",
        "country_code": "SG",
        "formatted_name": "North",
        "id": "2abcd874-322d-4eb1-b521-eb9491ffece9",
        "latitude": 1.43042,
        "level": 3,
        "longitude": 103.789317,
        "name": "North",
        "parents": [
          {
            "administrative_level_name": "Province",
            "country_code": "SG",
            "formatted_name": "Singapore",
            "id": "67fa986e-456c-4935-9734-38cbf550303a",
            "latitude": 1.3475123579705577,
            "level": 2,
            "longitude": 103.84435367647565,
            "name": "Singapore",
            "parents": [
              {
                "administrative_level_name": "Country",
                "country_code": "SG",
                "formatted_name": "Singapore",
                "id": "cfea3935-c2f0-4f28-8f40-625f97bb3adc",
                "latitude": 1.3475123579705577,
                "level": 1,
                "longitude": 103.84435367647565,
                "name": "Singapore",
                "slug": "singapore"
              }
            ],
            "slug": "singapore"
          },
          {
            "administrative_level_name": "Country",
            "country_code": "SG",
            "formatted_name": "Singapore",
            "id": "cfea3935-c2f0-4f28-8f40-625f97bb3adc",
            "latitude": 1.3475123579705577,
            "level": 1,
            "longitude": 103.84435367647565,
            "name": "Singapore",
            "slug": "singapore"
          }
        ],
        "slug": "north"
      },
      {
        "administrative_level_name": "Province",
        "country_code": "SG",
        "formatted_name": "Singapore",
        "id": "67fa986e-456c-4935-9734-38cbf550303a",
        "latitude": 1.3475123579705577,
        "level": 2,
        "longitude": 103.84435367647565,
        "name": "Singapore",
        "parents": [
          {
            "administrative_level_name": "Country",
            "country_code": "SG",
            "formatted_name": "Singapore",
            "id": "cfea3935-c2f0-4f28-8f40-625f97bb3adc",
            "latitude": 1.3475123579705577,
            "level": 1,
            "longitude": 103.84435367647565,
            "name": "Singapore",
            "slug": "singapore"
          }
        ],
        "slug": "singapore"
      },
      {
        "administrative_level_name": "Country",
        "country_code": "SG",
        "formatted_name": "Singapore",
        "id": "cfea3935-c2f0-4f28-8f40-625f97bb3adc",
        "latitude": 1.3475123579705577,
        "level": 1,
        "longitude": 103.84435367647565,
        "name": "Singapore",
        "slug": "singapore"
      }
    ],
    "slug": "sembawang"
  },
  "max_age": null,
  "max_years_of_experience": 1,
  "min_age": null,
  "min_years_of_experience": 0,
  "one_tap_apply": {
    "is_eligible": false
  },
  "resume_required_status": "OPTIONAL",
  "salaries": [
    {
      "currency_code": "SGD",
      "id": "d8f0478e-ba9b-47a9-8638-e748efb94cf1",
      "max_amount": 1000,
      "min_amount": 800,
      "payment_frequency": null,
      "salary_mode": "MONTH",
      "salary_type": "BASIC"
    }
  ],
  "screening_questions_enabled": false,
  "should_publish_on_linkedin": false,
  "should_show_benefits": true,
  "should_show_salary": true,
  "skills": [
    {
      "must_have": true,
      "skill": {
        "id": "7dcd39cf-5ebe-4239-af75-0061ec2f8e6d",
        "name": "Attention to Detail",
        "translation_key": "text-skill-attention-to-detail"
      }
    },
    {
      "must_have": true,
      "skill": {
        "id": "70dc3140-a29a-4bbb-a8ef-5effc4ef3e43",
        "name": "Graphic Design",
        "translation_key": "text-skill-graphic-design"
      }
    },
    {
      "must_have": true,
      "skill": {
        "id": "f996d4e2-77f1-4998-89c3-cb6b9a4f2b7c",
        "name": "Adobe Photoshop",
        "translation_key": "text-skill-adobe-photoshop"
      }
    },
    {
      "must_have": true,
      "skill": {
        "id": "48fba095-03ee-4720-a5ef-27956668ed54",
        "name": "Microsoft Excel",
        "translation_key": "text-skill-microsoft-excel"
      }
    }
  ],
  "source": "NATIVE",
  "start_date": null,
  "status": "OPEN",
  "title": "Design Intern",
  "trace_info": "6d6560b5-04b9-419b-965e-4106ea3e9c59",
  "type": "INTERNSHIP",
  "updated_at": "2026-07-15T03:49:48.204Z",
  "work_arrangement_option": "ONSITE"
}

Each scraped job returns a comprehensive record with 60+ fields organized into logical categories:

Identification & Status

Field	Meaning
ID	Unique Glints identifier for the job posting
Title	Job title as displayed on the listing
Status	Current posting status (e.g., active, closed, draft)
Is Public	Whether the listing is publicly visible
Is Actively Hiring	Whether the company is currently accepting applications
Is Hot	Popular/trending job indicator
Trace Info	Session tracking code for application analytics
Job Source	Where the listing originated (organic, partner, etc.)

Company Information

Field	Meaning
Company	Employer name and company profile data
Company ID	Unique identifier for the employer
Company Address	Physical office or registered business address
Creator	User/account that created the job posting
Creator ID	Unique identifier for the poster
Creator Response Rate	Percentage of applications this poster typically responds to
Creator Response Time	Average response time for this employer (measured in hours/days)
Is High Response Rate	Boolean flag indicating reliable/responsive employer

Location & Geography

Field	Meaning
City	Job posting city (e.g., Singapore, Jakarta, Bangkok)
City ID	Database identifier for the city
City Sub Division ID	District or administrative subdivision ID
District ID	Specific district or area code
Country	Country where the job is located
Country Code	ISO country code (e.g., SG, ID, MY)
Location	Full location string as displayed to candidates
Is Remote	Whether the role is fully or partially remote
Is Location Required For Candidate	Whether candidates must be in the specified location

Job Details & Requirements

Field	Meaning
Description JSON String	Full job description in JSON format (includes rich text, formatting, embedded links)
Type	Employment type (full-time, part-time, contract, freelance, internship)
Work Arrangement Option	Work mode flexibility (on-site, remote, hybrid)
Hierarchical Job Category	Industry classification (e.g., Engineering, Design, Sales)
Hierarchical Job Category ID	Numeric ID for the job category
Skills	Array of required or preferred skills
Job Skills	Structured skill tags extracted from description
Experience Info	Experience requirements as text (e.g., "3-5 years")
Education Level	Minimum education required (high school, bachelor, master, PhD)
Is Education Required For Candidate	Whether education is a mandatory requirement

Compensation & Salary

Field	Meaning
Salaries	Salary data including min, max, currency, and frequency (monthly/yearly)
Should Show Salary	Whether salary is publicly displayed on the listing
Should Show Benefits	Whether benefits/perks are displayed

Age & Experience Requirements

Field	Meaning
Min Age	Minimum age requirement for applicants
Max Age	Maximum age requirement (if specified)
Min Years Of Experience	Minimum years of relevant work experience required
Max Years Of Experience	Maximum experience threshold (if applicable)
Gender	Gender-based restrictions or preferences (if any)

Application & Screening

Field	Meaning
Is Applied	Whether the current user has already applied
Can User Apply With Reason	Whether users can apply with additional context/reason
Is Cover Letter Mandatory	Whether applicants must submit a cover letter
Is Resume Required For Candidate	Whether a resume is required
Resume Required Status	Resume submission status (required, optional, not needed)
Is Profile Picture Required	Whether applicant profile picture is needed
Screening Questions Enabled	Whether employer has set up screening questions
Interview Process JSON String	Detailed interview process steps in JSON format
External Apply URL	Link if applications redirect to external site
One Tap Apply	Quick-apply feature availability for matched profiles
Accepts Foreign Applications	Whether international candidates can apply

Engagement & Preferences

Field	Meaning
Bookmark ID	Internal ID if the job is bookmarked
Is Matched	Whether job matches user's profile/preferences
Should Publish On LinkedIn	Company's intent to cross-post on LinkedIn
Banner Picture	Featured image URL for the job posting
Attachments JSON String	Attached files (documents, images) in JSON format
Labels	Internal tags or categories for the posting

Dates & Deadlines

Field	Meaning
Start Date	Expected job start date
End Date	Job contract end date (if applicable)
Expiry Date	Application deadline date
Closed At	Timestamp when posting was closed (if no longer active)
Created At	When the listing was first published
Updated At	Last modification timestamp

Flags & Moderation

Field	Meaning
Fraud Report Flag	Whether the posting has been flagged as suspicious
Source	Data source indicator (web scrape, API feed, etc.)

---

How to Use

1. Collect job URLs — Navigate to Glints.com, search for jobs, and open individual job detail pages. Copy the full URL including query parameters.

2. Prepare your input — Paste URLs into the urls array. You can add single URLs or bulk import a list:

{
     "urls": ["url1", "url2", "url3"],
     "max_items_per_url": 200,
     "ignore_url_failures": true
   }

3. Configure limits — Adjust max_items_per_url based on your needs (default: 200). Higher limits mean longer processing time.

4. Enable error handling — Set ignore_url_failures: true to skip broken links and continue running without interruption.

5. Run the scraper — Start the actor and monitor progress in the run log. Real-time status updates show URLs being processed.

6. Export results — Download data as JSON, CSV, Excel, or directly to cloud storage (Google Drive, Dropbox, etc.).

Best practices:

• Test with 2-3 URLs first to verify output structure
• Use max_items_per_url: 200 for comprehensive data collection
• Always enable ignore_url_failures for batch runs
• Monitor API rate limits to avoid temporary blocks

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Use Cases & Business Value

• Talent intelligence: Monitor hiring trends by company, location, and skill demand across Southeast Asia
• Salary benchmarking: Analyze compensation ranges for role comparisons and career planning
• Competitive analysis: Track competitor hiring activity, job requirements, and employer branding
• Job aggregation: Feed Glints data into multi-source job boards and talent platforms
• Market research: Study employment landscape and skill gaps in tech and corporate sectors

The Glints Jobs Scraper eliminates hours of manual browsing, delivering clean, structured data that integrates seamlessly into spreadsheets, databases, or analytics dashboards.

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Conclusion

The Glints Jobs Scraper is a powerful tool for anyone needing structured employment data from Southeast Asia's premier job platform. With 60+ data fields covering compensation, requirements, company details, and application processes, it transforms job listings into actionable intelligence for recruitment, research, and business development. Start extracting data today and unlock insights that drive smarter hiring and talent decisions.