LinkedIn Profile Search Scraper (No Cookies) ✅ $4 per 1k Bulk

LinkedIn Profile Search Mass scraper

Our powerful tool helps you search LinkedIn Profiles by name and filter by companies, locations without compromising security or violating platform policies.

Key Benefits

• No cookies or account required: Access profile data without sharing cookies or risking account restrictions
• Low pricing: $4 per 1k profiles.
• Fast response times deliver data in seconds 🚀
• No caching, fresh data.
• Concurrency: each actor works scraping 6 profiles at a time.

How It Works

• (required) List of names to search. (e.g., John Doe, Jane Smith)
• (optionally) List of locations where they currently live (e.g., New York, San Francisco, London)
• (optionally) List of LinkedIn Company URLs where they currently work (e.g., google, meta, amazon)
• (optionally) List of LinkedIn School URLs where they studied (e.g., stanford-university, MIT)

Other params (optionally):

• maxItems - Maximum number of profiles to scrape per each search query. If you set to 0, it will scrape all available pages or up to 100 pages per search query.

Right now it works for searches by name. If you want to search by a job title or other query, it will find a small number of profiles, due to LinkedIn requires having common connections in order to expose profile URLs in the profile search, so scraper will get mostly anonymous "LinkedIn Member" in the search. It's possible to solve the issue, please let us know if you want us to add search by job title feature.

Data You'll Receive

• Profile summary and headline
• Current and previous work experience
• Educational qualifications
• Location and contact information
• Skills and endorsements
• Recommendations and connections
• Certifications and projects

Sample output data

Here is the example profile output of this actor:

{
  "id": "ACoAACLevxsBfWQoDUYkHyCP2jzl81cDAvckQEI",
  "publicIdentifier": "towhid-rahman",
  "lastName": "Rahman, PharmD",
  "firstName": "Towhid",
  "websites": [],
  "headline": "Pharmacology | Medical Science Liasion | Pharmacovigilence | Regulatory Toxicologist | Process Validation | Project Management | Leadership | Photography",
  "about": "I find myself at a unique crossroads where science meets compassion. With over eight years of experience in pharmacology, my journey has been fueled by a genuine desire to improve patient lives. Working at CVS Health has allowed me to interact with over 100 patients each week, guiding them through their health journeys not just by dispensing medications but by truly listening and building trust. It's incredibly rewarding to know I play a part in their well-being.\n\nIn my time as a Staff Pharmacist, I’ve exceeded daily production targets by 15% while ensuring timely service for more than 1,000 patients weekly. Collaborating with diverse pharmacy teams across Los Angeles has taught me the importance of understanding unique demographic needs. Whether it’s addressing medication safety or enhancing patient satisfaction through targeted counseling initiatives, I’m dedicated to creating solutions that resonate.\n\nOne of my proudest moments was during my internship at Harbor-UCLA Medical Center when I administered over 1,500 immunizations. This experience opened my eyes to the impact preventive healthcare can have on communities. By conducting health screenings and engaging patients directly about disease management education, I contributed to improved public health outcomes—something that drives me every day.\n\nOutside of my professional life, I have a passion for photography. This hobby allows me to express my creativity while honing my attention to detail—skills that translate seamlessly into my work. Capturing moments behind the lens reminds me how important it is to appreciate the little things in life.\n\nIf you're interested in discussing innovative approaches in product development or project management within the healthcare field—or if you simply want to chat about photography—I would love to connect! Feel free to reach out via email—let’s explore how we can make an impact together.\n\nSkills:\n- Patient Care Management\n- Medication Optimization\n- Process Validation\n- Project Management\n- Drug Utilization Review",
  "linkedinUrl": "https://www.linkedin.com/in/towhid-rahman",
  "photo": "https://media.licdn.com/dms/image/v2/C5603AQEbgBlEFwrtUg/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1567218693232?e=1752105600&v=beta&t=pTOAajCuWvMPTxd3S_IjPLOxDX_7YAoxTUZqM6sh2nQ",
  "location": {
    "linkedinText": "Los Angeles, CA",
    "countryCode": "US",
    "parsed": {
      "text": "Los Angeles, CA, United States",
      "countryCode": "US",
      "regionCode": null,
      "country": "United States",
      "countryFull": "United States of America",
      "state": "California",
      "city": "Los Angeles"
    }
  },
  "registeredAt": "2017-07-29T17:39:39.165Z",
  "topSkills": "Pharmacology • Patient Counseling",
  "connectionsCount": 257,
  "followerCount": 260,
  "currentPosition": [
    {
      "companyName": "CVS Health"
    }
  ],
  "experience": [
    {
      "location": "Thousand Oaks, California, United States",
      "companyLinkedinUrl": "https://www.linkedin.com/company/cvshealth/",
      "companyId": "4680",
      "companyUniversalName": "cvshealth",
      "duration": "1 yr 5 mos",
      "companyName": "CVS Health",
      "description": "*Exceeded daily production targets by 15% in a high-demand pharmacy environment while ensuring timely service delivery to over 1000 patients each week without compromising quality or accuracy.\n\n* Managed multiple priorities simultaneously by implementing efficient workflow strategies that significantly reduced prescription processing time by 20%, enhancing overall patient satisfaction scores.\n\n* Conducted comprehensive drug utilization reviews utilizing AI-driven tools to identify potential safety concerns, leading to a 30% reduction in adverse drug interactions reported among patients.\n\n* Delivered expert patient counseling on medication usage and interactions for over 50 individuals weekly, improving adherence rates by approximately 25% through personalized education efforts.\n\n* Executed state and federal controlled substance dispensing audits with zero discrepancies found, ensuring strict compliance with regulatory standards while proactively preventing misuse or fraud.",
      "position": "Staff Pharmacist | Prescription Dispensing, Drug Utilization Review, Regulatory Compliance",
      "startDate": {
        "month": "Jan",
        "year": 2024,
        "text": "Jan 2024"
      },
      "endDate": {
        "text": "Present"
      }
    },
    {
      "location": "Los Angeles, California, United States",
      "companyLinkedinUrl": "https://www.linkedin.com/company/cvshealth/",
      "companyId": "4680",
      "companyUniversalName": "cvshealth",
      "duration": "1 yr 2 mos",
      "companyName": "CVS Health",
      "description": "* Collaborated with over 30 diverse pharmacy teams across various locations to address unique demographic needs and overcome specific challenges in each community, enhancing service delivery by 25%.\n\n* Mentored pharmacy technicians and trained new staff members to promote teamwork and operational efficiency, reducing onboarding time by 40% through streamlined training processes.\n\n* Evaluated drug storage conditions and optimized handling procedures to maintain medication efficacy while ensuring colleague safety; achieved a compliance rate of 98% during inspections.\n\n* Assisted patients with insurance issues by providing affordable alternatives and encouraging adherence through proactive follow-ups; increased patient adherence rates by 20% over the year.",
      "position": "Support Pharmacist | Patient Care Management, Medication Optimization, Healthcare Collaboration",
      "startDate": {
        "month": "Nov",
        "year": 2022,
        "text": "Nov 2022"
      },
      "endDate": {
        "month": "Dec",
        "year": 2023,
        "text": "Dec 2023"
      }
    },
    {
      "location": "Los Angeles, California, United States",
      "companyLinkedinUrl": "https://www.linkedin.com/company/cvshealth/",
      "companyId": "4680",
      "companyUniversalName": "cvshealth",
      "duration": "4 yrs 1 mo",
      "companyName": "CVS Health",
      "description": "* Administered over 1,500 immunizations during tenure, significantly enhancing community access to preventive healthcare services and contributing to improved public health outcomes in Los Angeles.\n\n* Conducted health screenings for more than 2,000 patients, providing tailored wellness advice that promoted lifestyle modifications such as smoking cessation and weight management for long-term health benefits.\n\n* Meticulously reviewed prescribers' information (USPI) and medication guides to identify potential drug safety concerns. Educated over 100 patients weekly on safe medication use practices and enhanced their understanding of treatment plans.\n\n* Delivered evidence-based recommendations on medication allergies and interactions that addressed patient-specific concerns, resulting in a notable reduction in adverse drug events within the community.\n\n* Collaborated with pharmacy teams to manage inventory effectively, ensuring accurate stock levels which minimized waste from expired medications by 30% during the internship period.\n\n* Organized medication adherence programs that included refill reminders for over 200 patients monthly, successfully resolving insurance-related access challenges that improved overall patient satisfaction.",
      "position": "Intern Pharmacist | Immunization Administration, Patient Counseling, Medication Safety",
      "startDate": {
        "month": "Nov",
        "year": 2018,
        "text": "Nov 2018"
      },
      "endDate": {
        "month": "Nov",
        "year": 2022,
        "text": "Nov 2022"
      }
    },
    {
      "location": "California, United States",
      "companyLinkedinUrl": "https://www.linkedin.com/search/results/all/?keywords=VA+Greater+Los+Angeles+Healthcare+System",
      "companyName": "VA Greater Los Angeles Healthcare System",
      "duration": "5 mos",
      "position": "Intern Pharmacist | Health-Systems Ambulatory Care, Evidence-Based Therapy, Clinical Research",
      "employmentType": "Internship",
      "description": "* Analyzed over 100 patients’ medical charts to identify high-risk individuals for cardiovascular diseases, significantly improving targeted therapy recommendations and enhancing patient outcomes in the cardiology department.\n\n* Organized and facilitated cardiology clinics that increased patient throughput by 30%, ensuring timely access to essential healthcare services for veterans while collaborating with a multidisciplinary team.\n\n* Completed a comprehensive project on ‘Essential and Evidence-based Cardiovascular Disease Medicine Availability in Low-Cost Generic Drug Plans’, culminating in a poster presentation that informed hospital policy on medication accessibility.",
      "startDate": {
        "month": "Jan",
        "year": 2022,
        "text": "Jan 2022"
      },
      "endDate": {
        "month": "May",
        "year": 2022,
        "text": "May 2022"
      }
    },
    {
      "location": "California, United States",
      "companyLinkedinUrl": "https://www.linkedin.com/company/38115891/",
      "companyId": "38115891",
      "companyName": "Harbor-UCLA Medical Center",
      "duration": "2 mos",
      "position": "Intern Pharmacist | Ambulatory Care,  Patient Education, Disease Management",
      "employmentType": "Internship",
      "description": "* Implemented guideline-recommended drug therapy for diabetes and hyperlipidemia patients, positively impacting treatment adherence and health outcomes for a diverse patient population.\n\n* Conducted comprehensive patient interviews focused on disease management education, successfully enhancing patient understanding of their conditions and promoting healthier lifestyle choices.\n\n* Collaborated with healthcare teams to optimize medication regimens, ensuring safe and effective pharmacotherapy aligned with the latest clinical guidelines.\n\n* Documented patient interactions and outcomes meticulously, contributing to improved continuity of care and accurate health records for future reference.",
      "startDate": {
        "month": "Nov",
        "year": 2021,
        "text": "Nov 2021"
      },
      "endDate": {
        "month": "Dec",
        "year": 2021,
        "text": "Dec 2021"
      }
    },
    {
      "location": null,
      "companyLinkedinUrl": "https://www.linkedin.com/company/62210181/",
      "companyId": "62210181",
      "duration": "3 mos",
      "companyName": "Olive View-UCLA Medical Center",
      "description": "* Participated in daily medical rounds with interdisciplinary teams, delivering medication recommendations that enhanced patient care strategies and improved overall treatment outcomes for diverse patient populations.\n\n* Analyzed over 100 patient medical records to identify critical red flags, leading to tailored treatment plans that significantly improved medication adherence and therapeutic effectiveness for patients in a hospital setting.\n\n* Collaborated with healthcare professionals to ensure accurate medication management, contributing to a streamlined process that reduced potential drug interactions and optimized patient safety during hospital stays.",
      "position": "Intern Pharmacist | General Medicine, Medication Management, Clinical Analysis",
      "startDate": {
        "month": "Sep",
        "year": 2021,
        "text": "Sep 2021"
      },
      "endDate": {
        "month": "Nov",
        "year": 2021,
        "text": "Nov 2021"
      }
    },
    {
      "location": null,
      "companyLinkedinUrl": "https://www.linkedin.com/company/62210181/",
      "companyId": "62210181",
      "duration": "2 mos",
      "companyName": "Olive View-UCLA Medical Center",
      "description": "* Participated in the admission and discharge medication reconciliation process for over 50 patients weekly, ensuring accurate medication lists to enhance patient safety and continuity of care.\n\n* Delivered comprehensive patient discharge counseling sessions that improved understanding of medication regimens, leading to a 30% reduction in post-discharge complications among patients.\n\n* Analyzed clinical data to provide evidence-based recommendations for Guideline Directed Medication Therapy, optimizing treatment plans for diverse patient populations.",
      "position": "Intern Pharmacist | Transitional Care, Medication Reconciliation, Guideline Directed Therapy",
      "startDate": {
        "month": "Aug",
        "year": 2021,
        "text": "Aug 2021"
      },
      "endDate": {
        "month": "Sep",
        "year": 2021,
        "text": "Sep 2021"
      }
    },
    {
      "location": null,
      "companyLinkedinUrl": "https://www.linkedin.com/company/62210181/",
      "companyId": "62210181",
      "duration": "3 mos",
      "companyName": "Olive View-UCLA Medical Center",
      "description": "* Analyzed hospital pharmacy operations to identify inefficiencies, contributing to a 15% improvement in workflow efficiency during the internship period through targeted recommendations for process enhancements.\n\n* Actively participated in the identification and handling of expired medications, successfully reducing potential financial losses by approximately $10,000 through improved inventory management practices.\n\n* Completed a comprehensive project on expired medication management that provided actionable insights to the management team, leading to the implementation of new protocols for medication oversight.",
      "position": "Intern Pharmacist | Health-Systems Practice, Expired Medication Management, Financial Analysis",
      "startDate": {
        "month": "Jun",
        "year": 2021,
        "text": "Jun 2021"
      },
      "endDate": {
        "month": "Aug",
        "year": 2021,
        "text": "Aug 2021"
      }
    },
    {
      "location": "Dhaka, Bangladesh",
      "companyLinkedinUrl": "https://www.linkedin.com/search/results/all/?keywords=Bio-Xin+Pvt%2E+Ltd%2E",
      "companyName": "Bio-Xin Pvt. Ltd.",
      "duration": "1 yr 8 mos",
      "position": "Application Scientist | Particle Size Analysis, Pharmaceutical Consultation, Training Development",
      "employmentType": "Full-time",
      "description": "* Delivered expert consultation to over 50 pharmaceutical clients on drug particle size analysis, significantly enhancing their understanding of its impact on drug efficacy and performance metrics.\n\n* Conducted 15+ training sessions and workshops tailored to client needs, improving the operational proficiency of advanced particle size analysis systems for metered-dose inhalers and nasal sprays.\n\n* Collaborated with global cross-functional teams, including pharmaceutical companies and equipment manufacturers, driving innovation that resulted in a 30% increase in product quality standards across projects.\n\n* Developed customized training materials that addressed specific client challenges, leading to a 25% improvement in client satisfaction ratings regarding product performance and usability.",
      "startDate": {
        "month": "Sep",
        "year": 2011,
        "text": "Sep 2011"
      },
      "endDate": {
        "month": "Apr",
        "year": 2013,
        "text": "Apr 2013"
      }
    }
  ],
  "education": [
    {
      "title": "Western University of Health Sciences",
      "period": "Aug 2018 - May 2022",
      "link": "https://www.linkedin.com/company/26345/",
      "degree": "Doctor of Pharmacy, Pharmacy",
      "startDate": {
        "month": "Aug",
        "year": 2018,
        "text": "Aug 2018"
      },
      "endDate": {
        "month": "May",
        "year": 2022,
        "text": "May 2022"
      }
    },
    {
      "title": "KTH Royal Institute of Technology",
      "period": "Aug 2007 - Jan 2011",
      "link": "https://www.linkedin.com/company/4814/",
      "degree": "Master of Science, Biotechnology",
      "startDate": {
        "month": "Aug",
        "year": 2007,
        "text": "Aug 2007"
      },
      "endDate": {
        "month": "Jan",
        "year": 2011,
        "text": "Jan 2011"
      }
    }
  ],
  "certifications": [
    {
      "title": "Excel Essential Training (Microsoft 365)",
      "issuedAt": "Issued Sep 2023",
      "issuedBy": "LinkedIn",
      "issuedByLink": "https://www.linkedin.com/company/1337/"
    },
    {
      "title": "Excel Formulas and Functions Quick Tips",
      "issuedAt": "Issued Sep 2023",
      "issuedBy": "LinkedIn",
      "issuedByLink": "https://www.linkedin.com/company/1337/"
    }
  ],
  "receivedRecommendations": [],
  "skills": [
    {
      "name": "Drug Therapy Optimization"
    },
    {
      "name": "Medication Safety"
    }
  ],
  "languages": [
    {
      "language": "Bengali",
      "proficiency": "Native or bilingual proficiency"
    },
    {
      "language": "English",
      "proficiency": "Full professional proficiency"
    }
  ],
  "projects": [
    {
      "title": "Essential and Evidence-Based Cardiovascular Disease Medicine Availability in Low-Cost Generic Drug Plans",
      "description": "The project estimated the availability of essential and guideline-recommended cardiovascular medicines in low-cost generic drug programs in the United States.",
      "duration": "Jan 2022 - May 2022",
      "startDate": {
        "month": "Jan",
        "year": 2022,
        "text": "Jan 2022"
      },
      "endDate": {
        "month": "May",
        "year": 2022,
        "text": "May 2022"
      }
    },
    {
      "title": "Androgen Mediated Inhibition of STAT3 Phosphorylation and Lipogenesis in Liver",
      "description": "The study demonstrated that testosterone-mediated inhibition of pSTAT3 may contribute to the lipogenic gene expression in the liver.",
      "duration": "Apr 2009 - Nov 2009",
      "startDate": {
        "month": "Apr",
        "year": 2009,
        "text": "Apr 2009"
      },
      "endDate": {
        "month": "Nov",
        "year": 2009,
        "text": "Nov 2009"
      }
    }
  ],
  "publications": [
    {
      "title": "Evidence-Based Cardiovascular Disease Medicines' Availability in Low-Cost Generic Drug Programs in the United States: A Cross-Sectional Study",
      "publishedAt": "Annals of Internal Medicine · Sep 5, 2023",
      "link": "https://www.acpjournals.org/doi/10.7326/M23-0287"
    }
  ],
  "verified": true,
  "moreProfiles": [
    {
      "id": "ACoAAA_nDwcBTVvRoqkew8yv8Jywdibc5BuewRY",
      "firstName": "Millie",
      "lastName": "Rodriguez",
      "position": "Retired Principal's Secretary/Treasurer at North Beach Elementary",
      "publicIdentifier": "millie-rodriguez-80742675",
      "linkedinUrl": "https://www.linkedin.com/in/millie-rodriguez-80742675"
    },
    {
      "id": "ACoAACmTFLYBQykhd4ZrYbm7035Ita9hkLyrDfE",
      "firstName": "Beatriz",
      "lastName": "Q.",
      "position": "Sales Operations Analyst",
      "publicIdentifier": "bquinones2000",
      "linkedinUrl": "https://www.linkedin.com/in/bquinones2000"
    },
    {
      "id": "ACoAAC2r33QBz4r6f1fJVsFMMmNxC5OvzyfSMQk",
      "firstName": "Parastou",
      "lastName": "Divdad",
      "publicIdentifier": "parastou-divdad-130741194",
      "linkedinUrl": "https://www.linkedin.com/in/parastou-divdad-130741194"
    },
    {
      "id": "ACoAADRRD_IBvWWIk4nSfSKZGwqKttK4NF_eNtU",
      "firstName": "Jesus",
      "lastName": "Rottier",
      "publicIdentifier": "jesus-rottier",
      "linkedinUrl": "https://www.linkedin.com/in/jesus-rottier"
    },
    {
      "id": "ACoAAAQPJU8BLpBimqo7xv1VXFyF8lc6rIEfQP4",
      "firstName": "Jessica",
      "lastName": "Beck",
      "publicIdentifier": "jessica-beck-6939821a",
      "linkedinUrl": "https://www.linkedin.com/in/jessica-beck-6939821a"
    },
    {
      "id": "ACoAAAGlicUBs9QtbKIHETNZe7xDFf0JVSohnzc",
      "firstName": "H Frances",
      "lastName": "Reaves, Esq., Author of Boomers Booming",
      "position": "Elder Law Attorney | Medicaid Planning Specialist | Estate Planner | Author | Speaker",
      "publicIdentifier": "frances-reaves",
      "linkedinUrl": "https://www.linkedin.com/in/frances-reaves"
    },
    {
      "id": "ACoAABM8t8gBlF9jEWfE7BGK1yyG1sPkUv5YeyQ",
      "firstName": "Md",
      "lastName": "Solaiman",
      "publicIdentifier": "md-solaiman-5a010690",
      "linkedinUrl": "https://www.linkedin.com/in/md-solaiman-5a010690"
    },
    {
      "id": "ACoAAExUClQBdCKsvo8NLfk3HZMfrSLtXnxHlNs",
      "firstName": "Owenanschagrin",
      "lastName": "undefined",
      "position": "Principal Secretary at Envirotecture Design Service",
      "publicIdentifier": "owenanschagrin-undefined-158a422b8",
      "linkedinUrl": "https://www.linkedin.com/in/owenanschagrin-undefined-158a422b8"
    },
    {
      "id": "ACoAAC7OFXIBzudKTqDYxiiX5CeaFclgy0k47eA",
      "firstName": "Nicolet",
      "lastName": "Deeb, PharmD, RPh",
      "publicIdentifier": "nicolet-deeb-pharmd-rph-756b9319a",
      "linkedinUrl": "https://www.linkedin.com/in/nicolet-deeb-pharmd-rph-756b9319a"
    },
    {
      "id": "ACoAAA3AKxYBC9Ob0DvGWTN7KzkZZ9a13HdiTPY",
      "firstName": "Kelly",
      "lastName": "Goldstein",
      "position": "Administrative Assistant at City of Pembroke Pines",
      "publicIdentifier": "kelly-goldstein-78631565",
      "linkedinUrl": "https://www.linkedin.com/in/kelly-goldstein-78631565"
    },
    {
      "id": "ACoAAAj7ojEB0jCwaF5EbwwYJLXGJgV4txkTWfU",
      "firstName": "Rossy",
      "lastName": "Ibarra",
      "position": "Asistente de los AP",
      "publicIdentifier": "rossy-ibarra-89557b42",
      "linkedinUrl": "https://www.linkedin.com/in/rossy-ibarra-89557b42"
    }
  ]
}

Linkedin Profile Search API

The actor stores results in a dataset. You can export data in various formats such as CSV, JSON, XLS, etc. You can scrape and access data on demand using API.

Support and Feedback

We continuously enhance our tools based on user feedback. If you encounter technical issues or have suggestions for improvement:

• Create an issue on the actor’s Issues tab in Apify Console
• Chat with us on our Discord server
• Or contact us at contact@harvest-api.com