{"id":4380,"date":"2024-05-07T00:00:00","date_gmt":"2024-05-07T00:00:00","guid":{"rendered":"https:\/\/phantombuster.com\/blog\/linkedin-scraper\/"},"modified":"2026-07-28T15:08:35","modified_gmt":"2026-07-28T15:08:35","slug":"linkedin-scraper","status":"publish","type":"post","link":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/","title":{"rendered":"Best LinkedIn Scraper For Public Data [Profile, Email, Activity, Sales Navigator]"},"content":{"rendered":"<p>With LinkedIn scraping tools, you can collect data, gain insights, and increase <a href=\"https:\/\/phantombuster.com\/goals\/lead-generation\">lead generation<\/a> and prospecting. . Plus, your outreach campaigns will be even better with high-quality data at your fingertips! Here&#8217;s everything you need to know before you start scraping LinkedIn profiles.<\/p>\n<h2>TL;DR<\/h2>\n<ul>\n<li>You can use LinkedIn scraping tools as long as you do so ethically, adhere to recommended <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-limits\">LinkedIn limits<\/a>, and scrape only public data.<\/li>\n<li>Anyone can extract data from LinkedIn search URLs, profiles, groups, events, and more.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<style>.elementor-12459 .elementor-element.elementor-element-0156978{--display:flex;--min-height:240px;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:center;--gap:30px 30px;--row-gap:30px;--column-gap:30px;border-style:solid;--border-style:solid;border-width:1px 1px 1px 1px;--border-top-width:1px;--border-right-width:1px;--border-bottom-width:1px;--border-left-width:1px;border-color:#0000001A;--border-color:#0000001A;--border-radius:12px 12px 12px 12px;--padding-top:24px;--padding-bottom:24px;--padding-left:24px;--padding-right:24px;}.elementor-12459 .elementor-element.elementor-element-0156978:not(.elementor-motion-effects-element-type-background), .elementor-12459 .elementor-element.elementor-element-0156978 > .elementor-motion-effects-container > .elementor-motion-effects-layer{background-image:url(\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2026\/07\/pb-colors.webp\");background-position:bottom center;background-repeat:no-repeat;background-size:cover;}.elementor-12459 .elementor-element.elementor-element-b5d92f3{--display:flex;--flex-direction:column;--container-widget-width:100%;--container-widget-height:initial;--container-widget-flex-grow:0;--container-widget-align-self:initial;--flex-wrap-mobile:wrap;--justify-content:center;--gap:12px 12px;--row-gap:12px;--column-gap:12px;--margin-top:0px;--margin-bottom:0px;--margin-left:0px;--margin-right:0px;--padding-top:0px;--padding-bottom:0px;--padding-left:0px;--padding-right:0px;}.elementor-12459 .elementor-element.elementor-element-1eaaf5c .elementor-icon-wrapper{text-align:start;}.elementor-12459 .elementor-element.elementor-element-1eaaf5c .elementor-icon{font-size:27px;}.elementor-12459 .elementor-element.elementor-element-1eaaf5c .elementor-icon svg{height:27px;}.elementor-12459 .elementor-element.elementor-element-1eaaf5c .elementor-icon-wrapper svg{width:auto;}.elementor-12459 .elementor-element.elementor-element-1eaaf5c > .elementor-widget-container{margin:0px 0px 12px 0px;padding:0px 0px 0px 0px;}.elementor-12459 .elementor-element.elementor-element-6b50ef1{text-align:start;}.elementor-12459 .elementor-element.elementor-element-6b50ef1 .elementor-heading-title{font-family:\"Roboto\", Sans-serif;font-size:36px;font-weight:500;text-transform:none;line-height:1.22em;color:var( --e-global-color-text );}.elementor-12459 .elementor-element.elementor-element-6b50ef1 > .elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 0px 0px;}.elementor-12459 .elementor-element.elementor-element-2944270 .elementor-button{transition-duration:0.7s;}.elementor-12459 .elementor-element.elementor-element-2944270 > .elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 0px 0px;}.elementor-12459 .elementor-element.elementor-element-2944270{width:auto;max-width:auto;}.elementor-12459 .elementor-element.elementor-element-3b529cf{--display:flex;--flex-direction:column;--container-widget-width:100%;--container-widget-height:initial;--container-widget-flex-grow:0;--container-widget-align-self:initial;--flex-wrap-mobile:wrap;--justify-content:center;--margin-top:0px;--margin-bottom:0px;--margin-left:0px;--margin-right:0px;--padding-top:0px;--padding-bottom:0px;--padding-left:0px;--padding-right:0px;}.elementor-12459 .elementor-element.elementor-element-3b529cf:not(.elementor-motion-effects-element-type-background), .elementor-12459 .elementor-element.elementor-element-3b529cf > .elementor-motion-effects-container > .elementor-motion-effects-layer{background-position:center center;background-repeat:no-repeat;background-size:cover;}.elementor-12459 .elementor-element.elementor-element-7459f0b{--spacer-size:190px;}@media(max-width:1024px){.elementor-12459 .elementor-element.elementor-element-0156978{--margin-top:0px;--margin-bottom:0px;--margin-left:0px;--margin-right:0px;}.elementor-12459 .elementor-element.elementor-element-6b50ef1 .elementor-heading-title{font-size:32px;}}@media(min-width:768px){.elementor-12459 .elementor-element.elementor-element-0156978{--width:min( 100%, 712px );}.elementor-12459 .elementor-element.elementor-element-b5d92f3{--width:55%;}.elementor-12459 .elementor-element.elementor-element-3b529cf{--width:45%;}}@media(max-width:767px){.elementor-12459 .elementor-element.elementor-element-0156978{--width:min( 100%, 650px );--min-height:120px;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--align-items:center;--gap:24px 24px;--row-gap:24px;--column-gap:24px;--flex-wrap:nowrap;--margin-top:0px;--margin-bottom:0px;--margin-left:0px;--margin-right:0px;--padding-top:18px;--padding-bottom:18px;--padding-left:18px;--padding-right:18px;}.elementor-12459 .elementor-element.elementor-element-b5d92f3{--width:50%;--gap:9px 9px;--row-gap:9px;--column-gap:9px;}.elementor-12459 .elementor-element.elementor-element-1eaaf5c .elementor-icon{font-size:4vw;}.elementor-12459 .elementor-element.elementor-element-1eaaf5c .elementor-icon svg{height:4vw;}.elementor-12459 .elementor-element.elementor-element-1eaaf5c > .elementor-widget-container{margin:0px 0px 9px 0px;}.elementor-12459 .elementor-element.elementor-element-6b50ef1 .elementor-heading-title{font-size:18px;}.elementor-12459 .elementor-element.elementor-element-3b529cf{--width:50%;--margin-top:0px;--margin-bottom:0px;--margin-left:0px;--margin-right:0px;}.elementor-12459 .elementor-element.elementor-element-7459f0b{--spacer-size:30vw;}}<\/style>\t\t<div data-elementor-type=\"single-post\" data-elementor-id=\"12459\" class=\"elementor elementor-12459\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-0156978 e-con-full e-flex e-con e-parent\" data-id=\"0156978\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-b5d92f3 e-con-full e-flex e-con e-child\" data-id=\"b5d92f3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1eaaf5c elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"1eaaf5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"214\" height=\"27\" viewBox=\"0 0 214 27\" fill=\"none\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M24.2907 13.4344H22.6711V10.3112C22.6711 5.13641 18.4761 0.941406 13.3013 0.941406C8.1265 0.941406 3.93143 5.13641 3.93143 10.3112V13.4344H2.34168C0.951068 13.4344 0.404998 15.238 1.56205 16.0093L3.93143 17.5917V21.2427C3.93143 22.492 4.93253 23.0339 6.11772 23.429C7.05471 23.7413 7.6794 25.303 8.9287 25.303C9.5533 25.303 9.9132 24.9906 10.6305 24.9906C11.5675 24.9906 12.052 25.9276 13.3013 25.9276C14.5506 25.9276 15.02 24.9906 15.9581 24.9906C16.6549 24.9906 17.0492 25.303 17.6739 25.303C18.9232 25.303 19.5758 23.6562 20.4848 23.429C21.7342 23.1167 22.6711 22.492 22.6711 21.2427V17.6144L25.0703 16.0093C26.2274 15.238 25.6813 13.4344 24.2907 13.4344Z\" fill=\"white\"><\/path><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M13.3055 26.8601C12.3771 26.8601 11.7474 26.4834 11.2876 26.2084C10.9831 26.0262 10.8026 25.9232 10.6347 25.9232C10.4027 25.9232 10.2314 25.9751 9.9944 26.0471C8.4698 26.5907 7.4094 25.8857 6.52408 24.9129C6.27768 24.6589 5.9984 24.371 5.82562 24.3135C4.42589 23.8938 2.95801 22.9467 2.99868 21.2382L2.99864 18.0882L1.04588 16.7841C0.596689 16.4846 0.273869 16.0631 0.112889 15.5655C-0.192001 14.6622 0.138129 13.5718 0.892899 12.9894C1.53951 12.4688 2.20365 12.4774 2.99864 12.493C2.97178 10.4042 2.9205 8.22932 3.80907 6.29465C5.35388 2.54259 9.2406 0 13.3055 0C17.355 0 21.2573 2.54259 22.8019 6.29465C23.6901 8.22872 23.6396 10.4077 23.6123 12.493C24.4164 12.479 25.0933 12.461 25.7479 12.9894C26.5026 13.5719 26.8328 14.6622 26.5279 15.5655C26.367 16.0631 26.0441 16.4846 25.5943 16.7845L23.6123 18.1104V21.2382C23.6026 22.9481 22.3754 23.9353 20.7163 24.3335C20.586 24.3695 20.2665 24.7022 20.0755 24.901C19.1769 25.8957 18.1399 26.5868 16.6026 26.0471C16.3689 25.9778 16.1843 25.9232 15.9623 25.9232C15.7958 25.9232 15.618 26.0256 15.3181 26.2067C14.8613 26.4824 14.2357 26.8601 13.3055 26.8601ZM24.2985 13.4344H22.6789V10.3112C22.6789 5.1364 18.4839 0.9414 13.3091 0.9414C8.1343 0.9414 3.93924 5.1364 3.93924 10.3112V13.4344H2.34949C0.958879 13.4344 0.412809 15.238 1.56986 16.0093L3.93924 17.5917V21.2427C3.93924 22.492 4.94035 23.0339 6.12554 23.429C7.06252 23.7413 7.6872 25.303 8.9365 25.303C9.5611 25.303 9.921 24.9906 10.6384 24.9906C11.5753 24.9906 12.0598 25.9276 13.3091 25.9276C14.5584 25.9276 15.0278 24.9906 15.966 24.9906C16.6627 24.9906 17.057 25.303 17.6817 25.303C18.931 25.303 19.5836 23.6562 20.4927 23.429C21.742 23.1167 22.6789 22.492 22.6789 21.2427V17.6144L25.0782 16.0093C26.2352 15.238 25.6891 13.4344 24.2985 13.4344ZM12.5412 9.52602C12.5412 10.8197 11.8421 11.8685 10.9796 11.8685C10.1171 11.8685 9.418 10.8197 9.418 9.52602C9.418 8.23232 10.1171 7.18362 10.9796 7.18362C11.8421 7.18362 12.5412 8.23232 12.5412 9.52602ZM17.2248 9.52602C17.2248 10.8197 16.5257 11.8685 15.6632 11.8685C14.8007 11.8685 14.1016 10.8197 14.1016 9.52602C14.1016 8.23232 14.8007 7.18362 15.6632 7.18362C16.5257 7.18362 17.2248 8.23232 17.2248 9.52602Z\" fill=\"#1E1E1F\"><\/path><path d=\"M160.934 16.5566C160.934 18.2635 162.098 19.0303 163.286 19.0303C164.473 19.0301 165.635 18.2634 165.635 16.5566V9.20702H168.902V21.9756H165.635V20.5898C165.091 21.4557 164.101 22.2226 162.542 22.2226C160.167 22.2224 157.667 20.515 157.667 16.6797V9.20702H160.934V16.5566ZM75.0361 8.85942C78.6988 8.85942 80.7275 11.1855 80.7275 14.7236V21.9746H77.4619V20.5136C76.8678 21.479 75.8532 22.2216 73.8984 22.2217C70.9783 22.2217 69.2462 20.7867 69.2461 18.4355C69.2461 16.5797 69.8899 15.4661 71.6709 14.625C72.933 14.0309 75.482 13.8332 77.4121 13.6845V13.6592C77.1891 12.5212 76.3726 11.8037 75.0361 11.8037C73.8983 11.8037 73.1057 12.3485 72.7842 13.2148H69.4941C70.0137 10.5423 71.9186 8.85942 75.0361 8.85942ZM112.108 8.85942C115.771 8.85942 117.799 11.1855 117.799 14.7236V16.3574C117.799 19.896 115.77 22.2217 112.108 22.2217C108.446 22.2215 106.418 19.8959 106.417 16.3574V14.7236C106.417 11.1856 108.446 8.85952 112.108 8.85942ZM198.081 8.85942C201.743 8.85942 203.773 11.1855 203.773 14.7236V16.7031H195.656V16.7773C195.656 18.2867 196.522 19.2772 198.081 19.2773C199.219 19.2773 200.012 18.7322 200.333 17.8662H203.65C203.13 20.5387 201.199 22.2217 198.081 22.2217C194.419 22.2215 192.391 19.8959 192.391 16.3574V14.7236C192.391 11.1856 194.419 8.85952 198.081 8.85942ZM176.152 8.85542C178.75 8.85542 180.877 10.0926 181.1 12.9873H177.76C177.587 12.171 176.868 11.7998 176.053 11.7998C175.113 11.7998 174.567 12.1716 174.542 12.7656C174.544 13.3094 174.988 13.5812 175.533 13.7051L178.404 14.3486C179.79 14.6702 181.497 15.6355 181.497 18.2832C181.497 21.1292 179.195 22.2177 176.523 22.2177C173.875 22.2176 171.104 20.8565 170.98 17.8379H174.247C174.395 18.8275 175.559 19.2734 176.622 19.2734C177.266 19.2734 178.23 19.1243 178.23 18.2832C178.23 17.7636 177.86 17.4662 177.092 17.2929L174.419 16.6992C173.035 16.3776 171.277 15.2891 171.277 12.79C171.277 10.2911 173.529 8.85552 176.152 8.85542ZM101.569 9.20802H104.712V12.1523H101.569V18.0166C101.569 18.6103 101.717 19.0311 102.508 19.0312H104.712V21.9756H101.569C99.2925 21.9756 98.3025 20.7632 98.3025 18.709V12.1523H96.4961V9.20802H98.3025V6.3125H101.569V9.20802ZM187.535 9.20802H190.676V12.1523H187.535V18.0166C187.535 18.6103 187.682 19.0311 188.473 19.0312H190.676V21.9756H187.535C185.258 21.9756 184.268 20.7632 184.268 18.709V12.1523H182.46V9.20802H184.268V6.3125H187.535V9.20802ZM213.544 12.1758H212.01C210.773 12.1759 209.587 12.9187 209.585 14.6504V21.9756H206.32V9.20702H209.585V10.5927C209.957 9.75162 211.046 8.98442 212.555 8.98442H213.544V12.1758ZM47.7178 4.65234C51.8248 4.65239 53.7061 7.47342 53.7061 10.6406C53.706 13.783 51.8248 16.6532 47.7178 16.6533H43.9561V21.9736H40.6406V4.65234H47.7178ZM58.8047 10.3183C59.3739 9.45242 60.6604 8.85852 61.7988 8.85842C64.3968 8.85842 66.9208 10.6404 66.9209 14.4013V21.9736H63.6543V14.5254C63.6543 12.793 62.4667 12.0508 61.2295 12.0508C59.9924 12.0509 58.8047 12.7932 58.8047 14.5254V21.9736H55.5391V4.65234H58.8047V10.3183ZM149.671 4.65234C153.185 4.65235 155.141 6.6319 155.141 9.62602C155.141 11.0611 154.622 12.3234 153.583 13.1152C154.795 14.0305 155.561 15.3664 155.561 16.9004C155.561 19.9685 153.632 21.9734 150.068 21.9736H142.497V4.65234H149.671ZM89.7871 8.85542C92.3851 8.85542 94.9092 10.6374 94.9092 14.3984V21.9707H91.6426V14.5224C91.6426 12.7901 90.455 12.0478 89.2178 12.0478C87.9807 12.048 86.793 12.7903 86.793 14.5224V21.9707H83.5273V9.20212H86.793V10.3154C87.3622 9.44952 88.6486 8.85552 89.7871 8.85542ZM133.958 8.85542C137.2 8.85542 139.577 10.6622 139.577 14.3984V21.9707H136.309V14.5224C136.309 12.8149 135.122 12.0478 133.958 12.0478C132.796 12.0479 131.609 12.815 131.609 14.5224V21.9707H128.342V14.5224C128.342 12.8151 127.154 12.048 125.992 12.0478C124.828 12.0478 123.641 12.8149 123.641 14.5224V21.9707H120.376V9.20212H123.641V10.2656C124.258 9.39972 125.423 8.85552 126.536 8.85542C127.872 8.85542 129.084 9.35022 129.975 10.5381C130.891 9.42472 132.202 8.85552 133.958 8.85542ZM77.4609 16.3789C75.6048 16.5024 73.8224 16.6507 73.2041 16.9726C72.6599 17.2448 72.5117 17.5175 72.5117 18.0615C72.5119 18.68 72.9818 19.3485 74.4414 19.3486C76.1236 19.3486 77.4608 18.4077 77.4609 16.7998V16.3789ZM112.108 11.8008C110.549 11.8008 109.684 12.7903 109.684 14.2998V16.7744C109.684 18.2837 110.549 19.2734 112.108 19.2734C113.667 19.2734 114.535 18.2837 114.535 16.7744V14.2998C114.535 12.7903 113.667 11.8008 112.108 11.8008ZM145.812 18.6816H150.167C151.529 18.6816 152.247 17.9887 152.247 16.7763C152.247 15.5391 151.43 14.8711 150.167 14.8711H145.812V18.6816ZM198.081 11.8008C196.621 11.8008 195.78 12.6671 195.656 13.9785V14.0029H200.482V13.9785C200.383 12.6423 199.542 11.8008 198.081 11.8008ZM43.957 13.3603H47.7187C49.5492 13.3602 50.3906 11.9748 50.3906 10.6386C50.3906 9.30252 49.5492 7.94152 47.7187 7.94142H43.957V13.3603ZM145.812 11.5791H149.747C151.008 11.5791 151.826 10.9355 151.826 9.74802C151.826 8.53562 151.008 7.94142 149.747 7.94142H145.812V11.5791Z\" fill=\"#1E1E1F\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b50ef1 elementor-widget elementor-widget-heading\" data-id=\"6b50ef1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Export Sales Navigator Leads<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2944270 elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"2944270\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/phantombuster.com\/automations\/sales-navigator\/6988\/sales-navigator-search-export?utm_source=blog&#038;utm_medium=banner&#038;utm_campaign=blog-banner-cta-pilot-2026-07&#038;utm_content=linkedin-scraper-wave3\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Export Leads Now<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3b529cf e-con-full e-flex e-con e-child\" data-id=\"3b529cf\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7459f0b elementor-widget elementor-widget-spacer\" data-id=\"7459f0b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n<p>&nbsp;<\/p>\n<p>Here are our favorite tools to make it happen.<\/p>\n<ul>\n<li><b>Best LinkedIn profile scraper:<\/b> <a href=\"https:\/\/phantombuster.com\/signup\">PhantomBuster<\/a> or Waalaxy.<\/li>\n<li><b>Best LinkedIn search results scraper:<\/b> PhantomBuster or Evaboot.<\/li>\n<li><b>Best LinkedIn email scraper:<\/b> PhantomBuster or Clay.<\/li>\n<li><b>Best LinkedIn activity scraper:<\/b> PhantomBuster or Apify.<\/li>\n<li><b>Best LinkedIn job scraper:<\/b> PhantomBuster or Octoparse.<\/li>\n<li><b>Best LinkedIn company data scraper:<\/b> PhantomBuster or Bright Data.<\/li>\n<li>Ultimately, if you&#8217;re looking for multi-functional LinkedIn scrapers that can be plugged into any lead generation workflow, PhantomBuster ticks all the boxes. Grab a <a href=\"https:\/\/phantombuster.com\/signup\">14-day free trial<\/a> to see if it works for you.<\/li>\n<\/ul>\n<h2>Is scraping LinkedIn allowed?<\/h2>\n<p>LinkedIn discourages scraping data. However, there is <a href=\"https:\/\/law.justia.com\/cases\/federal\/appellate-courts\/ca9\/17-16783\/17-16783-2022-04-18.html\">no US federal law<\/a> against it. This means you can scrape LinkedIn data as long as you do so ethically, only gather publicly available data, and use trusted automation tools within the recommended <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-limits\">rate limits<\/a>.<\/p>\n<h2>What data can you scrape from LinkedIn?<\/h2>\n<p>You can use web scraping tools to get almost any data from LinkedIn under three conditions:<\/p>\n<ol>\n<li><b>Only scrape public data:<\/b> This is the information that anyone can view manually on LinkedIn profiles and company pages.<\/li>\n<li><b>Avoid unethical data scraping:<\/b> This (hopefully) goes without saying, but you should never scrape LinkedIn data for unethical reasons.<\/li>\n<li><b>Stick to the rate limits:<\/b> All scraping activities should follow the recommended LinkedIn <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-limits\">limits<\/a>, which vary depending on your <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-account-types\">account type<\/a>.<\/li>\n<\/ol>\n<p>For example, here are LinkedIn&#8217;s rate limits for profile views per day.<\/p>\n<ul>\n<li><b>Free LinkedIn account:<\/b> 80 LinkedIn profile views<\/li>\n<li><b>Premium account:<\/b> 150 LinkedIn profile views<\/li>\n<li><b>Sales Navigator account: <\/b>150 LinkedIn profile views, or 1000 Sales Navigator profile views<\/li>\n<\/ul>\n<p>By following these guidelines, you can scrape many different types of LinkedIn data, from job listings to group profiles to emails.<\/p>\n<p>Here&#8217;s an overview, along with some LinkedIn scraper tools from PhantomBuster to complement it.<\/p>\n<div class=\"wp-layout-normal-table\"><table>\n<tbody>\n<tr>\n<th><b>What can be scraped<\/b><\/th>\n<th><b>What you&#8217;ll get<\/b><\/th>\n<th><b>LinkedIn Scraper tool <\/b><\/th>\n<\/tr>\n<tr>\n<td><b>LinkedIn search results<\/b><\/td>\n<td>LinkedIn profile URL, Name + 13 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/3149\/linkedin-search-export\">LinkedIn Search Export<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>Sales Navigator search results<\/b><\/td>\n<td>Current job title, Industry + 17 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/sales-navigator\/6988\/sales-navigator-search-export\">Sales Navigator Search Export<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn profile data<\/b><\/td>\n<td>School, Headline, Location + 72 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/phantombuster\/3112\/linkedin-profile-scraper\">LinkedIn Profile Scraper<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>Sales Navigator profile data<\/b><\/td>\n<td>Connections, Phone + 30 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/sales-navigator\/11108\/sales-navigator-profile-scraper\">Sales Navigator Profile Scraper<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn profile URLs<\/b><\/td>\n<td>Matched LinkedIn URL + 3 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/4015\/linkedin-profile-url-finder\">LinkedIn Profile URL Finder<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn connections<\/b><\/td>\n<td>LinkedIn URL, Name, Title + 4 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/12670\/linkedin-connections-export\">LinkedIn Connections Export<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn connections emails<\/b><\/td>\n<td>Professional email addresses +13 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/2220776630920718\/linkedin-connections-to-emails\">LinkedIn Connections to Emails<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn company profiles<\/b><\/td>\n<td>Website, Phone numbers + 15 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/3296\/linkedin-company-scraper\">LinkedIn Company Scraper<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn company employees profiles<\/b><\/td>\n<td>Profile URL, Name, Job + 4 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/3295\/linkedin-company-employees-export\">LinkedIn Company Employees Export<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn company profiles<\/b><\/td>\n<td>LinkedIn URL, Follow month + 7 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/6609751279582074\/linkedin-company-follower-collector\">LinkedIn Company Follower Collector<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>Sales Navigator company profiles<\/b><\/td>\n<td>LinkedIn URL, Company + 12 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/sales-navigator\/4200612184013755\/sales-navigator-account-employees-export\">Sales Navigator Account Employees Export<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn activity<\/b><\/td>\n<td>Post URL, Activity type + 19 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/9136\/linkedin-activity-extractor\">LinkedIn Activity Extractor<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn events<\/b><\/td>\n<td>Event guests profile URLs + 7 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/5447892918325546\/linkedin-event-guests-export\">LinkedIn Event Guests Export<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn groups<\/b><\/td>\n<td>Member profile URLs + 10 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/2852\/linkedin-group-members-export\">LinkedIn Group Members Export<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn groups<\/b><\/td>\n<td>Group member emails + 28 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/1960014583069690\/linkedin-group-members-to-emails\">LinkedIn Group Members to Emails<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn message activity<\/b><\/td>\n<td>Message, Read status + 8 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/532696507966746\/linkedin-inbox-scraper\">LinkedIn Inbox Scraper<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn message activity<\/b><\/td>\n<td>Conversation URL, Author + 10 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/9387\/linkedin-message-thread-scraper\">LinkedIn Message Thread Scraper<\/a><\/td>\n<\/tr>\n<tr>\n<td><b>LinkedIn jobs<\/b><\/td>\n<td>Job title, Industry + 23 more<\/td>\n<td><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/6772788738377011\/linkedin-job-scraper\">LinkedIn Job Scraper<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h2>Best LinkedIn profile scraper<\/h2>\n<p>LinkedIn profile data can fuel any lead-generation workflow.<\/p>\n<p>By better knowing your audience, you can personalize your outreach campaigns and get stronger results. To scrape data from LinkedIn profiles, here are two scrapers to consider from PhantomBuster and an <a href=\"https:\/\/phantombuster.com\/blog\/ai-automation\/phantombuster-alternatives-competitors\">alternative<\/a> automation tool.<\/p>\n<h3>PhantomBuster with pre-configured automations<\/h3>\n<p>PhantomBuster offers a LinkedIn scraping tool called the <a href=\"https:\/\/phantombuster.com\/phantombuster\/3112\/linkedin-profile-scraper\">LinkedIn Profile Scraper Phantom<\/a>. This LinkedIn scraper gathers all public data from user profiles, including emails.<\/p>\n<p>Thanks to this LinkedIn data extractor, you&#8217;ll access up to 75 data points, including education history, current jobs, professional email addresses, and more. It&#8217;s an ideal research tool for sales and marketing teams alike.<\/p>\n<p>So, what do you do with all this LinkedIn profile data?<\/p>\n<ul>\n<li><b>Plug it into another Phantom:<\/b> Connect the results with another of <a href=\"https:\/\/phantombuster.com\/phantombuster?category=linkedin\">PhantomBuster&#8217;s<\/a> LinkedIn automation tools and build a whole workflow.<\/li>\n<li><b>Visualize your LinkedIn leads:<\/b> Get an <a href=\"https:\/\/phantombuster.com\/blog\/social-selling\/linkedin-b2b-lead-generation\">overview<\/a> of your LinkedIn profile data straight from your PhantomBuster dashboard.<\/li>\n<li><b>Export to a Google Sheet or a CSV file:<\/b> Export the LinkedIn profile data to Google Sheets or a CSV file, ready for the next step in your sales development process.<\/li>\n<li><b>Keep your CRM updated: <\/b>Use<a href=\"https:\/\/phantombuster.com\/blog\/lead-enrichment\/crm-data-enrichment-tools\"> PhantomBuster&#8217;s CRM integrations<\/a> to <a href=\"https:\/\/phantombuster.com\/blog\/lead-enrichment\/hubspot-data-enrichment\">synchronize your scraped data with HubSpot<\/a>, Pipedrive, or Salesforce.<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/phantombuster-hubspot-linkedin-data-step-5-3.webp\" alt=\"phantombuster-hubspot-linkedin-data-step-5\" \/><\/p>\n<p>Plus, you can make the most of the <a href=\"https:\/\/phantombuster.com\/automations\/sales-navigator\/11108\/sales-navigator-profile-scraper\">Sales Navigator Profile Scraper Phantom<\/a>, too.<\/p>\n<p>But is this LinkedIn data scraping tool right for you?<\/p>\n<ul>\n<li><b>Pros: <\/b>Sharing which profiles to analyze is easy\u2014you can connect the LinkedIn Profile Scraper Phantom with a list, a search URL, a Google Sheet, or your CRM.<\/li>\n<li><b>Cons:<\/b> If you use the email discovery service, then you must halve the number of profiles you scrape per day to respect the rate limits.<\/li>\n<\/ul>\n<blockquote><p><b>How much does PhantomBuster cost?<\/b> After a 14-day <a href=\"https:\/\/phantombuster.com\/signup\">free trial<\/a>, a PhantomBuster pricing plan starts at $69 per month, with 20 hours of execution time. There&#8217;s a discount if you opt for an annual plan.<\/p><\/blockquote>\n<div class=\"poptin-embedded\" data-id=\"128e5e35273e6\"><\/div>\n<h3>Waalaxy<\/h3>\n<p>If you want to extract data from LinkedIn profiles another way, <a href=\"https:\/\/www.waalaxy.com\/\">Waalaxy<\/a> could be a great option. With its browser extension, you can run a search on LinkedIn and export the resulting profiles.<\/p>\n<ul>\n<li><b>Pros:<\/b> Waalaxy is user-friendly, with lots of bonus tools for outreach campaigns, and it has a free plan to get you started.<\/li>\n<li><b>Cons:<\/b> The extracted data isn&#8217;t always very detailed, and the tool is more focused on outreach rather than data scraping.<\/li>\n<\/ul>\n<h2>Best LinkedIn search results scraper<\/h2>\n<p>With specialized filters and access to the largest professional network in the world, LinkedIn searches can help you get to know your <a href=\"https:\/\/phantombuster.com\/blog\/guides\/market-research-report-template-and-tools-4zUEYXpGx7xfND7U5XbXJJ\">audience<\/a> on a whole new level.<\/p>\n<p>There are many tools for scraping LinkedIn searches.<\/p>\n<p>While most of them can only run one or two actions, PhantomBuster stands out as a versatile LinkedIn automation tool that can run an entire automated lead generation campaign from A to Z.<\/p>\n<h3>PhantomBuster: For free and LinkedIn Sales Navigator search URLs<\/h3>\n<p>Extracting data straight from a LinkedIn search URL has never been easier with these two automation tools from PhantomBuster.<\/p>\n<ul>\n<li><b>For a free LinkedIn search URL:<\/b> The <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/3149\/linkedin-search-export\">LinkedIn Search Export Phantom<\/a><\/li>\n<li><b>For a Sales Navigator search URL:<\/b> The <a href=\"https:\/\/phantombuster.com\/automations\/sales-navigator\/6988\/sales-navigator-search-export\">Sales Navigator Search Export Phantom<\/a><\/li>\n<\/ul>\n<blockquote><p><b>What&#8217;s a Phantom?<\/b> A &#8220;Phantom&#8221; is a single automation, such as sending a connection request, or messaging a LinkedIn group member. This differs from a &#8220;Flow&#8221;, which is an all-in-one automation sequence. There are over <a href=\"https:\/\/phantombuster.com\/phantombuster\">100+<\/a> Phantoms and Flows available with PhantomBuster.<\/p><\/blockquote>\n<p>You&#8217;ll extract data from your LinkedIn search results on autopilot without having to manually trawl through all the information yourself. Then, you can export the scraped data to your next PhantomBuster workflow or download it.<\/p>\n<p>But are these LinkedIn scraping tools worth it?<\/p>\n<ul>\n<li><b>Pros: <\/b>You can set the Phantoms on repeat to get data automatically each day while you focus on other things.<\/li>\n<li><b>Cons: <\/b>You&#8217;re limited by the fact that LinkedIn only displays the first 1000 search results and Sales Navigator the first 2500 (but you can alter your search query to find more).<\/li>\n<\/ul>\n<h3>Evaboot: For LinkedIn Sales Navigator only<\/h3>\n<p>If you&#8217;re looking for an alternative Chrome extension tool, Evaboot could be the answer.<\/p>\n<p>It&#8217;s designed exclusively for LinkedIn Sales Navigator, and it lets you find emails and scrape data at scale.<\/p>\n<ul>\n<li><b>Pros:<\/b> Evaboot is easy to set up, thanks to the straightforward browser extension, and its data extraction services are accurate and reliable.<\/li>\n<li><b>Cons:<\/b> You need to be a Sales Navigator user to export data with Evaboot, and some reviewers feel the email finder doesn&#8217;t always deliver the correct addresses.<\/li>\n<\/ul>\n<h2>Best LinkedIn email scraper<\/h2>\n<p>Data scraping doesn&#8217;t stop at LinkedIn. With the right scraping tool, you can go beyond search and profile data and extract personal and professional email addresses.<\/p>\n<p>Here are two email finder platforms to grow your contact list and nurture your leads with a <a href=\"https:\/\/phantombuster.com\/blog\/guides\/cold-email-copywriting-tips-and-templates-to-email-leads-the-right-way-7mpAVoo6uZL9UCjIRkZUC6\">cold email<\/a> sequence.<\/p>\n<h3>PhantomBuster: For extracting professional and personal emails from LinkedIn<\/h3>\n<p>PhantomBuster offers multiple data scraping tools to extract emails. Whether you want to get emails from a LinkedIn group or straight from a search, there&#8217;s a Phantom or Flow to match.<\/p>\n<p>Here are the main LinkedIn email finder pre-built automations in PhantomBuster (we call them Phantoms):<\/p>\n<ul>\n<li><a href=\"https:\/\/phantombuster.com\/phantombuster\/2220776630920718\/linkedin-connections-to-emails\"><b>The LinkedIn Connections to Emails Flow:<\/b><\/a> Get the emails of your first-degree connections<\/li>\n<li><a href=\"https:\/\/phantombuster.com\/phantombuster\/1960014583069690\/linkedin-group-members-to-emails\"><b>The LinkedIn Group Members to Emails Flow:<\/b><\/a> Get the professional email addresses of LinkedIn group members<\/li>\n<li><a href=\"https:\/\/phantombuster.com\/phantombuster\/18231\/linkedin-personal-email-extractor\"><b>The LinkedIn Personal Email Extractor Phantom:<\/b><\/a> Get the personal emails of your first-degree connections<\/li>\n<li><a href=\"https:\/\/phantombuster.com\/phantombuster\/2238207930449780\/linkedin-post-commenters-to-emails\"><b>The LinkedIn Post Commenters to Emails Flow:<\/b><\/a> Get the emails of people who have commented on a post<\/li>\n<li><a href=\"https:\/\/phantombuster.com\/phantombuster\/6546459929405349\/linkedin-search-to-emails\"><b>The LinkedIn Search to Emails Flow:<\/b><\/a> Get emails from profiles linked with a search<\/li>\n<li><a href=\"https:\/\/phantombuster.com\/phantombuster\/3345210151302862\/sales-navigator-search-to-emails\"><b>The Sales Navigator Search to Emails Flow:<\/b><\/a> Get emails from profiles linked with a Sales Navigator search<\/li>\n<\/ul>\n<p>These LinkedIn scrapers use <a href=\"https:\/\/support.phantombuster.com\/hc\/en-us\/articles\/4414991910034-Email-Discovery-Credits\">email discovery credits<\/a>, which vary depending on your PhantomBuster plan. One email credit counts as one attempt to find and validate an email address.<br \/>\nBut will these email finder Phantoms work for you?<\/p>\n<ul>\n<li><b>Pros:<\/b> You can gather email addresses at scale from a range of different sources without having to search for them manually.<\/li>\n<li><b>Cons: <\/b>As with any email tool, not every attempt to find an email will be successful, so the results might not match your credit count.<\/li>\n<\/ul>\n<h3>Clay: A multi-source email extraction tool<\/h3>\n<p><a href=\"https:\/\/www.clay.com\/\">Clay<\/a> is a data enrichment automation tool, making it an asset for anyone who wants to find emails. It works via pre-existing web data from 10+ built-in sources, including LinkedIn, HubSpot, and Google Maps.<\/p>\n<ul>\n<li><b>Pros: <\/b>With Clay, you can go beyond LinkedIn and search for emails using other sources and then generate AI outreach emails.<\/li>\n<li><b>Cons: <\/b>You need to be tech-savvy, and CRM integrations are only available in the more expensive plans, starting at $800 per month.<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/clay-email-scraping-3.webp\" alt=\"clay-email-scraping\" \/><\/p>\n<h2>Best LinkedIn activity scraper<\/h2>\n<p>Whether you&#8217;re looking for more detailed competitor analysis or you want to follow your potential leads&#8217; behavior, a LinkedIn activity scraper could help.<\/p>\n<p>By knowing what someone engages with, you can tailor your lead generation approach accordingly. Here are two tools to scrape data from someone&#8217;s LinkedIn activity.<\/p>\n<h3>PhantomBuster: For extracting comments, likes, posts, and more<\/h3>\n<p>Here are several PhantomBuster scraping tools to follow anyone&#8217;s LinkedIn activity.<\/p>\n<ul>\n<li><b>To extract all of someone&#8217;s activity: <\/b>The <a href=\"https:\/\/phantombuster.com\/phantombuster\/9136\/linkedin-activity-extractor\">LinkedIn Activity Extractor Phantom<\/a> extracts every post, plus the number of likes and comments from someone&#8217;s account<\/li>\n<li><b>To extract post comments: <\/b>The <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/2823\/linkedin-post-commenters-export\">LinkedIn Post Commenters Export Phantom<\/a> extracts all the users and comments from a specific post<\/li>\n<li><b>To extract post likes: <\/b>The <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/2880\/linkedin-post-likers-export\">LinkedIn Post Likers Export Phantom<\/a> extracts all the users who have liked a specific post<\/li>\n<\/ul>\n<p>But will these tools work for you? Here&#8217;s a quick rundown.<\/p>\n<ul>\n<li><b>Pros:<\/b> By understanding people&#8217;s activity, you can zoom in on popular topics and pinpoint who&#8217;s most interested in your brand<\/li>\n<li><b>Cons:<\/b> The LinkedIn Activity Extractor Phantom doesn&#8217;t show you the profiles of those who liked and commented (only the number), so you&#8217;d have to use the other Phantoms to learn more<\/li>\n<\/ul>\n<h3>Apify: For developers and coders to scrape LinkedIn posts<\/h3>\n<p>If you want to scrape LinkedIn activity with a different tool, then you might enjoy Apify&#8217;s <a href=\"https:\/\/apify.com\/curious_coder\/linkedin-post-search-scraper\">LinkedIn post scraper<\/a>, which works via rotating proxy servers. It will scrape data including posts, text, images, links, and engagement metrics.<\/p>\n<ul>\n<li><b>Pros: <\/b>This tool supports advanced search filters, and you can also tailor it to track certain hashtags and keywords<\/li>\n<li><b>Cons:<\/b> Scraping data with Apify is a fairly manual process, and you need to be confident exporting cookies and running code yourself<\/li>\n<\/ul>\n<h2>Best LinkedIn job scraper<\/h2>\n<p>If you&#8217;re looking for a career change, running through job listings can feel overwhelming. By scraping jobs on LinkedIn, you can evaluate the best positions on the market, without losing time. Here are two job scraping platforms that could save you hours.<\/p>\n<h3>PhantomBuster: Analyze jobs on autopilot<\/h3>\n<p>With the <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/6772788738377011\/linkedin-job-scraper\">LinkedIn Job Scraper Phantom<\/a>, you can gather all the available data from job listings. Thanks to the data scraped from this automation, you&#8217;ll extract the job title, location, description, company name, and more.<\/p>\n<p>Here are the pros and cons.<\/p>\n<ul>\n<li><b>Pros: <\/b>Once you&#8217;ve found your favorite roles, you can quickly apply, send connection requests, and nurture the recruiters that matter the most<\/li>\n<li><b>Cons: <\/b>You need to share the jobs for the Phantom to analyze, so if you don&#8217;t have these already, then you&#8217;ll need to use the <a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/3149\/linkedin-search-export\">LinkedIn Search Export Phantom<\/a> first<\/li>\n<\/ul>\n<h3>Octoparse: A user-friendly job scraper<\/h3>\n<p>If you want something different, <a href=\"https:\/\/www.getmagical.com\/blog\/linkedin-job-scrapers\">Octoparse<\/a> could be a good option. It can automatically detect data on job listings, helping you to intuitively extract the right data from LinkedIn.<\/p>\n<ul>\n<li><b>Pros: <\/b>Octoparse is easy to use, and you can build custom workflows to extract the right data from job listings<\/li>\n<li><b>Cons:<\/b> Some reviewers say that Octoparse only runs on Windows, which can be a block for anyone using macOS or Linux<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/04\/octoparse-job-scraper-3.webp\" alt=\"octoparse-job-scraper\" \/><\/p>\n<h2>Best LinkedIn company data scraper<\/h2>\n<p>If you&#8217;re using LinkedIn for competitor analysis, then you need the perfect scraping solution to simplify the process. Here are two company data scrapers to help.<\/p>\n<h3>PhantomBuster: Scale your company data collection<\/h3>\n<p>Whatever company data you&#8217;re looking for, there&#8217;s a Phantom to bring it to light.<\/p>\n<ul>\n<li><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/3296\/linkedin-company-scraper\"><b>The LinkedIn Company Scraper Phantom:<\/b><\/a> Scrape the data on a company page<\/li>\n<li><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/3295\/linkedin-company-employees-export\"><b>The LinkedIn Company Employees Export Phantom:<\/b><\/a> List all the employees at a company<\/li>\n<li><a href=\"https:\/\/phantombuster.com\/phantombuster\/6609751279582074\/linkedin-company-follower-collector\"><b>The LinkedIn Company Follower Collector Phantom:<\/b><\/a> Extract your company&#8217;s followers<\/li>\n<li><a href=\"https:\/\/phantombuster.com\/automations\/linkedin\/4372\/linkedin-company-url-finder\"><b>The LinkedIn Company URL Finder Phantom:<\/b><\/a> Find a company page on LinkedIn<\/li>\n<\/ul>\n<p>Here&#8217;s a guide to see whether these Phantoms are right for you.<\/p>\n<ul>\n<li><b>Pros:<\/b> Everything happens in the cloud, so you don&#8217;t need to leave your browser or computer open for these Phantoms to work<\/li>\n<li><b>Cons:<\/b> To download a company&#8217;s followers, you either need to be the admin of the LinkedIn page, or paste the admin&#8217;s session cookie into the setup<\/li>\n<\/ul>\n<h3>Bright Data: Track a company&#8217;s profile data<\/h3>\n<p><a href=\"https:\/\/brightdata.com\/products\/web-scraper\/linkedin\">Bright Data<\/a> offers a LinkedIn scraper that can extract and organize high volumes of data, including company profiles. You can customize it to match the data you want to scrape.<\/p>\n<ul>\n<li><b>Pros:<\/b> You can access 24\/7 live support, and make the most of the intuitive dashboard and interface<\/li>\n<li><b>Cons:<\/b> Some users say that it&#8217;s too expensive and that the documentation can be confusing for more complex workflows<\/li>\n<\/ul>\n<h2>Conclusion<\/h2>\n<p>There you have it\u2014the best ways to scrape data from LinkedIn without breaking a sweat! As you go, remember to respect the rate limits and data collection best practices.<\/p>\n<p>Thanks to LinkedIn scraping, you&#8217;ll know your leads and competitors much better, and your workflows will level up because of it. Automate your LinkedIn data scraping with PhantomBuster\u2014 <a href=\"https:\/\/phantombuster.com\/signup\">Start your free trial now<\/a>!<\/p>\n<div class=\"poptin-embedded\" data-id=\"a974650bcce30\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>With LinkedIn scraping tools, you can collect data, gain insights, and increase lead generation and prospecting. . Plus, your outreach campaigns will be even better with high-quality data at your fingertips! Here&#8217;s everything you need to know before you start scraping LinkedIn profiles. TL;DR You can use LinkedIn scraping tools as long as you do [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":12594,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[24],"tags":[34,35],"class_list":["post-4380","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sales-prospecting","tag-automation","tag-generate-leads"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Best LinkedIn Scraper For Public Data [Profile, Email, Activity, Sales Navigator] - PhantomBuster Blog<\/title>\n<meta name=\"description\" content=\"With multiple LinkedIn profile scrapers out there, here&#039;s a curated list od the best tools for non-developers.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Best LinkedIn Scraper For Public Data [Profile, Email, Activity, Sales Navigator] - PhantomBuster Blog\" \/>\n<meta property=\"og:description\" content=\"With multiple LinkedIn profile scrapers out there, here&#039;s a curated list od the best tools for non-developers.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/\" \/>\n<meta property=\"og:site_name\" content=\"PhantomBuster Blog\" \/>\n<meta property=\"article:published_time\" content=\"2024-05-07T00:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-28T15:08:35+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2026\/07\/image-17.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1264\" \/>\n\t<meta property=\"og:image:height\" content=\"848\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Adina Timar\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Adina Timar\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"12 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/\"},\"author\":{\"name\":\"Adina Timar\",\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/#\\\/schema\\\/person\\\/d7ec325a1b44152be7c1f1736fa6d59d\"},\"headline\":\"Best LinkedIn Scraper For Public Data [Profile, Email, Activity, Sales Navigator]\",\"datePublished\":\"2024-05-07T00:00:00+00:00\",\"dateModified\":\"2026-07-28T15:08:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/\"},\"wordCount\":2527,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/image-17.png\",\"keywords\":[\"automation\",\"generate-leads\"],\"articleSection\":[\"Sales Prospecting\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/\",\"url\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/\",\"name\":\"Best LinkedIn Scraper For Public Data [Profile, Email, Activity, Sales Navigator] - PhantomBuster Blog\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/image-17.png\",\"datePublished\":\"2024-05-07T00:00:00+00:00\",\"dateModified\":\"2026-07-28T15:08:35+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/#\\\/schema\\\/person\\\/d7ec325a1b44152be7c1f1736fa6d59d\"},\"description\":\"With multiple LinkedIn profile scrapers out there, here's a curated list od the best tools for non-developers.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/#primaryimage\",\"url\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/image-17.png\",\"contentUrl\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/image-17.png\",\"width\":1264,\"height\":848,\"caption\":\"Two rounded-rectangle chips on a blush pink gradient background. Left chip says \\\"Tool review\\\" and right chip says \\\"LinkedIn Scraping Tools\\\"\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/sales-prospecting\\\/linkedin-scraper\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Blog\",\"item\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Sales Prospecting\",\"item\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/category\\\/sales-prospecting\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Best LinkedIn Scraper For Public Data [Profile, Email, Activity, Sales Navigator]\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/\",\"name\":\"PhantomBuster Blog\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/#\\\/schema\\\/person\\\/d7ec325a1b44152be7c1f1736fa6d59d\",\"name\":\"Adina Timar\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/cropped-adina-timar-phantombuster-1-96x96.webp\",\"url\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/cropped-adina-timar-phantombuster-1-96x96.webp\",\"contentUrl\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/cropped-adina-timar-phantombuster-1-96x96.webp\",\"caption\":\"Adina Timar\"},\"url\":\"https:\\\/\\\/phantombuster.com\\\/blog\\\/author\\\/adina-timar\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Best LinkedIn Scraper For Public Data [Profile, Email, Activity, Sales Navigator] - PhantomBuster Blog","description":"With multiple LinkedIn profile scrapers out there, here's a curated list od the best tools for non-developers.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/","og_locale":"en_US","og_type":"article","og_title":"Best LinkedIn Scraper For Public Data [Profile, Email, Activity, Sales Navigator] - PhantomBuster Blog","og_description":"With multiple LinkedIn profile scrapers out there, here's a curated list od the best tools for non-developers.","og_url":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/","og_site_name":"PhantomBuster Blog","article_published_time":"2024-05-07T00:00:00+00:00","article_modified_time":"2026-07-28T15:08:35+00:00","og_image":[{"width":1264,"height":848,"url":"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2026\/07\/image-17.png","type":"image\/png"}],"author":"Adina Timar","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Adina Timar","Est. reading time":"12 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":["Article","BlogPosting"],"@id":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/#article","isPartOf":{"@id":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/"},"author":{"name":"Adina Timar","@id":"https:\/\/phantombuster.com\/blog\/#\/schema\/person\/d7ec325a1b44152be7c1f1736fa6d59d"},"headline":"Best LinkedIn Scraper For Public Data [Profile, Email, Activity, Sales Navigator]","datePublished":"2024-05-07T00:00:00+00:00","dateModified":"2026-07-28T15:08:35+00:00","mainEntityOfPage":{"@id":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/"},"wordCount":2527,"commentCount":0,"image":{"@id":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/#primaryimage"},"thumbnailUrl":"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2026\/07\/image-17.png","keywords":["automation","generate-leads"],"articleSection":["Sales Prospecting"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/","url":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/","name":"Best LinkedIn Scraper For Public Data [Profile, Email, Activity, Sales Navigator] - PhantomBuster Blog","isPartOf":{"@id":"https:\/\/phantombuster.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/#primaryimage"},"image":{"@id":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/#primaryimage"},"thumbnailUrl":"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2026\/07\/image-17.png","datePublished":"2024-05-07T00:00:00+00:00","dateModified":"2026-07-28T15:08:35+00:00","author":{"@id":"https:\/\/phantombuster.com\/blog\/#\/schema\/person\/d7ec325a1b44152be7c1f1736fa6d59d"},"description":"With multiple LinkedIn profile scrapers out there, here's a curated list od the best tools for non-developers.","breadcrumb":{"@id":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/#primaryimage","url":"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2026\/07\/image-17.png","contentUrl":"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2026\/07\/image-17.png","width":1264,"height":848,"caption":"Two rounded-rectangle chips on a blush pink gradient background. Left chip says \"Tool review\" and right chip says \"LinkedIn Scraping Tools\""},{"@type":"BreadcrumbList","@id":"https:\/\/phantombuster.com\/blog\/sales-prospecting\/linkedin-scraper\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Blog","item":"https:\/\/phantombuster.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Sales Prospecting","item":"https:\/\/phantombuster.com\/blog\/category\/sales-prospecting\/"},{"@type":"ListItem","position":3,"name":"Best LinkedIn Scraper For Public Data [Profile, Email, Activity, Sales Navigator]"}]},{"@type":"WebSite","@id":"https:\/\/phantombuster.com\/blog\/#website","url":"https:\/\/phantombuster.com\/blog\/","name":"PhantomBuster Blog","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/phantombuster.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/phantombuster.com\/blog\/#\/schema\/person\/d7ec325a1b44152be7c1f1736fa6d59d","name":"Adina Timar","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/05\/cropped-adina-timar-phantombuster-1-96x96.webp","url":"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/05\/cropped-adina-timar-phantombuster-1-96x96.webp","contentUrl":"https:\/\/phantombuster.com\/blog\/wp-content\/uploads\/2025\/05\/cropped-adina-timar-phantombuster-1-96x96.webp","caption":"Adina Timar"},"url":"https:\/\/phantombuster.com\/blog\/author\/adina-timar\/"}]}},"_links":{"self":[{"href":"https:\/\/phantombuster.com\/blog\/wp-json\/wp\/v2\/posts\/4380","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/phantombuster.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/phantombuster.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/phantombuster.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/phantombuster.com\/blog\/wp-json\/wp\/v2\/comments?post=4380"}],"version-history":[{"count":16,"href":"https:\/\/phantombuster.com\/blog\/wp-json\/wp\/v2\/posts\/4380\/revisions"}],"predecessor-version":[{"id":13333,"href":"https:\/\/phantombuster.com\/blog\/wp-json\/wp\/v2\/posts\/4380\/revisions\/13333"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/phantombuster.com\/blog\/wp-json\/wp\/v2\/media\/12594"}],"wp:attachment":[{"href":"https:\/\/phantombuster.com\/blog\/wp-json\/wp\/v2\/media?parent=4380"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/phantombuster.com\/blog\/wp-json\/wp\/v2\/categories?post=4380"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/phantombuster.com\/blog\/wp-json\/wp\/v2\/tags?post=4380"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}