Vexaloom Labs

LinkedIn Trending Posts & Top Voices Feed Scraper

Pull LinkedIn's trending and top-performing posts by topic keyword, with reaction/comment/repost counts, a per-reaction-type breakdown, author headline, and media type, so you can filter by engagement thresholds, date window, or media type.

Input schema

Input fields, types, required flags, descriptions, defaults, and prefills come from the published definition. Prefill examples are distinct from defaults.

FieldTypeRequiredDescription
modestringoptionalWhat to scrape. 'Top Content directory' crawls LinkedIn's public curated topic pages; 'Top Voices class' reads a quarterly LinkedIn News honoree list; 'Post URLs' enriches specific public posts.
topicsarrayoptionalPick one or more Top Content topics or subtopics, or paste any /top-content/... path or URL (custom values are accepted). Topic page = ~9-10 ranked posts; subtopics add ~20 more pages each. (mode=topContent/auto)
maxDepthstringoptionalHow deep to crawl each selected topic. 2 = the topic page only (~10 posts); 3 = topic + its 20 subtopics; 4 = subtopics + their leaves (very large; use maxPosts). (mode=topContent/auto)
Show all input fields
FieldTypeRequiredDescription
modestringoptionalWhat to scrape. 'Top Content directory' crawls LinkedIn's public curated topic pages; 'Top Voices class' reads a quarterly LinkedIn News honoree list; 'Post URLs' enriches specific public posts.
topicsarrayoptionalPick one or more Top Content topics or subtopics, or paste any /top-content/... path or URL (custom values are accepted). Topic page = ~9-10 ranked posts; subtopics add ~20 more pages each. (mode=topContent/auto)
maxDepthstringoptionalHow deep to crawl each selected topic. 2 = the topic page only (~10 posts); 3 = topic + its 20 subtopics; 4 = subtopics + their leaves (very large; use maxPosts). (mode=topContent/auto)
startUrlsarrayoptionalExact /top-content/... pages to scrape instead of expanding topics. Each page returns its ranked posts only. (mode=topContent/auto)
postUrlsarrayoptionalPublic LinkedIn post URLs to enrich directly: /posts/..., /feed/update/urn:li:activity|share|ugcPost:..., or country subdomains. (mode=postUrls/auto)
topVoiceClassUrlsarrayoptionalLinkedIn News Top Voices class articles (/pulse/...). Leave empty to use the latest US class. (mode=topVoices/auto)
maxVoicesintegeroptionalMaximum Top Voices honorees to return after deduplication. (mode=topVoices)
maxPostsintegeroptionalMaximum posts to deliver after deduplication, filtering and sorting. Depth 2 across one topic usually has fewer than 10 unique posts; deeper crawls have more.
sortBystringoptionalOrder of the delivered posts. 'LinkedIn rank' preserves each page's editorial order.
dateRangestringoptionalOnly return posts published inside this window. LinkedIn Top Content is a curated archive, so 24h/7d/30d windows are often empty.
postedAfterstringoptionalOnly return posts published on or after this date (YYYY-MM-DD).
postedBeforestringoptionalOnly return posts published on or before this date (YYYY-MM-DD).
minReactionsintegeroptionalOnly return posts with at least this many reactions.
minCommentsintegeroptionalOnly return posts with at least this many comments.
mediaTypeFilterstringoptionalOnly return posts of one media type. Public Top Content pages contain text, image, video and article posts.
onlyInfluencersbooleanoptionalReturn only posts whose author carries LinkedIn's public 'Influencer' badge. This is not the same as a Top Voices class membership.
includeCommentsbooleanoptionalAttach the public comments embedded on each post page (up to maxComments).
maxCommentsintegeroptionalComments to keep per post. Public post pages embed about 10.
includeVideoTranscriptbooleanoptionalAdd the transcript when a public video post publishes one.
proxyConfigurationobjectoptionalOptional proxy override. The actor works without a proxy; it only falls back to Apify's datacenter proxy if LinkedIn blocks the request.

Download the published input schema

View complete JSON
{
  "properties": {
    "dateRange": {
      "default": "",
      "description": "Only return posts published inside this window. LinkedIn Top Content is a curated archive, so 24h/7d/30d windows are often empty.",
      "editor": "select",
      "enum": [
        "",
        "24h",
        "7d",
        "30d",
        "90d",
        "1y"
      ],
      "enumTitles": [
        "Any time",
        "Past 24 hours",
        "Past week",
        "Past month",
        "Past 90 days",
        "Past year"
      ],
      "prefill": "",
      "title": "Date Range",
      "type": "string"
    },
    "includeComments": {
      "default": true,
      "description": "Attach the public comments embedded on each post page (up to maxComments).",
      "editor": "checkbox",
      "prefill": true,
      "title": "Include Top Comments",
      "type": "boolean"
    },
    "includeVideoTranscript": {
      "default": false,
      "description": "Add the transcript when a public video post publishes one.",
      "editor": "checkbox",
      "prefill": false,
      "title": "Include Video Transcript",
      "type": "boolean"
    },
    "maxComments": {
      "default": 10,
      "description": "Comments to keep per post. Public post pages embed about 10.",
      "editor": "number",
      "maximum": 10,
      "minimum": 1,
      "prefill": 10,
      "title": "Max Comments per Post",
      "type": "integer"
    },
    "maxDepth": {
      "default": "2",
      "description": "How deep to crawl each selected topic. 2 = the topic page only (~10 posts); 3 = topic + its 20 subtopics; 4 = subtopics + their leaves (very large; use maxPosts). (mode=topContent/auto)",
      "editor": "select",
      "enum": [
        "2",
        "3",
        "4"
      ],
      "enumTitles": [
        "Topic pages (fast)",
        "Topic + subtopics",
        "Topic + subtopics + leaves (deep)"
      ],
      "prefill": "2",
      "title": "Topic Depth",
      "type": "string"
    },
    "maxPosts": {
      "default": 50,
      "description": "Maximum posts to deliver after deduplication, filtering and sorting. Depth 2 across one topic usually has fewer than 10 unique posts; deeper crawls have more.",
      "editor": "number",
      "maximum": 5000,
      "minimum": 1,
      "prefill": 3,
      "title": "Max Posts",
      "type": "integer"
    },
    "maxVoices": {
      "default": 100,
      "description": "Maximum Top Voices honorees to return after deduplication. (mode=topVoices)",
      "editor": "number",
      "maximum": 500,
      "minimum": 1,
      "prefill": 100,
      "title": "Max Honorees",
      "type": "integer"
    },
    "mediaTypeFilter": {
      "default": "",
      "description": "Only return posts of one media type. Public Top Content pages contain text, image, video and article posts.",
      "editor": "select",
      "enum": [
        "",
        "text",
        "image",
        "video",
        "article"
      ],
      "enumTitles": [
        "All types",
        "Text only",
        "Image",
        "Video",
        "Article"
      ],
      "prefill": "",
      "title": "Media Type Filter",
      "type": "string"
    },
    "minComments": {
      "default": 0,
      "description": "Only return posts with at least this many comments.",
      "editor": "number",
      "maximum": 1000000000,
      "minimum": 0,
      "prefill": 0,
      "title": "Minimum Comments",
      "type": "integer"
    },
    "minReactions": {
      "default": 0,
      "description": "Only return posts with at least this many reactions.",
      "editor": "number",
      "maximum": 1000000000,
      "minimum": 0,
      "prefill": 0,
      "title": "Minimum Reactions",
      "type": "integer"
    },
    "mode": {
      "default": "auto",
      "description": "What to scrape. 'Top Content directory' crawls LinkedIn's public curated topic pages; 'Top Voices class' reads a quarterly LinkedIn News honoree list; 'Post URLs' enriches specific public posts.",
      "editor": "select",
      "enum": [
        "auto",
        "topContent",
        "topVoices",
        "postUrls"
      ],
      "enumTitles": [
        "Automatic",
        "Top Content directory",
        "Top Voices class",
        "Specific post URLs"
      ],
      "prefill": "topContent",
      "title": "Mode",
      "type": "string"
    },
    "onlyInfluencers": {
      "default": false,
      "description": "Return only posts whose author carries LinkedIn's public 'Influencer' badge. This is not the same as a Top Voices class membership.",
      "editor": "checkbox",
      "prefill": false,
      "title": "Only Influencer-Badged Authors",
      "type": "boolean"
    },
    "postUrls": {
      "default": [],
      "description": "Public LinkedIn post URLs to enrich directly: /posts/..., /feed/update/urn:li:activity|share|ugcPost:..., or country subdomains. (mode=postUrls/auto)",
      "editor": "stringList",
      "maxItems": 2000,
      "prefill": [],
      "title": "Post URLs",
      "type": "array"
    },
    "postedAfter": {
      "dateType": "absolute",
      "default": "",
      "description": "Only return posts published on or after this date (YYYY-MM-DD).",
      "editor": "datepicker",
      "prefill": "",
      "title": "Posted After",
      "type": "string"
    },
    "postedBefore": {
      "dateType": "absolute",
      "default": "",
      "description": "Only return posts published on or before this date (YYYY-MM-DD).",
      "editor": "datepicker",
      "prefill": "",
      "title": "Posted Before",
      "type": "string"
    },
    "proxyConfiguration": {
      "description": "Optional proxy override. The actor works without a proxy; it only falls back to Apify's datacenter proxy if LinkedIn blocks the request.",
      "editor": "proxy",
      "title": "Proxy Configuration",
      "type": "object"
    },
    "sortBy": {
      "default": "linkedin_rank",
      "description": "Order of the delivered posts. 'LinkedIn rank' preserves each page's editorial order.",
      "editor": "select",
      "enum": [
        "linkedin_rank",
        "newest",
        "most_reactions",
        "most_comments",
        "most_engagement"
      ],
      "enumTitles": [
        "LinkedIn editorial rank",
        "Newest first",
        "Most reactions",
        "Most comments",
        "Highest engagement (reactions + 3 × comments)"
      ],
      "prefill": "linkedin_rank",
      "title": "Sort By",
      "type": "string"
    },
    "startUrls": {
      "default": [],
      "description": "Exact /top-content/... pages to scrape instead of expanding topics. Each page returns its ranked posts only. (mode=topContent/auto)",
      "editor": "requestListSources",
      "maxItems": 1000,
      "prefill": [],
      "title": "Start URLs (exact Top Content pages)",
      "type": "array"
    },
    "topVoiceClassUrls": {
      "default": [],
      "description": "LinkedIn News Top Voices class articles (/pulse/...). Leave empty to use the latest US class. (mode=topVoices/auto)",
      "editor": "stringList",
      "maxItems": 20,
      "prefill": [],
      "title": "Top Voices Class URLs",
      "type": "array"
    },
    "topics": {
      "description": "Pick one or more Top Content topics or subtopics, or paste any /top-content/... path or URL (custom values are accepted). Topic page = ~9-10 ranked posts; subtopics add ~20 more pages each. (mode=topContent/auto)",
      "editor": "select",
      "items": {
        "enumSuggestedValues": [
          "artificial-intelligence",
          "business-strategy",
          "career",
          "change-management",
          "communication",
          "consulting",
          "corporate-social-responsibility",
          "customer-experience",
          "design",
          "ecommerce",
          "economics",
          "education",
          "employee-experience",
          "engineering",
          "event-planning",
          "finance",
          "fundraising",
          "future-of-work",
          "healthcare",
          "hospitality-tourism",
          "innovation",
          "leadership",
          "marketing",
          "negotiation",
          "networking",
          "organizational-culture",
          "productivity",
          "project-management",
          "real-estate",
          "recruitment-hr",
          "retail-merchandising",
          "sales",
          "science",
          "soft-skills-emotional-intelligence",
          "supply-chain-management",
          "technology",
          "training-development",
          "user-experience",
          "workplace-trends",
          "writing",
          "artificial-intelligence/advancing-ai-development",
          "artificial-intelligence/ai-agent-system-fundamentals",
          "artificial-intelligence/ai-evaluation-methods",
          "artificial-intelligence/ai-governance-practices",
          "artificial-intelligence/ai-in-coding-and-development",
          "artificial-intelligence/ai-in-cybersecurity",
          "artificial-intelligence/ai-in-healthcare-innovation",
          "artificial-intelligence/ai-model-development",
          "artificial-intelligence/ai-s-impact-on-jobs",
          "artificial-intelligence/ai-safety-and-risk-management",
          "artificial-intelligence/ai-strategy-planning",
          "artificial-intelligence/ai-tools-applications-guide",
          "artificial-intelligence/ai-workflow-enhancement",
          "artificial-intelligence/building-trust-in-ai-applications",
          "artificial-intelligence/challenges-of-ai-adoption",
          "artificial-intelligence/developing-ai-agents",
          "artificial-intelligence/navigating-ai-risks",
          "artificial-intelligence/scaling-ai-solutions-in-enterprises",
          "artificial-intelligence/skills-for-the-ai-workforce",
          "artificial-intelligence/understanding-ai-systems",
          "business-strategy/aligning-operations-with-business-goals",
          "business-strategy/balancing-key-factors",
          "business-strategy/business-growth-methods",
          "business-strategy/business-insights-and-analysis",
          "business-strategy/common-industry-challenges",
          "business-strategy/cost-reduction-techniques",
          "business-strategy/data-driven-decision-making",
          "business-strategy/driving-business-growth",
          "business-strategy/entrepreneurship-success-guide",
          "business-strategy/measuring-business-performance",
          "business-strategy/navigating-business-challenges",
          "business-strategy/overcoming-startup-challenges",
          "business-strategy/performance-measurement-systems",
          "business-strategy/risk-management-approaches",
          "business-strategy/scalable-system-design",
          "business-strategy/scaling-business-operations",
          "business-strategy/strategic-alignment-across-teams",
          "business-strategy/strategic-alignment-techniques",
          "business-strategy/strategic-flexibility-and-adaptation",
          "business-strategy/understanding-business-risks",
          "career/adapting-to-career-shifts",
          "career/avoiding-professional-pitfalls",
          "career/barriers-to-career-growth",
          "career/building-professional-credibility",
          "career/career-advancement-tips",
          "career/career-development-professional-growth",
          "career/career-pathways-in-technology",
          "career/career-readiness-skills",
          "career/career-success-factors",
          "career/engineering-career",
          "career/exploring-career-challenges",
          "career/job-search-and-career-transition",
          "career/job-search-obstacles",
          "career/job-search-strategies",
          "career/legal-career-development",
          "career/preparing-for-job-interviews",
          "career/qualities-of-successful-professionals",
          "career/resume-tips",
          "career/starting-a-cybersecurity-career",
          "career/work-life-balance-tips",
          "change-management/adapting-to-change-in-the-workplace",
          "change-management/adapting-to-industry-changes",
          "change-management/building-resilience-during-change",
          "change-management/change-management-and-team-dynamics",
          "change-management/change-management-challenges",
          "change-management/change-management-risk-assessments",
          "change-management/changing-professional-perceptions",
          "change-management/consequences-of-mismanagement",
          "change-management/government-policy-changes",
          "change-management/government-reform-initiatives",
          "change-management/importance-of-consistency",
          "change-management/importance-of-system-maintenance",
          "change-management/incident-response-management",
          "change-management/military-challenges",
          "change-management/mindset-shifts-for-success",
          "change-management/modernizing-legacy-systems",
          "change-management/navigating-organizational-change",
          "change-management/organizational-change-leadership",
          "change-management/overcoming-resistance-to-change",
          "change-management/transitioning-to-new-business-models",
          "communication/ai-integration-in-communication",
          "communication/building-trust-methods",
          "communication/business-communication-skills",
          "communication/clarity-in-written-communication",
          "communication/communicating-with-stakeholders",
          "communication/communication-best-practices",
          "communication/communication-pitfalls-to-avoid",
          "communication/confidence-building-techniques",
          "communication/creating-impactful-messaging",
          "communication/cross-cultural-communication",
          "communication/feedback-techniques",
          "communication/follow-up-communication-tips",
          "communication/importance-of-clarity",
          "communication/improving-workplace-communication",
          "communication/interview-communication-strategies",
          "communication/leadership-communication-techniques",
          "communication/managing-challenging-conversations",
          "communication/mastering-questioning-skills",
          "communication/team-collaboration-techniques",
          "communication/tips-for-conducting-interviews",
          "consulting/building-a-consulting-team",
          "consulting/consulting-challenges",
          "consulting/consulting-practice-advice",
          "consulting/creating-engaging-consulting-presentations",
          "consulting/creating-value-propositions-for-clients",
          "consulting/effective-project-management-tools",
          "consulting/enhancing-client-communication-skills",
          "consulting/environmental-risk-consulting",
          "consulting/global-expansion-consulting",
          "consulting/government-contracting-insights",
          "consulting/handling-difficult-client-conversations",
          "consulting/integrating-healthcare-services",
          "consulting/managing-client-expectations",
          "consulting/medical-device-regulations",
          "consulting/preparing-for-client-meetings",
          "consulting/regulatory-compliance-consulting",
          "consulting/sap-configuration-tips",
          "consulting/streamlining-consulting-workflows",
          "consulting/third-party-risk-management",
          "consulting/understanding-client-pain-points",
          "corporate-social-responsibility/biodiversity-conservation-efforts",
          "corporate-social-responsibility/climate-change-solutions",
          "corporate-social-responsibility/community-engagement-practices",
          "corporate-social-responsibility/csr-and-community-development",
          "corporate-social-responsibility/cybersecurity-protection-methods",
          "corporate-social-responsibility/data-protection-practices",
          "corporate-social-responsibility/debunking-industry-myths",
          "corporate-social-responsibility/digital-inclusion-initiatives",
          "corporate-social-responsibility/engaging-local-communities",
          "corporate-social-responsibility/environmental-sustainability-goals",
          "corporate-social-responsibility/esg-reporting-guidelines",
          "corporate-social-responsibility/health-risks-and-impacts",
          "corporate-social-responsibility/improving-healthcare-access",
          "corporate-social-responsibility/navigating-regulatory-challenges",
          "corporate-social-responsibility/philanthropy-and-social-impact",
          "corporate-social-responsibility/research-integrity-in-academia",
          "corporate-social-responsibility/road-safety-practices",
          "corporate-social-responsibility/sustainability-in-corporate-practices",
          "corporate-social-responsibility/waste-management-processes",
          "corporate-social-responsibility/waste-reduction-practices",
          "customer-experience/addressing-customer-complaints-effectively",
          "customer-experience/addressing-customer-experience-gaps",
          "customer-experience/addressing-negative-customer-experiences",
          "customer-experience/aligning-product-development-with-customer-needs",
          "customer-experience/brand-experience-development",
          "customer-experience/bridging-online-and-offline-experiences",
          "customer-experience/building-customer-trust",
          "customer-experience/consumer-engagement-tactics",
          "customer-experience/customer-loyalty-metrics",
          "customer-experience/customer-value-creation",
          "customer-experience/enhancing-patient-engagement",
          "customer-experience/enhancing-user-experience-on-websites",
          "customer-experience/fostering-a-customer-centric-culture",
          "customer-experience/human-centered-service-design",
          "customer-experience/importance-of-client-relationships",
          "customer-experience/improving-customer-experience",
          "customer-experience/improving-response-times-in-customer-service",
          "customer-experience/measuring-customer-experience-roi",
          "customer-experience/streamlining-customer-support-processes",
          "customer-experience/utilizing-ai-in-customer-support",
          "design/3d-design-techniques",
          "design/brand-identity-design-process",
          "design/branding-design-best-practices",
          "design/creating-effective-design-portfolios",
          "design/dashboard-design-principles",
          "design/data-center-architecture",
          "design/data-visualization-tips",
          "design/design-branding-consistency",
          "design/design-workflow-optimization",
          "design/designing-for-accessibility",
          "design/immersive-design-experiences",
          "design/lighting-solutions",
          "design/packaging-design-for-products",
          "design/principles-of-design",
          "design/software-design-patterns",
          "design/sustainable-design-practices",
          "design/sustainable-product-development",
          "design/urban-design-for-communities",
          "design/visual-design-elements",
          "design/website-design-fundamentals",
          "ecommerce/ai-in-ecommerce-marketing",
          "ecommerce/converting-visitors-to-customers",
          "ecommerce/cross-border-selling-challenges",
          "ecommerce/digital-wallets-and-ecommerce",
          "ecommerce/ecommerce-growth-techniques",
          "ecommerce/ecommerce-website-maintenance",
          "ecommerce/effective-seo-tactics-for-ecommerce-sites",
          "ecommerce/enhancing-page-load-speed",
          "ecommerce/evaluating-shipping-solutions",
          "ecommerce/handling-ecommerce-logistics",
          "ecommerce/influencing-customer-purchase-decisions",
          "ecommerce/monetization-of-digital-assets",
          "ecommerce/multichannel-selling-strategies",
          "ecommerce/navigating-the-creator-economy",
          "ecommerce/payment-fraud-prevention",
          "ecommerce/pricing-strategies-for-online-products",
          "ecommerce/product-launch-strategies-online",
          "ecommerce/understanding-local-regulations",
          "ecommerce/understanding-payment-processing-for-ecommerce",
          "ecommerce/utilizing-data-for-ecommerce-decision-making",
          "economics/behavioral-economics-in-decision-making",
          "economics/circular-economy-practices",
          "economics/climate-change-regulation",
          "economics/drivers-of-local-economic-growth",
          "economics/economic-aspects-of-urban-development",
          "economics/economic-challenges-in-developing-countries",
          "economics/economic-factors-influencing-investment",
          "economics/economic-policies-for-climate-change",
          "economics/economic-research-methodologies",
          "economics/economic-risks-in-global-markets",
          "economics/energy-market-insights",
          "economics/energy-policy-issues",
          "economics/global-economic-trends",
          "economics/healthcare-economics-and-policy",
          "economics/immigration-and-economic-impact",
          "economics/infrastructure-supporting-economic-growth",
          "economics/international-trade-impacts",
          "economics/international-trade-regulations",
          "economics/regional-economic-development-strategies",
          "economics/social-economics-and-community-impact",
          "education/building-a-strong-school-culture",
          "education/building-relationships-with-students",
          "education/classroom-engagement-techniques",
          "education/college-student-success-tips",
          "education/creating-a-positive-learning-experience",
          "education/creating-a-safe-learning-environment",
          "education/current-trends-in-education",
          "education/designing-effective-learning-environments",
          "education/education-and-child-development",
          "education/engaging-learners-techniques",
          "education/exam-preparation-tips",
          "education/free-online-learning-resources",
          "education/improving-educational-outcomes",
          "education/inclusive-education-programs",
          "education/reading-and-learning-skills",
          "education/science-education-approaches",
          "education/supporting-educators-effectively",
          "education/supporting-neurodivergent-individuals",
          "education/supporting-student-success",
          "education/university-research-collaboration",
          "employee-experience/addressing-employee-burnout-concerns",
          "employee-experience/addressing-workplace-stress",
          "employee-experience/avoiding-common-professional-pitfalls",
          "employee-experience/building-employee-loyalty",
          "employee-experience/building-engaging-work-cultures",
          "employee-experience/building-trust-between-management-and-staff",
          "employee-experience/burnout-causes",
          "employee-experience/empathy-in-professional-settings",
          "employee-experience/employee-burnout-effects",
          "employee-experience/employee-retention-challenges",
          "employee-experience/employee-wellness-initiatives",
          "employee-experience/expertise-through-practice",
          "employee-experience/improving-workplace-morale",
          "employee-experience/inclusive-workplace-practices",
          "employee-experience/kindness-in-the-workplace",
          "employee-experience/manager-influence-on-employees",
          "employee-experience/mental-health-in-workplaces",
          "employee-experience/mental-health-prioritization",
          "employee-experience/recognizing-employee-contributions",
          "employee-experience/supporting-employees-in-transition",
          "engineering/ai-applications-in-engineering",
          "engineering/civil-engineering-infrastructure-solutions",
          "engineering/electrical-engineering-best-practices",
          "engineering/electrical-engineering-power-systems",
          "engineering/electrical-equipment-protection",
          "engineering/energy-infrastructure-solutions",
          "engineering/energy-systems-modeling",
          "engineering/engineering-challenges-in-manufacturing",
          "engineering/engineering-design-methods",
          "engineering/engineering-online-learning-resources",
          "engineering/engineering-problem-solving-techniques",
          "engineering/engineering-quality-assurance-methods",
          "engineering/engineering-standards-and-compliance",
          "engineering/hvac-engineering-system-design",
          "engineering/integrating-ai-in-engineering-solutions",
          "engineering/key-factors-in-engineering-design",
          "engineering/power-systems-protection",
          "engineering/renewable-energy-systems",
          "engineering/software-engineering-career-paths",
          "engineering/sustainable-construction-materials",
          "event-planning/accessibility-considerations-for-events",
          "event-planning/brand-activation-event-ideas",
          "event-planning/budgeting-for-nonprofit-fundraisers",
          "event-planning/building-community-through-events",
          "event-planning/concert-event-planning",
          "event-planning/creating-memorable-experiences-for-attendees",
          "event-planning/emergency-preparedness-planning",
          "event-planning/event-branding-essentials",
          "event-planning/event-contingency-planning",
          "event-planning/event-industry-trends",
          "event-planning/event-planning-insights",
          "event-planning/event-security-requirements",
          "event-planning/event-tech-solutions",
          "event-planning/event-timing-considerations",
          "event-planning/follow-up-strategies-after-events",
          "event-planning/importance-of-preparation",
          "event-planning/live-event-streaming-setup",
          "event-planning/networking-opportunities-at-events",
          "event-planning/safety-protocols-for-large-gatherings",
          "event-planning/venue-layout-planning-for-efficiency",
          "finance/achieving-financial-independence",
          "finance/analyzing-financial-statements",
          "finance/auditing-practices-overview",
          "finance/business-finance-basics",
          "finance/business-finance-resources",
          "finance/climate-finance-insights",
          "finance/corporate-finance-strategies",
          "finance/estate-tax-planning",
          "finance/financial-analysis-techniques",
          "finance/financial-health-tips",
          "finance/financial-literacy-and-planning",
          "finance/financial-metrics-and-kpis",
          "finance/financial-planning-for-startups",
          "finance/optimizing-financial-processes",
          "finance/payment-processing-basics",
          "finance/preparing-for-an-audit",
          "finance/regulatory-compliance-in-finance",
          "finance/regulatory-impacts-on-businesses",
          "finance/startup-investment-opportunities",
          "finance/wealth-building-and-management",
          "fundraising/building-a-fundraising-brand",
          "fundraising/building-relationships-with-major-donors",
          "fundraising/corporate-sponsorship-tactics",
          "fundraising/donor-behavior-insights",
          "fundraising/donor-management-practices",
          "fundraising/donor-retention-strategies-for-fundraising",
          "fundraising/fundraising-campaigns",
          "fundraising/fundraising-campaigns-for-environmental-causes",
          "fundraising/fundraising-communication-tips",
          "fundraising/fundraising-ideas-for-community-projects",
          "fundraising/fundraising-impact-assessment",
          "fundraising/fundraising-techniques-for-startups",
          "fundraising/fundraising-trends-to-watch",
          "fundraising/how-to-pitch-a-fundraising-idea",
          "fundraising/how-to-use-storytelling-in-fundraising",
          "fundraising/nonprofit-finance-management",
          "fundraising/philanthropy-engagement-techniques",
          "fundraising/rare-disease-advancements",
          "fundraising/supporter-engagement-strategies",
          "fundraising/sustainable-fundraising-practices",
          "future-of-work/ai-assistants-in-the-workplace",
          "future-of-work/ai-career-development-tools",
          "future-of-work/ai-for-time-management",
          "future-of-work/ai-role-in-workplace-safety",
          "future-of-work/automation-in-daily-tasks",
          "future-of-work/autonomous-work-processes",
          "future-of-work/balancing-autonomy-and-accountability",
          "future-of-work/cybersecurity-in-remote-work-environments",
          "future-of-work/digital-work-productivity-hacks",
          "future-of-work/evolving-career-pathways",
          "future-of-work/future-proofing-your-career",
          "future-of-work/future-workspace-design",
          "future-of-work/global-workforce-expansion",
          "future-of-work/hybrid-work-best-practices",
          "future-of-work/job-roles-shifting",
          "future-of-work/managing-freelancers-and-contractors",
          "future-of-work/modern-hr-transformation",
          "future-of-work/robotics-in-everyday-work",
          "future-of-work/skills-for-digital-economy",
          "future-of-work/workplace-automation-integration",
          "healthcare/biotechnology-innovations-in-medicine",
          "healthcare/clinical-trial-management",
          "healthcare/community-health-strategies",
          "healthcare/health-and-safety-protocols",
          "healthcare/health-sector-investment",
          "healthcare/healthcare-accessibility-solutions",
          "healthcare/healthcare-analytics-tools",
          "healthcare/healthcare-career-pathways",
          "healthcare/healthcare-communication-methods",
          "healthcare/healthcare-facility-design",
          "healthcare/healthcare-it-infrastructure",
          "healthcare/healthcare-performance-metrics",
          "healthcare/healthcare-process-optimization",
          "healthcare/healthcare-quality-assurance",
          "healthcare/healthcare-sales-strategies",
          "healthcare/healthcare-workforce-development",
          "healthcare/medical-practice-management",
          "healthcare/mental-health-support-networks",
          "healthcare/patient-centered-care-models",
          "healthcare/patient-experience-improvement",
          "hospitality-tourism/designing-unique-hotel-experiences",
          "hospitality-tourism/food-beverage-innovations",
          "hospitality-tourism/guest-experience-management",
          "hospitality-tourism/heritage-site-preservation-techniques",
          "hospitality-tourism/heritage-tourism-experiences",
          "hospitality-tourism/hospitality-branding-strategies",
          "hospitality-tourism/hospitality-business-principles",
          "hospitality-tourism/hospitality-leadership-skills",
          "hospitality-tourism/hospitality-revenue-management",
          "hospitality-tourism/hospitality-workforce-development",
          "hospitality-tourism/hotel-management-challenges",
          "hospitality-tourism/hotel-management-practices",
          "hospitality-tourism/restaurant-operations-solutions",
          "hospitality-tourism/spa-wellness-trends",
          "hospitality-tourism/sustainable-tourism-practices",
          "hospitality-tourism/tourism-infrastructure-development",
          "hospitality-tourism/travel-accessibility-solutions",
          "hospitality-tourism/travel-and-hospitality-trends",
          "hospitality-tourism/travel-experience-personalization",
          "hospitality-tourism/visitor-experience-enhancement",
          "innovation/advanced-biotech-research-techniques",
          "innovation/advancements-in-medical-research",
          "innovation/agricultural-innovation-trends",
          "innovation/ai-in-education-innovation",
          "innovation/ai-trends-and-innovations",
          "innovation/clean-energy-innovations",
          "innovation/clean-energy-transition",
          "innovation/exploring-alternative-solutions",
          "innovation/green-innovation-solutions",
          "innovation/innovation-for-social-impact",
          "innovation/innovation-in-manufacturing-processes",
          "innovation/innovation-in-product-development",
          "innovation/innovation-in-urban-development",
          "innovation/innovative-cancer-immunotherapy-approaches",
          "innovation/process-improvement-methods",
          "innovation/product-validation-methods",
          "innovation/smart-agriculture-practices",
          "innovation/sustainable-food-practices",
          "innovation/sustainable-material-innovations",
          "innovation/water-management-innovations",
          "leadership/balancing-leadership-responsibilities",
          "leadership/board-development-and-management",
          "leadership/building-trust-in-teams",
          "leadership/business-leadership-lessons",
          "leadership/cultivating-a-leadership-mindset",
          "leadership/empowering-team-members",
          "leadership/importance-of-leadership",
          "leadership/leadership-and-accountability-practices",
          "leadership/leadership-for-new-managers",
          "leadership/leadership-in-crisis-management",
          "leadership/leadership-influence-in-the-workplace",
          "leadership/leadership-pitfalls-and-challenges",
          "leadership/leadership-qualities-overview",
          "leadership/leading-with-empathy",
          "leadership/management-and-leadership-styles",
          "leadership/mastering-leadership-skills",
          "leadership/promoting-team-accountability",
          "leadership/setting-leadership-priorities",
          "leadership/strategic-decision-making",
          "leadership/team-performance-and-morale",
          "marketing/b2b-marketing-trends",
          "marketing/brand-building-essentials",
          "marketing/brand-growth-and-development",
          "marketing/consumer-behavior-trends",
          "marketing/digital-marketing-advice",
          "marketing/importance-of-branding",
          "marketing/industry-market-trends",
          "marketing/lead-generation-techniques",
          "marketing/marketing-budget-allocation",
          "marketing/marketing-campaign-tactics",
          "marketing/marketing-metrics-to-track",
          "marketing/measuring-business-impact",
          "marketing/optimizing-digital-ad-campaigns",
          "marketing/personal-brand-building",
          "marketing/product-and-marketing-strategies",
          "marketing/product-launch-marketing-plan",
          "marketing/seo-techniques",
          "marketing/social-media-management",
          "marketing/understanding-consumer-behavior",
          "marketing/website-optimization-tips",
          "negotiation/cross-cultural-negotiation-challenges",
          "negotiation/decision-making-in-negotiations",
          "negotiation/ethical-considerations-in-negotiation",
          "negotiation/evaluating-outcomes-of-negotiation",
          "negotiation/handling-difficult-negotiation-situations",
          "negotiation/handling-rejection-in-negotiations",
          "negotiation/influence-in-negotiation",
          "negotiation/international-state-relations",
          "negotiation/negotiating-intellectual-property-rights",
          "negotiation/negotiating-terms-in-partnership-agreements",
          "negotiation/negotiating-with-clients",
          "negotiation/negotiating-with-vendors-and-suppliers",
          "negotiation/negotiation-frameworks-for-business-deals",
          "negotiation/power-dynamics-in-negotiation",
          "negotiation/preparing-for-a-contract-negotiation",
          "negotiation/pricing-strategy-negotiations",
          "negotiation/resolving-disputes-through-negotiation",
          "negotiation/risk-management-in-contract-negotiations",
          "negotiation/the-psychology-behind-negotiation-tactics",
          "negotiation/understanding-political-dynamics",
          "networking/building-a-networking-strategy",
          "networking/building-partnerships",
          "networking/community-building-tips",
          "networking/cultivating-meaningful-connections",
          "networking/cybersecurity-best-practices",
          "networking/importance-of-networking",
          "networking/linkedin-professional-guidelines",
          "networking/network-security-basics",
          "networking/network-security-best-practices",
          "networking/networking-for-career-growth",
          "networking/networking-for-engineers",
          "networking/networking-fundamentals",
          "networking/networking-in-architecture",
          "networking/networking-in-it",
          "networking/networking-in-manufacturing",
          "networking/networking-outreach-methods",
          "networking/networking-strategies-for-introverts",
          "networking/networking-to-access-hidden-job-market",
          "networking/strengthening-business-networks",
          "networking/using-linkedin-for-networking",
          "organizational-culture/addressing-toxic-workplace-behavior",
          "organizational-culture/building-a-culture-of-accountability",
          "organizational-culture/building-respectful-work-environments",
          "organizational-culture/building-supportive-team-culture",
          "organizational-culture/creating-a-culture-of-safety",
          "organizational-culture/cultivating-workplace-culture",
          "organizational-culture/cultural-fit-in-hiring",
          "organizational-culture/culture-and-corporate-branding",
          "organizational-culture/culture-and-purpose-in-business",
          "organizational-culture/debunking-workplace-myths",
          "organizational-culture/exploring-company-culture",
          "organizational-culture/factors-influencing-organizational-success",
          "organizational-culture/improving-workplace-inclusivity",
          "organizational-culture/managing-workplace-bias",
          "organizational-culture/recognizing-and-rewarding-employees",
          "organizational-culture/strengthening-team-collaboration",
          "organizational-culture/team-cohesion-and-impact",
          "organizational-culture/team-empowerment-strategies",
          "organizational-culture/toxic-work-environments",
          "organizational-culture/workplace-culture-insights",
          "productivity/ai-in-knowledge-work-productivity",
          "productivity/automating-repetitive-work-tasks",
          "productivity/building-productive-habits",
          "productivity/building-productive-teams",
          "productivity/creating-effective-standard-operating-procedures",
          "productivity/daily-routines-for-success",
          "productivity/factors-influencing-workplace-productivity",
          "productivity/goal-setting-strategies",
          "productivity/importance-of-documentation",
          "productivity/improving-research-outcomes",
          "productivity/manufacturing-improvement-techniques",
          "productivity/maximizing-workplace-productivity",
          "productivity/operational-efficiency-concepts",
          "productivity/optimizing-manufacturing-performance",
          "productivity/performance-optimization-techniques",
          "productivity/streamlining-daily-tasks",
          "productivity/stress-management-techniques",
          "productivity/techniques-for-better-decision-making",
          "productivity/time-management-techniques",
          "productivity/using-data-to-improve-efficiency",
          "project-management/automating-business-processes",
          "project-management/compliance-management-in-projects",
          "project-management/energy-project-management",
          "project-management/engaging-stakeholders-in-projects",
          "project-management/ensuring-patient-safety",
          "project-management/evaluating-project-performance-metrics",
          "project-management/implementation-of-frameworks",
          "project-management/implementing-erp-systems",
          "project-management/lessons-learned-in-project-management",
          "project-management/managing-legal-operations",
          "project-management/managing-project-quality-assurance",
          "project-management/mastering-coding-challenges",
          "project-management/monitoring-and-controlling-projects",
          "project-management/optimizing-workflow-processes",
          "project-management/prioritizing-project-tasks",
          "project-management/product-management-insights",
          "project-management/project-management-basics",
          "project-management/project-management-roles",
          "project-management/research-implementation-challenges",
          "project-management/risk-mitigation-in-construction",
          "real-estate/affordable-housing-options",
          "real-estate/commercial-real-estate-investing",
          "real-estate/commercial-real-estate-trends",
          "real-estate/economic-factors-in-real-estate",
          "real-estate/historic-property-renovation",
          "real-estate/housing-development-insights",
          "real-estate/luxury-real-estate-insights",
          "real-estate/real-estate-compliance-issues",
          "real-estate/real-estate-development-basics",
          "real-estate/real-estate-economic-impact",
          "real-estate/real-estate-investment-insights",
          "real-estate/real-estate-legal-requirements",
          "real-estate/real-estate-market-fluctuations",
          "real-estate/real-estate-project-financing",
          "real-estate/real-estate-property-maintenance",
          "real-estate/real-estate-risk-management-techniques",
          "real-estate/real-estate-success-tips",
          "real-estate/sustainable-real-estate-practices",
          "real-estate/transforming-real-estate-technology",
          "real-estate/understanding-real-estate-market-trends",
          "recruitment-hr/attracting-skilled-talent",
          "recruitment-hr/creating-an-inclusive-hiring-process",
          "recruitment-hr/diversity-in-the-workplace",
          "recruitment-hr/employee-retention-strategies",
          "recruitment-hr/employee-rights-and-protections",
          "recruitment-hr/ethical-recruitment-practices",
          "recruitment-hr/hiring-practices-concepts",
          "recruitment-hr/hr-s-impact-on-business",
          "recruitment-hr/human-resources-management",
          "recruitment-hr/identifying-job-red-flags",
          "recruitment-hr/importance-of-hiring-practices",
          "recruitment-hr/optimizing-recruitment-processes",
          "recruitment-hr/overcoming-hiring-biases",
          "recruitment-hr/retaining-top-talent",
          "recruitment-hr/startup-hiring-guide",
          "recruitment-hr/streamlining-the-hiring-process",
          "recruitment-hr/understanding-employee-turnover",
          "recruitment-hr/understanding-employment-law",
          "recruitment-hr/workforce-management-challenges",
          "recruitment-hr/workplace-compliance-guidelines",
          "retail-merchandising/brand-collaboration-opportunities",
          "retail-merchandising/building-brand-identity-in-retail",
          "retail-merchandising/creating-engaging-retail-experiences",
          "retail-merchandising/innovations-in-retail",
          "retail-merchandising/inventory-accuracy-improvement",
          "retail-merchandising/inventory-management-tools",
          "retail-merchandising/loss-prevention-strategies",
          "retail-merchandising/pricing-strategies-for-retail",
          "retail-merchandising/product-sourcing-best-practices",
          "retail-merchandising/retail-industry-challenges",
          "retail-merchandising/retail-industry-success-factors",
          "retail-merchandising/retail-merchandising-strategy",
          "retail-merchandising/retail-performance-metrics",
          "retail-merchandising/retail-product-placement-strategy",
          "retail-merchandising/retail-staff-engagement-practices",
          "retail-merchandising/retail-store-expansion-strategy",
          "retail-merchandising/retail-supply-chain-solutions",
          "retail-merchandising/understanding-retail-consumer-trends",
          "retail-merchandising/using-data-to-drive-retail-decisions",
          "retail-merchandising/visual-standards-for-retail-displays",
          "sales/b2b-sales-strategies",
          "sales/building-long-term-client-relationships",
          "sales/building-trust-with-prospects",
          "sales/cold-calling-best-practices",
          "sales/cold-email-outreach-tips",
          "sales/common-sales-mistakes",
          "sales/customer-retention-strategies",
          "sales/lead-qualification-processes",
          "sales/sales-and-marketing-alignment",
          "sales/sales-leadership-techniques",
          "sales/sales-objection-techniques",
          "sales/sales-pipeline-management",
          "sales/sales-planning",
          "sales/sales-presentation-skills",
          "sales/sales-process-management",
          "sales/sales-process-optimization",
          "sales/sales-prospecting-methods",
          "sales/sales-success-methods",
          "sales/strategies-for-selling-to-enterprises",
          "sales/time-management-for-sales-reps",
          "science/advanced-materials-for-engineering",
          "science/ai-in-scientific-research",
          "science/best-practices-for-data-management",
          "science/cancer-treatment-approaches",
          "science/cardiovascular-and-metabolic-health",
          "science/computational-biology-resources",
          "science/data-analysis-in-biology",
          "science/ecological-restoration-science",
          "science/health-assessment-techniques",
          "science/human-longevity-and-aging",
          "science/neurodegenerative-disease-research",
          "science/nutrition-for-health-and-wellness",
          "science/research-methods",
          "science/science-and-public-health",
          "science/science-and-sustainability-practices",
          "science/science-led-urban-planning",
          "science/sleep-and-health",
          "science/sustainable-agriculture-science",
          "science/understanding-biological-processes",
          "science/using-technology-in-scientific-research",
          "soft-skills-emotional-intelligence/burnout-prevention-tips",
          "soft-skills-emotional-intelligence/candidate-evaluation-methods",
          "soft-skills-emotional-intelligence/core-workplace-skills",
          "soft-skills-emotional-intelligence/cultivating-a-positive-work-environment",
          "soft-skills-emotional-intelligence/developing-social-awareness",
          "soft-skills-emotional-intelligence/emotional-regulation-at-work",
          "soft-skills-emotional-intelligence/empathy-and-compassion-skills",
          "soft-skills-emotional-intelligence/enhancing-communication-clarity",
          "soft-skills-emotional-intelligence/essential-professional-skills",
          "soft-skills-emotional-intelligence/handling-workplace-frustrations",
          "soft-skills-emotional-intelligence/importance-of-workplace-skills",
          "soft-skills-emotional-intelligence/improving-cognitive-health",
          "soft-skills-emotional-intelligence/maintaining-composure-under-pressure",
          "soft-skills-emotional-intelligence/managing-emotional-reactions",
          "soft-skills-emotional-intelligence/promoting-emotional-well-being",
          "soft-skills-emotional-intelligence/psychological-safety-in-workplaces",
          "soft-skills-emotional-intelligence/recognizing-burnout-signs-in-colleagues",
          "soft-skills-emotional-intelligence/setting-healthy-boundaries",
          "soft-skills-emotional-intelligence/threat-intelligence-insights",
          "soft-skills-emotional-intelligence/understanding-team-dynamics",
          "supply-chain-management/agriculture-management-practices",
          "supply-chain-management/challenges-in-global-supply-chains",
          "supply-chain-management/cloud-cost-management",
          "supply-chain-management/ensuring-data-quality",
          "supply-chain-management/food-safety-management",
          "supply-chain-management/global-supply-chain-management",
          "supply-chain-management/importance-of-quality-assurance",
          "supply-chain-management/industrial-maintenance-practices",
          "supply-chain-management/inventory-replenishment-strategies",
          "supply-chain-management/llm-security-management",
          "supply-chain-management/logistics-network-design",
          "supply-chain-management/mastering-statistical-analysis",
          "supply-chain-management/procurement-management-tips",
          "supply-chain-management/procurement-process-improvement",
          "supply-chain-management/production-process-management",
          "supply-chain-management/quality-control-in-procurement",
          "supply-chain-management/real-time-tracking-systems",
          "supply-chain-management/streamlining-warehouse-operations",
          "supply-chain-management/sustainable-packaging-solutions",
          "supply-chain-management/sustainable-practices-in-supply-chain-management",
          "technology/advanced-medical-techniques",
          "technology/advancements-in-space-technology",
          "technology/api-integration-challenges",
          "technology/artificial-intelligence-in-business",
          "technology/best-practices-in-technology",
          "technology/best-programming-practices-for-clean-code",
          "technology/building-trust-in-software",
          "technology/cloud-computing-solutions",
          "technology/cloud-infrastructure-challenges",
          "technology/cybersecurity-risks",
          "technology/cybersecurity-tools-and-testing",
          "technology/data-center-cooling-solutions",
          "technology/infrastructure-management",
          "technology/llm-system-optimization",
          "technology/software-engineering-principles",
          "technology/tech-interview-preparation",
          "technology/tech-skills-for-future-jobs",
          "technology/technology-adoption-benefits",
          "technology/technology-in-healthcare",
          "technology/water-treatment-technologies",
          "training-development/athletic-performance-training",
          "training-development/bridging-skills-gaps",
          "training-development/building-resilience-skills",
          "training-development/coaching-techniques-for-employee-development",
          "training-development/continuous-learning-practices",
          "training-development/cybersecurity-skills-development",
          "training-development/data-analysis-skills-training",
          "training-development/injury-prevention-techniques",
          "training-development/learning-from-mistakes",
          "training-development/llm-development-principles",
          "training-development/maximizing-team-potential",
          "training-development/mindset-development-tips",
          "training-development/physical-rehabilitation-techniques",
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          "Human Longevity And Aging",
          "Neurodegenerative Disease Research",
          "Nutrition For Health And Wellness",
          "Research Methods",
          "Science And Public Health",
          "Science And Sustainability Practices",
          "Science Led Urban Planning",
          "Sleep And Health",
          "Sustainable Agriculture Science",
          "Understanding Biological Processes",
          "Using Technology In Scientific Research",
          "Burnout Prevention Tips",
          "Candidate Evaluation Methods",
          "Core Workplace Skills",
          "Cultivating A Positive Work Environment",
          "Developing Social Awareness",
          "Emotional Regulation At Work",
          "Empathy And Compassion Skills",
          "Enhancing Communication Clarity",
          "Essential Professional Skills",
          "Handling Workplace Frustrations",
          "Importance Of Workplace Skills",
          "Improving Cognitive Health",
          "Maintaining Composure Under Pressure",
          "Managing Emotional Reactions",
          "Promoting Emotional Well Being",
          "Psychological Safety In Workplaces",
          "Recognizing Burnout Signs In Colleagues",
          "Setting Healthy Boundaries",
          "Threat Intelligence Insights",
          "Understanding Team Dynamics",
          "Agriculture Management Practices",
          "Challenges In Global Supply Chains",
          "Cloud Cost Management",
          "Ensuring Data Quality",
          "Food Safety Management",
          "Global Supply Chain Management",
          "Importance Of Quality Assurance",
          "Industrial Maintenance Practices",
          "Inventory Replenishment Strategies",
          "Llm Security Management",
          "Logistics Network Design",
          "Mastering Statistical Analysis",
          "Procurement Management Tips",
          "Procurement Process Improvement",
          "Production Process Management",
          "Quality Control In Procurement",
          "Real Time Tracking Systems",
          "Streamlining Warehouse Operations",
          "Sustainable Packaging Solutions",
          "Sustainable Practices In Supply Chain Management",
          "Advanced Medical Techniques",
          "Advancements In Space Technology",
          "Api Integration Challenges",
          "Artificial Intelligence In Business",
          "Best Practices In Technology",
          "Best Programming Practices For Clean Code",
          "Building Trust In Software",
          "Cloud Computing Solutions",
          "Cloud Infrastructure Challenges",
          "Cybersecurity Risks",
          "Cybersecurity Tools And Testing",
          "Data Center Cooling Solutions",
          "Infrastructure Management",
          "Llm System Optimization",
          "Software Engineering Principles",
          "Tech Interview Preparation",
          "Tech Skills For Future Jobs",
          "Technology Adoption Benefits",
          "Technology In Healthcare",
          "Water Treatment Technologies",
          "Athletic Performance Training",
          "Bridging Skills Gaps",
          "Building Resilience Skills",
          "Coaching Techniques For Employee Development",
          "Continuous Learning Practices",
          "Cybersecurity Skills Development",
          "Data Analysis Skills Training",
          "Injury Prevention Techniques",
          "Learning From Mistakes",
          "Llm Development Principles",
          "Maximizing Team Potential",
          "Mindset Development Tips",
          "Physical Rehabilitation Techniques",
          "Problem Solving Skills Development",
          "Self Awareness And Personal Growth",
          "Sql Skills For Data Roles",
          "Systems Thinking Skills",
          "Technical Skill Development",
          "Using Feedback In Development",
          "Workforce Development Programs",
          "Audience Engagement Techniques",
          "Building Online Trust",
          "Data Insights Utilization",
          "Designing For User Attention",
          "Enhancing Developer Experience",
          "Enhancing Security Measures",
          "Improving User Experience For Apps",
          "Inclusive Design Principles",
          "Online Safety Awareness",
          "Optimizing Onboarding Processes",
          "Troubleshooting Common Issues",
          "Ui UX Design Principles",
          "Understanding User Experience",
          "Urban Mobility Solutions",
          "User Engagement Strategies",
          "User Experience For SaaS Products",
          "User Onboarding Best Practices",
          "UX Design And Artificial Intelligence",
          "UX Design Psychology",
          "Visual Design Principles For User Experience",
          "Automation In The Workplace",
          "Automotive Industry Trends",
          "Aviation Industry Trends",
          "Construction Innovation Trends",
          "Corporate Culture Changes",
          "Designing Effective Workspaces",
          "Energy Industry Trends",
          "Enhancing Professional Presence",
          "Ethical AI Use In Business",
          "Future Of Work Technologies",
          "Human Centric Leadership",
          "Neurodiversity In The Workplace",
          "Trends In Drone Technology",
          "Trends In Financial Markets",
          "Trends In Healthcare Innovation",
          "Workforce Dynamics Analysis",
          "Workforce Mobility Trends",
          "Workplace Culture Evolution",
          "Workplace Safety Practices",
          "Workplace Wellness Tips",
          "Business Writing Essentials",
          "Content Creation Techniques",
          "Copywriting Engagement Methods",
          "Editing And Proofreading Skills",
          "Email Writing Best Practices",
          "Enhancing Creative Flow",
          "Legal Writing And Documentation",
          "Mastering The Art Of Pitching",
          "Proposal Writing Strategies",
          "Research Paper Writing Guide",
          "Technical Writing Tips",
          "Writing Academic Papers",
          "Writing Clear Instructions For Projects",
          "Writing Clear Policies And Procedures",
          "Writing Code Documentation",
          "Writing Educational Content",
          "Writing Effective Marketing Copy",
          "Writing Linkedin Profiles",
          "Writing Professional Resumes",
          "Writing Project Plans"
        ],
        "type": "string"
      },
      "maxItems": 200,
      "prefill": [
        "artificial-intelligence"
      ],
      "title": "Topics",
      "type": "array",
      "uniqueItems": true
    }
  },
  "required": [],
  "schemaVersion": 1,
  "title": "LinkedIn Top Content & Top Voices Scraper Input",
  "type": "object"
}

Output schema

Published result links and storage locations. This schema is not an exhaustive contract for every field in a dataset record.

FieldTypeRequiredDescription
postsstringoptionalDataset containing scraped Top Content posts and Top Voices honoree records.

Download the published output schema

View complete JSON
{
  "actorOutputSchemaVersion": 1,
  "description": "Posts from LinkedIn's public Top Content directory with exact dates, authors, followers, badges, media, topic path/rank and top comments; Top Voices class honorees use the voice* fields.",
  "properties": {
    "posts": {
      "description": "Dataset containing scraped Top Content posts and Top Voices honoree records.",
      "template": "{{links.apiDefaultDatasetUrl}}/items",
      "title": "LinkedIn Top Content & Top Voices",
      "type": "string"
    }
  },
  "title": "LinkedIn Top Content & Top Voices Directory Scraper Output"
}

Dataset schema

Published dataset views and any declared field definitions. A view can select only a subset of the returned record fields.

Download the published dataset schema

View complete JSON
{
  "actorSpecification": 1,
  "title": "LinkedIn Top Content & Top Voices",
  "views": {
    "posts": {
      "display": {
        "component": "table",
        "properties": {
          "authorFollowers": {
            "format": "number",
            "label": "Followers"
          },
          "authorIsInfluencer": {
            "format": "boolean",
            "label": "Influencer"
          },
          "authorName": {
            "format": "text",
            "label": "Author"
          },
          "commentsCount": {
            "format": "number",
            "label": "Comments"
          },
          "content": {
            "format": "text",
            "label": "Content"
          },
          "headline": {
            "format": "text",
            "label": "Headline"
          },
          "mediaType": {
            "format": "text",
            "label": "Media"
          },
          "postUrl": {
            "format": "link",
            "label": "Post URL"
          },
          "postedAt": {
            "format": "datetime",
            "label": "Posted At"
          },
          "reactionsCount": {
            "format": "number",
            "label": "Reactions"
          },
          "topicRank": {
            "format": "number",
            "label": "Rank"
          },
          "topicTitle": {
            "format": "text",
            "label": "Topic"
          }
        }
      },
      "title": "Top Content Posts",
      "transformation": {
        "fields": [
          "authorName",
          "authorFollowers",
          "authorIsInfluencer",
          "postedAt",
          "headline",
          "content",
          "mediaType",
          "reactionsCount",
          "commentsCount",
          "topicTitle",
          "topicRank",
          "postUrl"
        ]
      }
    },
    "voices": {
      "display": {
        "component": "table",
        "properties": {
          "voiceBadge": {
            "format": "text",
            "label": "Badge"
          },
          "voiceClass": {
            "format": "text",
            "label": "Class"
          },
          "voiceFollowers": {
            "format": "number",
            "label": "Followers"
          },
          "voiceHeadline": {
            "format": "text",
            "label": "Headline"
          },
          "voiceName": {
            "format": "text",
            "label": "Name"
          },
          "voiceProfileUrl": {
            "format": "link",
            "label": "Profile URL"
          },
          "voiceRegion": {
            "format": "text",
            "label": "Region"
          }
        }
      },
      "title": "Top Voices Honorees",
      "transformation": {
        "fields": [
          "voiceName",
          "voiceHeadline",
          "voiceFollowers",
          "voiceBadge",
          "voiceClass",
          "voiceRegion",
          "voiceProfileUrl"
        ]
      }
    }
  }
}

Key-value schema

Published key-value store definitions, when provided by this build.

This definition is not present in the default published build. See the published README for available documentation.

Published README

Read the full published documentation

LinkedIn Top Content & Top Voices Directory Scraper

Scrape LinkedIn's public Top Content directory and its quarterly Top Voices class articles. The directory is LinkedIn's own editorial collection of topic pages — each page ranks 9–10 posts from recognized professionals — and the Top Voices articles list the honorees of each class. No login, cookie, API key, or proxy setup is required.

What this actor does

  • Three modes: topContent for the curated topic directory, topVoices for quarterly class lists, and postUrls to enrich specific public posts.
  • Depth 2–4: scrape only the selected topic pages, add their subtopics, or add the leaf pages beneath those subtopics.
  • Exact dates and full text: every post carries its real ISO publish date, full text, first-line headline, author, follower count, avatar, media, topic path, and editorial rank.
  • Top comments: the public post page embeds up to 10 comments with author, date, text, and reactions.
  • Filters and sorting: date windows, exact date bounds, media type, minimum reactions/comments, Influencer-badged authors, and five sort orders.
  • Honest output: unavailable fields are omitted, never filled with zero or a placeholder. Duplicate posts across topics are delivered once.

Output per post (mode = topContent or postUrls)

  • recordType — post
  • postId — LinkedIn activity ID
  • postUrl — canonical public post URL
  • headline — the post's first line
  • content — full post text
  • postedAt — exact ISO 8601 publish timestamp
  • authorName, authorProfileUrl, authorAvatar
  • authorHeadline — author subtitle when the page shows one
  • authorFollowers — follower count shown by LinkedIn
  • authorIsInfluencer — whether the public author card carries the Influencer marker
  • authorBadge — Influencer when that marker is present
  • reactionsCount, commentsCount — real served counts
  • comments[] — up to maxComments embedded comments, each with authorName, text, postedAt, and reactionsCount
  • mediaType — text, image, video, or article
  • mediaUrls[], mediaItems[] — image/video URLs, plus thumbnail, duration, and caption URL for videos
  • articleTitle, articleUrl — shared article or newsletter link
  • linkPreview — {url, title} for shared article links
  • hashtags[], mentions[], externalUrls[] — parsed from the post text
  • topicPath, topicTitle, topicCategory, topicUrl — the directory location that surfaced the post
  • topicRank — 1-based position on that topic page
  • engagementScore — reactions + 3 × comments
  • scrapedAt — ISO 8601 timestamp of the run

Output per Top Voices honoree (mode = topVoices)

  • recordType — topVoice
  • voiceName, voiceProfileUrl
  • voiceHeadline — when the honoree card shows one
  • voiceFollowers — follower count on the card
  • voiceBadge — Influencer when the card carries the marker
  • voiceClass — class label such as September 2026 US
  • voiceRegion — US or Global when the class title identifies it
  • sourceUrl — the class article URL
  • scrapedAt

Input

Field Type Default Description
mode string auto auto, topContent, topVoices, or postUrls. Auto picks post URLs first, then Top Voices class URLs, then the directory.
topics array – Topic or subtopic paths selected from the picker, or custom /top-content/... paths and URLs.
maxDepth string 2 2 = selected topic pages only; 3 = add subtopics; 4 = add leaf pages beneath subtopics.
startUrls array – Exact Top Content pages to scrape instead of expanding topics.
postUrls array – Public post, activity, share, or ugcPost URLs to enrich.
topVoiceClassUrls array – LinkedIn News Top Voices class articles; leave empty for the latest US class.
maxVoices integer 100 Maximum honorees after deduplication.
maxPosts integer 50 Maximum posts delivered after deduplication, filters, and sorting.
sortBy string linkedin_rank linkedin_rank, newest, most_reactions, most_comments, or most_engagement.
dateRange string – 24h, 7d, 30d, 90d, or 1y; leave empty for any time.
postedAfter string – Inclusive lower date bound (YYYY-MM-DD).
postedBefore string – Inclusive upper date bound (YYYY-MM-DD).
minReactions integer 0 Minimum reactions.
minComments integer 0 Minimum comments.
mediaTypeFilter string – text, image, video, or article.
onlyInfluencers boolean false Keep only authors with the public Influencer marker.
includeComments boolean true Attach the embedded comments.
maxComments integer 10 Comments to keep per post (1–10; public pages embed about 10).
includeVideoTranscript boolean false Add a transcript when the public video publishes one.
proxyConfiguration object – Optional override. The actor works without a proxy.

Example: a quick topic sample

{
  "mode": "topContent",
  "topics": ["artificial-intelligence"],
  "maxDepth": 2,
  "maxPosts": 10,
  "includeComments": true
}

Example: deeper crawl with filters

{
  "mode": "topContent",
  "topics": ["leadership", "future-of-work"],
  "maxDepth": 3,
  "maxPosts": 200,
  "sortBy": "most_engagement",
  "dateRange": "1y",
  "minReactions": 50,
  "onlyInfluencers": true,
  "includeComments": false
}

Example: exact topic pages

{
  "mode": "topContent",
  "startUrls": [
    "https://www.linkedin.com/top-content/artificial-intelligence/advancing-ai-development/",
    "https://www.linkedin.com/top-content/career/resume-tips/"
  ],
  "maxPosts": 20
}

Example: enrich specific posts

{
  "mode": "postUrls",
  "postUrls": [
    "https://www.linkedin.com/posts/williamhgates_in-many-parts-of-the-world-the-standard-activity-7462665106229727232-ud0G",
    "https://www.linkedin.com/feed/update/urn:li:activity:7504986609365352448/"
  ],
  "maxComments": 5
}

Example: a Top Voices class

{
  "mode": "topVoices",
  "topVoiceClassUrls": ["https://www.linkedin.com/pulse/meet-september-2026-us-top-voices-experts-leaders-creators-d0tjc"],
  "maxVoices": 100
}

Use cases

  • Content research: see which posts LinkedIn's editors rank first in a topic, with exact dates and full text.
  • Influencer discovery: collect authors, follower counts, and public Influencer badges from a niche.
  • PR and media prospecting: build a list of Top Voices honorees with profile URLs and headlines.
  • Benchmarking: compare reactions, comments, and media formats across topics and time windows.
  • Corpus building: export complete posts with their top comments for analysis or RAG pipelines.

Limitations and data freshness

  • The directory is curated, not a live trending feed. In the October 2026 research sample the newest post was dated 2026-09-18. Posts are often weeks or months old, and a 24-hour or 7-day filter is frequently empty. Every record carries its exact postedAt, and the run status reports the newest date found.
  • Each topic page ranks 9–10 posts. There is no public pagination; use maxDepth and more topics, subtopics, or startUrls to reach more posts.
  • Comments are capped at the roughly 10 embedded on the public post page. Commenter profile URLs are not published in that data.
  • Public fields vary by post. Author headlines appear on about two thirds of sampled posts, and the Influencer marker on about seven in ten. Avatar and follower count are present on every sampled post.
  • Some fields are not published on the public surface: repost counts, reaction-type breakdowns, view counts, and company-tagged mentions are omitted rather than fabricated.
  • Top Voices class layouts differ. The US class cards expose name, headline, followers, badge, and profile URL; some global class articles expose the honorees named in the article body with name and profile URL only. Comment-section and recommended profiles are not counted as honorees.
  • A depth-4 crawl is large. The directory has roughly 16,000 leaf pages; set maxPosts and expect a long run when expanding a topic all the way down.
  • Public pages and LinkedIn's terms. This actor reads only public pages and never logs in. LinkedIn's robots policy restricts automated access; you are responsible for how you use the data. This actor is not affiliated with or endorsed by LinkedIn.

FAQ

Do I need a LinkedIn account, cookie, or API key? No. Every mode reads public pages. Old tasks that still send a cookie or language value keep running; those values are ignored and mentioned in the run status.

Is this a live "trending now" feed? No. It is LinkedIn's editorial Top Content directory, which is updated on LinkedIn's schedule. Check postedAt rather than assuming today's date.

Why did I get fewer posts than maxPosts? A topic page holds only 9–10 posts, duplicates across topics are removed, and your filters may remove more. Increase maxDepth, add topics or startUrls, or loosen the filters.

Why is my date filter empty? The curated directory often has no posts inside 24 hours, 7 days, or 30 days. Try 90d or 1y, or leave the date filter empty.

Are the comments complete? No. Public post pages embed about 10 comments; the actor delivers those, up to maxComments, and does not invent the rest.

What does authorIsInfluencer mean? It reflects the public Influencer marker on the author card. It is not a claim that the author belongs to a current Top Voices class — use the topVoices mode for class lists.

Why are reposts, reaction breakdowns, or views missing? Those values are not published on the public pages. They are omitted instead of being returned as zero.

Can I scrape a subtopic or leaf page directly? Yes. Put any /top-content/... path in topics or a full URL in startUrls.

What is the difference between topContent and topVoices? topContent returns ranked directory posts. topVoices returns honoree records from LinkedIn News class articles, using the voice* fields.

Python quickstart

Use a schema-derived input and the Python standard library to start a run. An Apify account and token are required for execution.

Open the step-by-step Python guide →

Source build aAKya3BezjIgnbmjm. Documentation is regenerated from the default published build; private drafts are not included.