{"id":5848,"date":"2025-07-06T03:46:32","date_gmt":"2025-07-05T23:46:32","guid":{"rendered":"https:\/\/jsnet.biz\/?p=5848"},"modified":"2025-07-07T17:03:10","modified_gmt":"2025-07-07T13:03:10","slug":"email-scrape","status":"publish","type":"post","link":"https:\/\/jsnet.biz\/az\/email-scrape\/","title":{"rendered":"E-po\u00e7t q\u0131r\u0131nt\u0131lar\u0131"},"content":{"rendered":"
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Email Scrape: M\u0259qs\u0259dl\u0259ri, Metodlar\u0131, Riskl\u0259ri v\u0259 H\u00fcquqi T\u0259r\u0259fl\u0259ri<\/strong><\/h1>\n

\u00a0<\/p>\n\n

Giri\u015f<\/strong><\/h2>\n

\u00a0<\/p>\n\n

Email scrape (email toplama v\u0259 ya \u00e7\u0131xarma) \u2014 internet enerjisi avtomatik v\u0259 ya yar\u0131-avtomatik \u00fcsullarla email \u00fcnvanlar\u0131n\u0131n toplanmas\u0131 prosesidir. Bu texnika \u0259sas\u0131nda marketinq, sat\u0131\u015f, ara\u015fd\u0131rma v\u0259 n\u0259 q\u0259d\u0259r istifad\u0259 olunur. Email scraping bu g\u00fcn r\u0259q\u0259msal marketinqd\u0259 v\u0259 m\u0259lumatlar\u0131n \u0259ld\u0259 edilm\u0259sind\u0259 \u0259sas rol oynasa da, etik v\u0259 h\u00fcquqi \u0259saslarla ciddi m\u00fczakir\u0259l\u0259r do\u011furur.<\/p>\n\n

Bu m\u0259qal\u0259 email scraping-in n\u0259 oldu\u011fu, hans\u0131 \u00fcsullarla h\u0259yata ke\u00e7irildiyi, hans\u0131 istifad\u0259 n\u0259zar\u0259ti, t\u0259hl\u00fck\u0259l\u0259ri, etik v\u0259 h\u00fcquqi t\u0259r\u0259fl\u0259ri geni\u015f \u015f\u0259kild\u0259 izah olunur.<\/p>\n

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1. Email Scraping n\u0259dir?<\/strong><\/h2>\n

\u00a0<\/p>\n\n

Email scraping \u2014 veb saytlar, ictimai forumlar, sosial \u015f\u0259b\u0259k\u0259l\u0259r, bloglar v\u0259 dig\u0259r internet resurslar\u0131nda yerl\u0259\u015fdirilmi\u015f e-po\u00e7t vasit\u0259l\u0259rinin proqram t\u0259minat\u0131 toplanmas\u0131 prosesidir. Bu prosesd\u0259 m\u0259qs\u0259d m\u00fcmk\u00fcn q\u0259d\u0259r \u00e7ox e-po\u00e7t \u00fcnvan\u0131 toplamaqd\u0131r ki, sonradan \u0259sas m\u0259qs\u0259d \u00fc\u00e7\u00fcn istifad\u0259 olunsun (e-po\u00e7t marketinq kampaniyalar\u0131).<\/p>\n

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2. Email Scraping nec\u0259 i\u015fl\u0259yir?<\/strong><\/h2>\n

\u00a0<\/p>\n\n

2.1. Scraping vasit\u0259l\u0259ri<\/strong><\/h3>\n

\u00a0<\/p>\n\n

Email scraping prosesi \u00fc\u00e7\u00fcn x\u00fcsusi al\u0259tl\u0259r v\u0259 proqramla\u015fd\u0131rma dill\u0259ri istifad\u0259 olunur. M\u0259\u015fhur scraping qur\u011fular\u0131na birl\u0259\u015fm\u0259l\u0259r daxildir:<\/p>\n\n

    \n
  • Q\u0131r\u0131nt\u0131<\/strong> \u2013 Python \u0259sas a\u00e7\u0131q m\u0259nb\u0259li \u00e7\u0259r\u00e7iv\u0259<\/li>\n
  • \u00a0<\/li>\n\n
  • G\u00f6z\u0259l \u015eorba<\/strong> \u2013 HTML t\u0259hlili v\u0259 m\u0259lumatlar\u0131n \u00e7\u0131xar\u0131lmas\u0131 \u00fc\u00e7\u00fcn istifad\u0259 olunur<\/li>\n
  • \u00a0<\/li>\n\n
  • Octopars<\/strong> \u2013 GUI \u0259saslar\u0131, kod t\u0259l\u0259b etm\u0259y\u0259n kaz\u0131ma al\u0259ti<\/li>\n
  • \u00a0<\/li>\n\n
  • Hunter.io, Snov.io, E-po\u00e7t \u00e7\u0131xar\u0131c\u0131s\u0131<\/strong> \u2013 E-po\u00e7t tapma\u011fa fokuslanm\u0131\u015f al\u0259tl\u0259r<\/li>\n
  • \u00a0<\/li>\n\n
  • Google Dorking<\/strong> \u2013 Axtar\u0131\u015f motorlar\u0131 il\u0259 e-po\u00e7t qurmaq \u00fc\u00e7\u00fcn istifad\u0259 edil\u0259n texnika<\/li>\n<\/ul>\n\n

    2.2. Prosesin add\u0131mlar\u0131<\/strong><\/h3>\n\n
      \n
    1. M\u0259nb\u0259nin se\u00e7ilm\u0259si:<\/strong> Forumlar, veb saytlar, sosial \u015f\u0259b\u0259k\u0259l\u0259r v\u0259 s.<\/li>\n<\/ol>\n

      \u00a0<\/p>\n

        \n
      1. Veb s\u0259hif\u0259l\u0259rin y\u00fckl\u0259nm\u0259si v\u0259 analizi:<\/strong><\/li>\n<\/ol>\n

        \u00a0<\/p>\n

          \n
        1. HTML kod analiz edilir.<\/li>\n\n
        2. M\u0259lumat \u00e7\u0131xar\u0131\u015f\u0131:<\/strong><\/li>\n<\/ol>\n

          \u00a0<\/p>\n

            \n
          1. Regex v\u0259 ya parsing \u00fczr\u0259 e-po\u00e7t idar\u0259l\u0259ri se\u00e7ilir.<\/li>\n\n
          2. Filtrasiya v\u0259 t\u0259sdiq:<\/strong><\/li>\n<\/ol>\n

            \u00a0<\/p>\n

              \n
            1. G\u0259r\u0259ksiz v\u0259 saxta emaill\u0259r siyah\u0131dan silinir.<\/li>\n<\/ol>\n

              \u00a0<\/p>\n

                \n
              1. Saxlanma:<\/strong> Toplanan email-l\u0259r CSV, Excel v\u0259 ya veril\u0259nl\u0259r bazas\u0131nda axtar\u0131\u015f edir.<\/li>\n<\/ol>\n
                \n

                3. Email Scraping harada istifad\u0259 olunur?<\/strong><\/h2>\n\n

                3.1. R\u0259q\u0259msal Marketinq<\/strong><\/h3>\n\n

                \u018fn \u00e7ox istifad\u0259 sah\u0259si digital marketinqdir. \u015eirk\u0259tl\u0259r t\u0259r\u0259find\u0259n bazas\u0131n\u0131 art\u0131rmaq \u00fc\u00e7\u00fcn metodlar\u0131 il\u0259 yeni potensial \u015firk\u0259tl\u0259rin e-po\u00e7t \u00fcnvanlar\u0131n\u0131 toplay\u0131rlar.<\/p>\n\n

                3.2. Sat\u0131\u015f v\u0259 Lead Generation<\/strong><\/h3>\n\n

                E-po\u00e7t kaz\u0131ma sat\u0131\u015f komandalar\u0131na potensial potensial m\u0259lumat m\u0259lumatlar\u0131n\u0131 t\u0259min edir. Bu \u00fcsulla q\u0131sa zamanda geni\u015f \u0259laq\u0259 bazas\u0131 formala\u015fd\u0131rmaq m\u00fcmk\u00fcnd\u00fcr.<\/p>\n\n

                3.3. T\u0259dqiqat v\u0259 Analitik t\u0259dbirl\u0259r<\/strong><\/h3>\n\n

                Akademik biznes sah\u0259sind\u0259 t\u0259dqiqatlar zaman\u0131 ictimai e-po\u00e7t idar\u0259l\u0259rinin statistikas\u0131 v\u0259 ya istifad\u0259sini t\u0259hlil etm\u0259k m\u00fcmk\u00fcnd\u00fcr.<\/p>\n\n

                3.4. B2B v\u0259 Reklam platformalar\u0131<\/strong><\/h3>\n\n

                B2B \u015firk\u0259tl\u0259ri scraping ba\u015fqa biznesl\u0259rin e-po\u00e7t kontaktlar\u0131n\u0131 \u0259ld\u0259 etm\u0259k \u00fc\u00e7\u00fcn reklam v\u0259 i\u015f t\u0259klifl\u0259rini g\u00f6nd\u0259rirl\u0259r.<\/p>\n

                \n

                4. Scraping v\u0259 Email Marketinq<\/strong><\/h2>\n\n

                Email scraping b\u0259zin Soyuq E-po\u00e7t<\/strong> (tan\u0131mad\u0131\u011f\u0131 \u015f\u0259xsl\u0259r\u0259 reklam e-po\u00e7tlar\u0131n\u0131 g\u00f6nd\u0259rm\u0259k) \u00fc\u00e7\u00fcn istifad\u0259 olunur. Bu \u00fcsul effektiv g\u00f6r\u00fcns\u0259 d\u0259, \u00e7ox vaxt SPAM<\/strong> kimi q\u0259bul olunur v\u0259 n\u0259tic\u0259 etibaril\u0259 \u015firk\u0259tin reputasiyas\u0131na z\u0259r\u0259r vura bil\u0259r. Eyni zamanda email serverl\u0259ri bu c\u00fcr k\u00fctl\u0259vi mesajla\u015fman\u0131 blok ed\u0259 v\u0259 ya blacklista sala bil\u0259r.<\/p>\n

                \n

                5. Email Scraping-in \u00fcst\u00fcnl\u00fckl\u0259ri<\/strong><\/h2>\n\n
                  \n
                • Vaxta qanat:<\/strong> Minl\u0259rl\u0259 elektron po\u00e7tla \u0259l il\u0259 i\u015fl\u0259m\u0259k avtomatla\u015fd\u0131r\u0131lm\u0131\u015f \u015f\u0259kild\u0259 \u0259ld\u0259 etm\u0259k m\u00fcmk\u00fcnd\u00fcr.<\/li>\n\n
                • \u018flb\u0259tt\u0259 ki,<\/strong> \u0130ctimai m\u0259lumatlara a\u00e7\u0131qlanan inki\u015fafdan \u00e7\u0131x\u0131\u015f.<\/li>\n\n
                • Daha geni\u015f \u0259laq\u0259 bazas\u0131:<\/strong> Potensial t\u0259sir v\u0259 onlarla birlikd\u0259 tez bir zamanda formala\u015fd\u0131r\u0131l\u0131r.<\/li>\n\n
                • Marketinq effektivliyi:<\/strong> Uy\u011fun istifad\u0259 olunduqda m\u0259hsul v\u0259 xidm\u0259tl\u0259rin daha \u00e7ox auditoriyaya \u00e7atmas\u0131na s\u0259b\u0259b ola bil\u0259r.<\/li>\n<\/ul>\n
                  \n

                  6. Riskl\u0259r v\u0259 \u00c7\u0259tinlikl\u0259r<\/strong><\/h2>\n\n

                  6.1. H\u00fcquqi probleml\u0259r<\/strong><\/h3>\n\n

                  \u00dcst\u0259lik \u0259lav\u0259 m\u0259lumatlar\u0131n icaz\u0259siz al\u0131nmas\u0131 v\u0259 qanunla icaz\u0259 verilir. m\u00f6vzu:<\/p>\n\n

                    \n
                  • GDPR (Avropa \u0130ttifaq\u0131):<\/strong> Email scraping \u015f\u0259ffafl\u0131q, m\u0259lumat\u0131n istifad\u0259sin\u0259 raz\u0131l\u0131q v\u0259 \u015f\u0259xsi h\u00fcquqlara \u0259saslanaraq \u00e7ox ciddi n\u0259zar\u0259tl\u0259 n\u0259tic\u0259l\u0259n\u0259 bil\u0259r.<\/li>\n\n
                  • CAN-SPAM Qanunu (AB\u015e):<\/strong> \u0130caz\u0259siz kommersiya e-po\u00e7tlar\u0131 SPAM say\u0131 v\u0259 h\u00fcquqi n\u0259tic\u0259l\u0259ri olur.<\/li>\n<\/ul>\n\n

                    6.2. Etik m\u0259s\u0259l\u0259l\u0259r<\/strong><\/h3>\n\n

                    Scraping il\u0259 toplanan email-l\u0259rin sahibl\u0259ri \u00e7ox vaxt bu prosesd\u0259n x\u0259b\u0259rsiz olur. Bu da ist\u0259y\u0259n emaill\u0259rin<\/strong> (spam) artmas\u0131na v\u0259 istifad\u0259\u00e7il\u0259rin naraz\u0131l\u0131\u011f\u0131na s\u0259b\u0259b ola bil\u0259r.<\/p>\n\n

                    6.3. Texniki mane\u0259l\u0259r<\/strong><\/h3>\n\n
                      \n
                    • CAPTCHA qoruyucular\u0131<\/li>\n\n
                    • Botlar\u0131 bloklayan skriptl\u0259r<\/li>\n\n
                    • IP \u00fcnvanlar\u0131n\u0131n bloklanmas\u0131<\/li>\n\n
                    • Email-l\u0259rin do\u011frulu\u011funu ist\u0259m\u0259k \u00e7\u0259tinliyi<\/li>\n<\/ul>\n
                      \n

                      7. Email Scraping v\u0259 GDPR<\/strong><\/h2>\n\n

                      \u00dcmumi M\u0259lumatlar\u0131n Qorunmas\u0131 Qaydalar\u0131 (GDPR)<\/strong> Avropa \u0130ttifaq\u0131nda f\u0259rdi m\u0259lumatlar\u0131n toplanmas\u0131 v\u0259 emal\u0131 il\u0259 ciddi qaydalar qoyur. GDPR-\u0259 \u0259sas\u0259n:<\/p>\n\n

                        \n
                      • m\u0259lumat toplamaq olmal\u0131d\u0131r.<\/li>\n\n
                      • \u0130stifad\u0259\u00e7inin ayd\u0131n v\u0259 k\u00f6n\u00fcll\u00fc raz\u0131l\u0131\u011f\u0131<\/strong> t\u0259l\u0259b olunur.<\/li>\n\n
                      • E-po\u00e7t sahibi m\u0259lumat\u0131n nec\u0259 istifad\u0259 olundu\u011fu bar\u0259d\u0259 m\u0259lumat al\u0131nmal\u0131d\u0131r.<\/li>\n<\/ul>\n\n

                        Scraping prosesind\u0259 he\u00e7 bir t\u0259min olunmad\u0131\u011f\u0131 \u00fc\u00e7\u00fcn GDPR-\u0259 ziddir v\u0259 ciddi maliyy\u0259 imkanlar\u0131 il\u0259 n\u0259tic\u0259l\u0259nir.<\/p>\n

                        \n

                        8. Email Scraping \u00fc\u00e7\u00fcn alternativl\u0259r<\/strong><\/h2>\n\n

                        Scraping prosesind\u0259n istifad\u0259 etm\u0259d\u0259n d\u0259 e-po\u00e7t bazas\u0131 yaratmaq m\u00fcmk\u00fcnd\u00fcr:<\/p>\n\n

                          \n
                        • Lider Yaratma formalar\u0131:<\/strong> Sayt\u0131n\u0131zda m\u0259lumatlar\u0131n\u0131z\u0131 k\u00f6n\u00fcll\u00fc olaraq t\u0259qdim edir.<\/li>\n\n
                        • X\u0259b\u0259r b\u00fclletenl\u0259ri abun\u0259likl\u0259ri<\/strong><\/li>\n\n
                        • Sosial media reklam kampaniyalar\u0131<\/strong><\/li>\n\n
                        • t\u0259dbirl\u0259r v\u0259 materiallar haqq\u0131nda m\u0259lumat toplama<\/strong><\/li>\n\n
                        • CRM sisteml\u0259ri il\u0259 m\u0259lumat ba\u011flant\u0131s\u0131<\/strong><\/li>\n<\/ul>\n\n

                          Bu alternativl\u0259r h\u0259m h\u00fcquq, h\u0259m d\u0259 etik fayda daha t\u0259hl\u00fck\u0259sizdir.<\/p>\n

                          \n

                          9. Scraping \u00fc\u00e7\u00fcn etik yana\u015fma<\/strong><\/h2>\n\n

                          Scraping qaydalara uy\u011fun \u015f\u0259kild\u0259 d\u0259 i\u015fl\u0259nm\u0259y\u0259 bil\u0259r:<\/p>\n\n

                            \n
                          • Yaln\u0131z ictimai v\u0259 a\u00e7\u0131q email-l\u0259ri<\/strong> toplay\u0131n.<\/li>\n\n
                          • E-po\u00e7t sahibl\u0259rin\u0259 m\u0259lumat verin v\u0259 raz\u0131l\u0131q al\u0131n.<\/li>\n\n
                          • Email g\u00f6nd\u0259rm\u0259zd\u0259n \u0259vv\u0259l imtina<\/strong> imkan\u0131 yarat\u0131n.<\/li>\n\n
                          • Toplanan m\u0259lumatlar satmamaq<\/strong> v\u0259 \u00fc\u00e7\u00fcnc\u00fc t\u0259r\u0259fl\u0259rl\u0259 payla\u015fmamaq.<\/strong><\/li>\n<\/ul>\n
                            \n

                            10. Scraping-d\u0259n qorunma yollar\u0131<\/strong><\/h2>\n\n

                            \u018fg\u0259r siz e-po\u00e7t \u00fcnvanlar\u0131n\u0131z\u0131 kaz\u0131ma-d\u0259n qorumaq, ba\u015fqa metodlardan istifad\u0259 ed\u0259 bil\u0259rsiniz:<\/p>\n\n

                              \n
                            • Email-l\u0259ri \u015f\u0259kil format\u0131nda<\/strong> payla\u015fmaq (botlar oxuya bilmir)<\/li>\n\n
                            • CAPTCHA<\/strong> istifad\u0259 etm\u0259k<\/li>\n\n
                            • JavaScript il\u0259 gizlil\u0259\u015fdirm\u0259k<\/li>\n\n
                            • Email-l\u0259ri kontakt formalar\u0131 il\u0259 \u0259v\u0259zl\u0259m\u0259k<\/strong><\/li>\n\n
                            • Robots.txt fayl\u0131 il\u0259 kaz\u0131ma botlar\u0131n\u0131n giri\u015fini m\u0259hdudla\u015fd\u0131rmaq<\/li>\n<\/ul>\n\n
                              bs4-d\u0259n import requests import BeautifulSoup import re url = 'https:\/\/n\u00fcmun\u0259-sayt.az' response = requests.get(url) soup = BeautifulSoup(response.text, 'html.parser') emails = re.findall(r"[a-zA-Z0-9\\.\\-+_]+@[a-zA-Z0-9\\.\\-+_]+\\.[a-zA-Z]+", soup.text) print(set(emails))\n<\/code><\/pre>\n\n
                              Bu skript veb sayt\u0131ndan email \u00fcnvanlar\u0131n\u0131 \u00e7\u0131xar\u0131r. \u018flav\u0259 do\u011frulama v\u0259 filtrasiya t\u0259l\u0259b olunur.<\/p>\n\n
                              T\u00f6vsiy\u0259l\u0259r<\/strong><\/h2>\n\n
                              Email scraping effektiv v\u0259 s\u00fcr\u0259tli m\u0259lumat toplama \u00fcsulu olsa da, istifad\u0259 zaman\u0131 etik, h\u00fcquqi v\u0259 texniki strukturlara<\/strong> diqq\u0259t\u0259 layiq olmal\u0131d\u0131r. Bu \u00fcsul:<\/p>\n\n
                                \n
                              • Do\u011fru m\u0259qs\u0259dl\u0259<\/strong> v\u0259 \u015f\u0259ffaf \u015f\u0259kild\u0259<\/strong> istifad\u0259 olunarsa faydal\u0131 ola bil\u0259r.<\/li>\n\n
                              • Etik olmayan<\/strong> v\u0259 icaz\u0259siz<\/strong> istifad\u0259 hallar\u0131nda h\u00fcquqi inki\u015fafa, imic itkil\u0259rin\u0259 v\u0259 m\u00fcdafi\u0259l\u0259rin\u0259 yol a\u00e7a bil\u0259r.<\/li>\n<\/ul>\n\n
                                \u018fn sa\u011flam yolda\u015flar\u0131n k\u00f6n\u00fcll\u00fc olaraq m\u0259lumat verilm\u0259si v\u0259 t\u0259qdim edilm\u0259si etiketli \u0259laq\u0259 bazas\u0131<\/strong> qurmaqd\u0131r.<\/p>\n
                                \n
                                \u00a0<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"
                                E-po\u00e7t q\u0131r\u0131nt\u0131lar\u0131<\/p>","protected":false},"author":1,"featured_media":5849,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16,20],"tags":[201,202],"class_list":["post-5848","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-branding-design","category-market-trends-analysis","tag-branding","tag-leadgeneration"],"_links":{"self":[{"href":"https:\/\/jsnet.biz\/az\/wp-json\/wp\/v2\/posts\/5848","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jsnet.biz\/az\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jsnet.biz\/az\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jsnet.biz\/az\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jsnet.biz\/az\/wp-json\/wp\/v2\/comments?post=5848"}],"version-history":[{"count":0,"href":"https:\/\/jsnet.biz\/az\/wp-json\/wp\/v2\/posts\/5848\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jsnet.biz\/az\/wp-json\/wp\/v2\/media\/5849"}],"wp:attachment":[{"href":"https:\/\/jsnet.biz\/az\/wp-json\/wp\/v2\/media?parent=5848"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jsnet.biz\/az\/wp-json\/wp\/v2\/categories?post=5848"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jsnet.biz\/az\/wp-json\/wp\/v2\/tags?post=5848"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}