{"id":35503,"date":"2025-11-30T12:31:01","date_gmt":"2025-11-30T09:31:01","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/flyscrape-modern-web-siteleri-icin-typescript-web-kaziyici-nasil-gelistirilir\/"},"modified":"2025-11-30T12:31:01","modified_gmt":"2025-11-30T09:31:01","slug":"flyscrape-modern-web-siteleri-icin-typescript-web-kaziyici-nasil-gelistirilir","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/flyscrape-modern-web-siteleri-icin-typescript-web-kaziyici-nasil-gelistirilir\/","title":{"rendered":"FlyScrape: Modern Web Siteleri \u0130\u00e7in TypeScript Web Kaz\u0131y\u0131c\u0131 Nas\u0131l Geli\u015ftirilir?"},"content":{"rendered":"

G\u00fcn\u00fcm\u00fcz\u00fcn dinamik web d\u00fcnyas\u0131nda veri toplamak, \u00f6zellikle modern web sitelerinin karma\u015f\u0131k yap\u0131lar\u0131 kar\u015f\u0131s\u0131nda giderek zorla\u015fan bir g\u00f6rev haline geldi. FlyScrape, bu zorluklar\u0131n \u00fcstesinden gelmek i\u00e7in TypeScript’in g\u00fcc\u00fcn\u00fc kullanan, sa\u011flam ve i\u015flevsel bir web kaz\u0131y\u0131c\u0131 (web scraper) \u00e7\u00f6z\u00fcm\u00fcd\u00fcr. Bu makalede, FlyScrape’i nas\u0131l in\u015fa etti\u011fimi, kar\u015f\u0131la\u015f\u0131lan problemleri ve modern web sitelerinden g\u00fcvenilir veri \u00e7ekmek i\u00e7in kullan\u0131lan stratejileri ad\u0131m ad\u0131m inceleyece\u011fiz.<\/p>\n

Geleneksel web kaz\u0131ma y\u00f6ntemleri, statik HTML sayfalar\u0131ndan bilgi \u00e7ekmek i\u00e7in genellikle yeterli oluyordu. Ancak g\u00fcn\u00fcm\u00fczde durum \u00e7ok farkl\u0131. Modern web siteleri; React, Vue veya Angular gibi JavaScript tabanl\u0131 \u00e7er\u00e7evelerle geli\u015ftirilmi\u015f Tek Sayfa Uygulamalar\u0131 (SPA’lar) \u015feklinde kar\u015f\u0131m\u0131za \u00e7\u0131k\u0131yor. Bu sitelerde i\u00e7erik, sunucu taraf\u0131nda de\u011fil, istemci taraf\u0131nda, yani taray\u0131c\u0131n\u0131zda JavaScript \u00e7al\u0131\u015ft\u0131r\u0131ld\u0131ktan sonra y\u00fckleniyor. Bu durum, basit HTTP istekleriyle HTML \u00e7ekip DOM’u parse etme yakla\u015f\u0131m\u0131n\u0131 \u00e7o\u011fu zaman i\u015flevsiz k\u0131l\u0131yor. \u00dcstelik, botlar\u0131n ve otomatik kaz\u0131ma ara\u00e7lar\u0131n\u0131n yayg\u0131nla\u015fmas\u0131yla birlikte, web siteleri anti-bot \u00f6nlemlerini, CAPTCHA’lar\u0131, IP engellemelerini ve karma\u015f\u0131k dinamik y\u00fckleme mekanizmalar\u0131n\u0131 devreye sokarak veri kaz\u0131may\u0131 daha da zorla\u015ft\u0131r\u0131yor.<\/p>\n

\u0130\u015fte tam da bu noktada FlyScrape devreye giriyor. Ben FlyScrape’i geli\u015ftirirken, bu modern zorluklar\u0131n \u00fcstesinden gelebilecek, esnek, sa\u011flam ve bak\u0131m\u0131 kolay bir ara\u00e7 yaratmay\u0131 hedefledim. Geleneksel yakla\u015f\u0131mlar\u0131n aksine, FlyScrape bir “ba\u015fs\u0131z taray\u0131c\u0131” (headless browser) teknolojisi kullanarak ger\u00e7ek bir web taray\u0131c\u0131s\u0131n\u0131n t\u00fcm \u00f6zelliklerini sim\u00fcle eder. Bu sayede, JavaScript kodlar\u0131n\u0131 \u00e7al\u0131\u015ft\u0131rabilir, AJAX isteklerini bekleyebilir, kullan\u0131c\u0131 etkile\u015fimlerini taklit edebilir ve hatta CAPTCHA \u00e7\u00f6z\u00fcmleriyle entegre olabiliriz. TypeScript’in sa\u011flad\u0131\u011f\u0131 tip g\u00fcvenli\u011fi ve geli\u015ftirici deneyimi ise, bu karma\u015f\u0131k s\u00fcre\u00e7lerin y\u00f6netimini kolayla\u015ft\u0131rarak FlyScrape’i sadece bir ara\u00e7 olmaktan \u00e7\u0131kar\u0131p, veri m\u00fchendislerinin g\u00fcvenilir bir yol arkada\u015f\u0131 haline getiriyor. K\u0131sacas\u0131, FlyScrape, statik veya dinamik fark etmeksizin her t\u00fcrl\u00fc modern web sitesinden istedi\u011finiz veriyi ak\u0131ll\u0131ca ve etik kurallar \u00e7er\u00e7evesinde \u00e7ekebilmeniz i\u00e7in tasarlanm\u0131\u015f kapsaml\u0131 bir \u00e7\u00f6z\u00fcm sunar.<\/p>\n

Temel Kavramlar ve FlyScrape’in Mimari Yakla\u015f\u0131m\u0131: TypeScript Neden En \u0130yi Se\u00e7im?<\/h2>\n

Web kaz\u0131ma, internet \u00fczerindeki kamuya a\u00e7\u0131k verileri otomatik olarak toplama s\u00fcrecidir. Ancak bu tan\u0131m, i\u015fin etik ve teknik boyutlar\u0131n\u0131 g\u00f6z ard\u0131 etmemizi sa\u011flamamal\u0131d\u0131r. \u00d6ncelikle, kaz\u0131ma yapmadan \u00f6nce her zaman hedef sitenin robots.txt<\/code> dosyas\u0131n\u0131 ve kullan\u0131m ko\u015fullar\u0131n\u0131 incelemelisiniz. Veri toplama i\u015flemi, sitenin sunucular\u0131na a\u015f\u0131r\u0131 y\u00fck bindirmemeli ve yasalara uygun olmal\u0131d\u0131r.<\/p>\n

FlyScrape’in arkas\u0131ndaki temel ayr\u0131m, “statik” ve “dinamik” i\u00e7erik kaz\u0131ma yetenekleridir. Statik kaz\u0131ma, sunucudan do\u011frudan gelen HTML i\u00e7eri\u011fini i\u015flerken, dinamik kaz\u0131ma, taray\u0131c\u0131da JavaScript \u00e7al\u0131\u015ft\u0131r\u0131ld\u0131ktan sonra DOM’a eklenen veya de\u011fi\u015ftirilen i\u00e7eri\u011fi hedefler. Modern web’de \u00e7o\u011fu zaman ikincisine ihtiyac\u0131m\u0131z var. Bu nedenle FlyScrape, Google Chrome veya Chromium gibi taray\u0131c\u0131lar\u0131 arka planda \u00e7al\u0131\u015ft\u0131rabilen Puppeteer veya Playwright gibi ba\u015fs\u0131z taray\u0131c\u0131 k\u00fct\u00fcphanelerini temel al\u0131r. Bu k\u00fct\u00fcphaneler, bir taray\u0131c\u0131 penceresi a\u00e7madan, bir web sayfas\u0131n\u0131 tam anlam\u0131yla ziyaret etmenize, JavaScript \u00e7al\u0131\u015ft\u0131rman\u0131za, elementlerle etkile\u015fim kurman\u0131za ve nihayetinde HTML DOM’una eri\u015fmenize olanak tan\u0131r.<\/p>\n

Peki neden TypeScript? FlyScrape gibi karma\u015f\u0131k bir projede TypeScript’in sundu\u011fu avantajlar paha bi\u00e7ilmezdir: Birincisi, tip g\u00fcvenli\u011fi<\/strong> sayesinde, veri modellerinizi (\u00f6rne\u011fin, bir \u00fcr\u00fcn\u00fcn ad\u0131, fiyat\u0131, URL’si) a\u00e7\u0131k\u00e7a tan\u0131mlayabiliriz. Bu, yanl\u0131\u015f veri t\u00fcrleri veya eksik \u00f6zellikler nedeniyle olu\u015fabilecek \u00e7al\u0131\u015fma zaman\u0131 hatalar\u0131n\u0131 b\u00fcy\u00fck \u00f6l\u00e7\u00fcde azalt\u0131r. \u0130kincisi, TypeScript \u00f6l\u00e7eklenebilirli\u011fi<\/strong> art\u0131r\u0131r. Proje b\u00fcy\u00fcd\u00fck\u00e7e ve kaz\u0131ma mant\u0131\u011f\u0131 karma\u015f\u0131kla\u015ft\u0131k\u00e7a, iyi tan\u0131mlanm\u0131\u015f aray\u00fczler ve tipler, kod taban\u0131n\u0131n daha anla\u015f\u0131l\u0131r ve y\u00f6netilebilir kalmas\u0131n\u0131 sa\u011flar. \u00dc\u00e7\u00fcnc\u00fcs\u00fc, refaktoring<\/strong> ve bak\u0131m s\u00fcre\u00e7lerini kolayla\u015ft\u0131r\u0131r. Bir kod par\u00e7as\u0131nda de\u011fi\u015fiklik yapt\u0131\u011f\u0131n\u0131zda, derleyici potansiyel hatalar\u0131 hemen size bildirir, b\u00f6ylece projenin di\u011fer k\u0131s\u0131mlar\u0131n\u0131 bozma riskini en aza indirirsiniz. FlyScrape’in mimarisi, bu avantajlar\u0131 g\u00f6z \u00f6n\u00fcnde bulundurarak mod\u00fcler bir yap\u0131da tasarlanm\u0131\u015ft\u0131r; her kaz\u0131ma g\u00f6revi i\u00e7in ayr\u0131 bir “kaz\u0131y\u0131c\u0131” mod\u00fcl\u00fc, hata y\u00f6netimi i\u00e7in merkezi bir mekanizma ve veri i\u015fleme i\u00e7in esnek bir katman bulunur. Bu sayede, ister basit bir blog g\u00f6nderisi listesi, isterse dinamik olarak y\u00fcklenen e-ticaret \u00fcr\u00fcnleri olsun, her t\u00fcrl\u00fc i\u00e7eri\u011fi g\u00fcvenle ve verimli bir \u015fekilde hedefleyebiliriz.<\/p>\n

Ad\u0131m Ad\u0131m FlyScrape ile \u0130lk Kaz\u0131man\u0131z\u0131 Ger\u00e7ekle\u015ftirin: Ba\u015flang\u0131\u00e7 Rehberi<\/h2>\n

FlyScrape ile veri kaz\u0131maya ba\u015flamak, san\u0131lan\u0131n aksine olduk\u00e7a basit ad\u0131mlarla m\u00fcmk\u00fcnd\u00fcr. \u015eimdi, TypeScript ve bir ba\u015fs\u0131z taray\u0131c\u0131 k\u00fct\u00fcphanesi kullanarak ilk kaz\u0131ma projemizi nas\u0131l yap\u0131land\u0131raca\u011f\u0131m\u0131za bir g\u00f6z atal\u0131m. Bu b\u00f6l\u00fcm, web kaz\u0131ma d\u00fcnyas\u0131na yeni ad\u0131m atanlar i\u00e7in kapsaml\u0131 bir rehber niteli\u011findedir.<\/p>\n

Proje Kurulumu: TypeScript ve Ba\u011f\u0131ml\u0131l\u0131klar Nas\u0131l Yap\u0131land\u0131r\u0131l\u0131r?<\/h3>\n

\u0130lk olarak, projenizi olu\u015fturmak ve gerekli ba\u011f\u0131ml\u0131l\u0131klar\u0131 y\u00fcklemek i\u00e7in terminalinizi a\u00e7\u0131n:<\/p>\n

\nmkdir flyscrape-ilk-adim\ncd flyscrape-ilk-adim\nnpm init -y\nnpm install typescript @types\/node puppeteer\nnpx tsc --init\n<\/pre>\n
<\/code><\/p>\n
Bu komutlar, yeni bir Node.js projesi ba\u015flatacak, TypeScript ve Puppeteer (veya Playwright tercih ederseniz onu) k\u00fct\u00fcphanelerini kuracak ve TypeScript yap\u0131land\u0131rma dosyan\u0131z\u0131 (tsconfig.json<\/code>) olu\u015fturacakt\u0131r. tsconfig.json<\/code> dosyan\u0131zda, \"target\": \"es2017\"<\/code> (veya daha y\u00fcksek), \"module\": \"commonjs\"<\/code> ve \"outDir\": \".\/dist\"<\/code> gibi temel ayarlar\u0131n oldu\u011fundan emin olun. Bu ayarlar, TypeScript kodunuzun derlenmesini ve JavaScript \u00e7\u0131kt\u0131s\u0131n\u0131n dist<\/code> klas\u00f6r\u00fcne yerle\u015ftirilmesini sa\u011flayacakt\u0131r.<\/p>\n
Dinamik \u0130\u00e7eriklerin S\u0131rr\u0131n\u0131 \u00c7\u00f6zmek: Headless Taray\u0131c\u0131lar Sahneye \u00c7\u0131k\u0131yor<\/h3>\n
Modern web sitelerinin \u00e7o\u011fu, i\u00e7eri\u011fi JavaScript ile dinamik olarak y\u00fckler. Bu durumda, sadece HTML'i \u00e7ekmek yeterli olmaz; JavaScript'in de \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 gerekir. \u0130\u015fte burada Puppeteer veya Playwright gibi ba\u015fs\u0131z taray\u0131c\u0131 k\u00fct\u00fcphaneleri devreye girer. FlyScrape, bu t\u00fcr k\u00fct\u00fcphaneleri kullanarak bir web taray\u0131c\u0131s\u0131n\u0131 arka planda tam olarak taklit eder. A\u015fa\u011f\u0131daki \u00f6rnek, bir web sayfas\u0131n\u0131 ziyaret etme, belirli bir elementin g\u00f6r\u00fcnmesini bekleme ve bu elementten metin \u00e7ekme s\u00fcrecini g\u00f6steriyor.<\/p>\n
\nimport puppeteer, { Browser, Page } from 'puppeteer';\n\ninterface ProductInfo {\n  name: string;\n  price: string;\n}\n\nasync function scrapeDynamicContent(url: string): Promise {\n  let browser: Browser | null = null;\n  try {\n    browser = await puppeteer.launch({ headless: \"new\" }); \/\/ veya headless: true eski versiyonlar i\u00e7in\n    const page: Page = await browser.newPage();\n\n    \/\/ Sayfaya git ve a\u011f isteklerinin tamamlanmas\u0131n\u0131 bekle\n    await page.goto(url, { waitUntil: 'networkidle2' });\n\n    \/\/ Belirli bir elementin y\u00fcklenmesini bekle (\u00f6rne\u011fin, bir \u00fcr\u00fcn ba\u015fl\u0131\u011f\u0131)\n    const productNameSelector = '.product-title'; \/\/ Kendi selector'\u0131n\u0131z\u0131 buraya yaz\u0131n\n    await page.waitForSelector(productNameSelector, { timeout: 5000 });\n\n    const productTitle = await page.$eval(productNameSelector, el => (el as HTMLElement).innerText);\n    const productPrice = await page.$eval('.product-price', el => (el as HTMLElement).innerText); \/\/ Fiyat selector'\u0131\n\n    console.log(\u00dcr\u00fcn Ad\u0131: ${productTitle}<\/code>);\n    console.log(\u00dcr\u00fcn Fiyat\u0131: ${productPrice}<\/code>);\n\n    return { name: productTitle.trim(), price: productPrice.trim() };\n\n  } catch (error) {\n    console.error(Dinamik i\u00e7erik kaz\u0131n\u0131rken hata olu\u015ftu: ${error}<\/code>);\n    return null;\n  } finally {\n    if (browser) {\n      await browser.close();\n    }\n  }\n}\n\n\/\/ \u00d6rnek kullan\u0131m\n\/\/ Ger\u00e7ek bir e-ticaret \u00fcr\u00fcn sayfas\u0131n\u0131n URL'sini buraya yaz\u0131n\nconst targetUrl = 'https:\/\/www.example.com\/urun\/ornek-urun'; \nscrapeDynamicContent(targetUrl).then(data => {\n  if (data) {\n    console.log('Kaz\u0131nan veri ba\u015far\u0131yla al\u0131nd\u0131:', data);\n  } else {\n    console.log('Veri kaz\u0131ma ba\u015far\u0131s\u0131z oldu.');\n  }\n});\n<\/pre>\n
<\/code><\/p>\n
Yukar\u0131daki kod blo\u011fu, FlyScrape'in temel bir dinami\u011fini g\u00f6stermektedir. puppeteer.launch()<\/code> ile yeni bir taray\u0131c\u0131 ba\u015flat\u0131r\u0131z. page.goto()<\/code> ile hedef URL'ye gideriz ve waitUntil: 'networkidle2'<\/code> se\u00e7ene\u011fi ile sayfan\u0131n t\u00fcm a\u011f isteklerini tamamlamas\u0131n\u0131 bekleriz, bu da dinamik i\u00e7eri\u011fin y\u00fcklenmesi i\u00e7in kritik \u00f6neme sahiptir. Ard\u0131ndan, page.waitForSelector()<\/code> ile belirli bir HTML eleman\u0131n\u0131n (\u00f6rne\u011fin, bir \u00fcr\u00fcn ba\u015fl\u0131\u011f\u0131 veya fiyat\u0131) DOM'a eklenmesini bekleriz. Bu, JavaScript'in i\u00e7eri\u011fi render etmesi i\u00e7in yeterli zaman tan\u0131r. Son olarak, page.$eval()<\/code> y\u00f6ntemini kullanarak istedi\u011fimiz elementin metin i\u00e7eri\u011fini al\u0131r\u0131z. Bu yakla\u015f\u0131m, FlyScrape'in modern web sitelerinin karma\u015f\u0131k y\u00fckleme mekanizmalar\u0131n\u0131n \u00fcstesinden gelmesini sa\u011flayan temel ta\u015f\u0131d\u0131r.<\/p>\n
Zorlu Senaryolar\u0131 A\u015fmak: Anti-Bot \u00d6nlemleri ve Sayfa Etkile\u015fimleri<\/h2>\n
Web kaz\u0131ma s\u00fcre\u00e7lerinde kar\u015f\u0131la\u015f\u0131lan en b\u00fcy\u00fck engellerden biri, web sitelerinin botlar\u0131 engellemek i\u00e7in uygulad\u0131\u011f\u0131 \u00e7e\u015fitli anti-bot \u00f6nlemleridir. Bu \u00f6nlemler; IP adresi engellemeleri, kullan\u0131c\u0131-arac\u0131 (User-Agent) denetimleri, CAPTCHA'lar, JS tabanl\u0131 parmak izi alma teknikleri ve anormal davran\u0131\u015f tespiti gibi \u00e7e\u015fitlilik g\u00f6sterebilir. FlyScrape, bu zorluklar\u0131n \u00fcstesinden gelmek i\u00e7in \u00e7e\u015fitli ak\u0131ll\u0131 stratejiler geli\u015ftirmi\u015ftir.<\/p>\n
CAPTCHA ve \u0130nsan Do\u011frulamalar\u0131n\u0131 Atlama Stratejileri: FlyScrape Nas\u0131l Ba\u015fa \u00c7\u0131k\u0131yor?<\/h3>\n
Web siteleri, genellikle yo\u011fun trafi\u011fi veya \u015f\u00fcpheli davran\u0131\u015flar\u0131 tespit etti\u011finde CAPTCHA do\u011frulamalar\u0131 sunar. FlyScrape bu t\u00fcr durumlarla ba\u015fa \u00e7\u0131kmak i\u00e7in do\u011frudan bir CAPTCHA \u00e7\u00f6zme motoru entegre etmez, ancak \u00fc\u00e7\u00fcnc\u00fc taraf CAPTCHA \u00e7\u00f6zme hizmetleriyle (\u00f6rne\u011fin 2Captcha, Anti-Captcha) entegre olabilecek bir mimariye sahiptir. Temel olarak, bir CAPTCHA tespit edildi\u011finde, taray\u0131c\u0131 ekran g\u00f6r\u00fcnt\u00fcs\u00fc al\u0131nabilir veya CAPTCHA anahtar\u0131 al\u0131narak harici bir hizmete g\u00f6nderilir. \u00c7\u00f6z\u00fcm al\u0131nd\u0131ktan sonra, bu \u00e7\u00f6z\u00fcm sayfadaki ilgili alana girilerek ilerlenebilir. Bu manuel veya yar\u0131-otomatik bir s\u00fcre\u00e7 olabilir, ancak tamamen otomatik web kaz\u0131ma ba\u011flam\u0131nda hayati bir ad\u0131md\u0131r.<\/p>\n
Daha genel anti-bot \u00f6nlemleri i\u00e7in FlyScrape, ger\u00e7ek\u00e7i taray\u0131c\u0131 davran\u0131\u015flar\u0131n\u0131 sim\u00fcle eder:<\/p>\n
    \n
  • Proxy Kullan\u0131m\u0131:<\/strong> IP engellemelerini a\u015fmak i\u00e7in d\u00f6ner (rotating) proxy havuzlar\u0131 entegre edilebilir. Bu, her istek i\u00e7in farkl\u0131 bir IP adresi kullan\u0131larak bot tespitini zorla\u015ft\u0131r\u0131r.<\/li>\n
  • User-Agent ve Ba\u015fl\u0131k De\u011fi\u015fiklikleri:<\/strong> Her oturumda veya belirli aral\u0131klarla farkl\u0131 ve ger\u00e7ek\u00e7i User-Agent'lar, Accept-Language gibi HTTP ba\u015fl\u0131klar\u0131 kullan\u0131larak bot profili gizlenir.<\/li>\n
  • Ger\u00e7ek\u00e7i Etkile\u015fimler:<\/strong> Sadece elementlere t\u0131klamak yerine, fareyi rastgele hareket ettirme, sayfay\u0131 yava\u015f\u00e7a kayd\u0131rma, klavye giri\u015fi yapma gibi insan benzeri etkile\u015fimler sim\u00fcle edilebilir.<\/li>\n
  • Gecikmeler ve Duraklamalar:<\/strong> \u0130stekler aras\u0131na rastgele gecikmeler eklemek, sunucuya a\u015f\u0131r\u0131 y\u00fck bindirmeyi engeller ve bot tespit sistemlerini yan\u0131lt\u0131r. await page.waitForTimeout(Math.random() * 3000 + 1000);<\/code> gibi yap\u0131lar s\u0131kl\u0131kla kullan\u0131l\u0131r.<\/li>\n<\/ul>\n
    AJAX ve Dinamik Y\u00fcklemeleri Y\u00f6netme: Sonsuz Kayd\u0131rma ve Daha Fazlas\u0131<\/h3>\n
    Modern web sitelerinde i\u00e7erik genellikle AJAX istekleri veya \"sonsuz kayd\u0131rma\" (infinite scroll) mekanizmalar\u0131yla dinamik olarak y\u00fcklenir. FlyScrape, bu t\u00fcr senaryolar\u0131 y\u00f6netmek i\u00e7in Puppeteer\/Playwright'\u0131n geli\u015fmi\u015f API'lerini kullan\u0131r:<\/p>\n
    \nimport puppeteer, { Browser, Page } from 'puppeteer';\n\nasync function scrapeInfiniteScroll(url: string, scrollCount: number): Promise {\n  let browser: Browser | null = null;\n  const collectedItems: string[] = [];\n\n  try {\n    browser = await puppeteer.launch({ headless: \"new\" });\n    const page: Page = await browser.newPage();\n    await page.goto(url, { waitUntil: 'networkidle2' });\n\n    for (let i = 0; i < scrollCount; i++) {\n      \/\/ Sayfay\u0131 a\u015fa\u011f\u0131 kayd\u0131r\n      await page.evaluate(() => {\n        window.scrollBy(0, window.innerHeight);\n      });\n      \/\/ Yeni i\u00e7eri\u011fin y\u00fcklenmesini bekle\n      await page.waitForTimeout(2000); \/\/ Y\u00fcklenme s\u00fcresi i\u00e7in bir gecikme\n    }\n\n    \/\/ Y\u00fcklenen t\u00fcm \u00f6\u011feleri topla\n    const items = await page.$$eval('.item-selector', elements =>\n      elements.map(el => (el as HTMLElement).innerText.trim())\n    );\n    collectedItems.push(...items);\n\n    return collectedItems;\n\n  } catch (error) {\n    console.error(Sonsuz kayd\u0131rma kaz\u0131n\u0131rken hata olu\u015ftu: ${error}<\/code>);\n    return [];\n  } finally {\n    if (browser) {\n      await browser.close();\n    }\n  }\n}\n\n\/\/ \u00d6rnek kullan\u0131m: Bir haber sitesinden 3 kez a\u015fa\u011f\u0131 kayd\u0131rarak haber ba\u015fl\u0131klar\u0131n\u0131 \u00e7ekme\n\/\/ const newsUrl = 'https:\/\/www.example.com\/haberler';\n\/\/ scrapeInfiniteScroll(newsUrl, 3).then(data => {\n\/\/   console.log('Kaz\u0131nan haberler:', data);\n\/\/ });\n<\/pre>\n
    <\/code><\/p>\n
    Yukar\u0131daki \u00f6rnek, bir web sayfas\u0131nda birka\u00e7 kez a\u015fa\u011f\u0131 kayd\u0131rarak dinamik olarak y\u00fcklenen i\u00e7eri\u011fi nas\u0131l toplayabilece\u011fimizi g\u00f6stermektedir. page.evaluate()<\/code> fonksiyonu, taray\u0131c\u0131 ortam\u0131nda JavaScript kodu \u00e7al\u0131\u015ft\u0131rmam\u0131z\u0131 sa\u011flar, bu da window.scrollBy()<\/code> gibi taray\u0131c\u0131 API'lar\u0131na eri\u015fim anlam\u0131na gelir. page.waitForTimeout()<\/code> veya page.waitForSelector()<\/code> gibi daha spesifik bekleme y\u00f6ntemleri, yeni i\u00e7eri\u011fin ger\u00e7ekten DOM'a eklenmesini garantiler. Ayr\u0131ca, belirli bir a\u011f iste\u011finin tamamlanmas\u0131n\u0131 beklemek i\u00e7in page.waitForResponse()<\/code> veya page.waitForRequest()<\/code> gibi y\u00f6ntemler de kullan\u0131labilir. Bu geli\u015fmi\u015f kontroller, FlyScrape'in en zorlu dinamik i\u00e7erik y\u00fckleme senaryolar\u0131nda bile g\u00fcvenilir bir \u015fekilde veri \u00e7ekmesini sa\u011flar.<\/p>\n
    Uzman \u0130pucu: Ger\u00e7ek\u00e7i taray\u0131c\u0131 davran\u0131\u015flar\u0131 (rastgele gecikmeler, klavye\/fare etkile\u015fimleri) bot tespitini zorla\u015ft\u0131r\u0131r. Birden fazla taray\u0131c\u0131 ba\u011flam\u0131 a\u00e7\u0131p her birini farkl\u0131 bir proxy ile kullanmak, b\u00fcy\u00fck \u00f6l\u00e7ekli kaz\u0131malar i\u00e7in olduk\u00e7a etkili bir stratejidir.<\/div>\n
    Veriyi Temizleme, Yap\u0131land\u0131rma ve Saklama: Kaz\u0131nan Bilgileri Kullan\u0131labilir Hale Getirme<\/h2>\n
    Web kaz\u0131ma s\u00fcrecinin sadece veri \u00e7ekmekten ibaret olmad\u0131\u011f\u0131n\u0131 anlamak \u00f6nemlidir; as\u0131l de\u011fer, bu ham veriyi temiz, yap\u0131land\u0131r\u0131lm\u0131\u015f ve kullan\u0131labilir bir formata d\u00f6n\u00fc\u015ft\u00fcrmekte yatar. FlyScrape, bu kritik ad\u0131mlar i\u00e7in TypeScript'in g\u00fc\u00e7l\u00fc \u00f6zelliklerini ve \u00e7e\u015fitli depolama \u00e7\u00f6z\u00fcmlerini entegre eder.<\/p>\n
    \u00c7ekilen Verinin \u015eekillendirilmesi: TypeScript Aray\u00fczleri ile G\u00fcvenli Veri \u0130\u015fleme<\/h3>\n
    Kaz\u0131nan veri genellikle d\u00fcz metin veya HTML elementlerinden olu\u015fur ve do\u011frudan kullan\u0131lamaz. Bu verinin anlaml\u0131 bir bilgiye d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi, temizlenmesi ve belirli bir yap\u0131ya oturtulmas\u0131 gerekir. TypeScript, bu s\u00fcre\u00e7te bize paha bi\u00e7ilmez bir avantaj sa\u011flar: aray\u00fczler (interfaces)<\/strong> veya tipler (types)<\/strong> arac\u0131l\u0131\u011f\u0131yla veri modellerimizi \u00f6nceden tan\u0131mlayabiliriz.<\/p>\n
    \u00d6rne\u011fin, bir e-ticaret sitesinden \u00fcr\u00fcn bilgisi \u00e7ekiyorsak, \u015f\u00f6yle bir TypeScript aray\u00fcz\u00fc tan\u0131mlayabiliriz:<\/p>\n
    \ninterface ScrapedProduct {\n  id: string;\n  name: string;\n  price: number;\n  currency: string;\n  description?: string; \/\/ Opsiyonel alan\n  imageUrl: string;\n  availability: 'inStock' | 'outOfStock';\n  lastUpdated: Date;\n}\n\n\/\/ Kaz\u0131nan metin verisini ScrapedProduct aray\u00fcz\u00fcne d\u00f6n\u00fc\u015ft\u00fcren bir fonksiyon\nfunction processProductData(rawName: string, rawPrice: string, rawAvailability: string): ScrapedProduct | null {\n  try {\n    const priceMatch = rawPrice.match(\/(\\d+(\\.\\d+)?)\/);\n    const price = priceMatch ? parseFloat(priceMatch[1]) : 0;\n    const currency = rawPrice.includes('$') ? 'USD' : rawPrice.includes('\u20ac') ? 'EUR' : 'TL'; \/\/ Basit para birimi tespiti\n\n    return {\n      id: Math.random().toString(36).substring(2, 15), \/\/ Ge\u00e7ici bir ID\n      name: rawName.trim(),\n      price: price,\n      currency: currency,\n      imageUrl: \"default.jpg\", \/\/ Ger\u00e7ek g\u00f6rsel URL'si kaz\u0131nmal\u0131\n      availability: rawAvailability.toLowerCase().includes('stokta') ? 'inStock' : 'outOfStock',\n      lastUpdated: new Date()\n    };\n  } catch (error) {\n    console.error(\"\u00dcr\u00fcn verisi i\u015flenirken hata:\", error);\n    return null;\n  }\n}\n\n\/\/ \u00d6rnek kullan\u0131m (\u00f6nceki kaz\u0131ma kodundan \u00e7ekilen verilerle)\n\/\/ const rawProductName = \"Yepyeni Ak\u0131ll\u0131 Telefon\";\n\/\/ const rawProductPrice = \"\u20ba 9.999,90\";\n\/\/ const rawProductAvailability = \"Stokta Var\";\n\/\/ const product = processProductData(rawProductName, rawProductPrice, rawProductAvailability);\n\/\/ if (product) {\n\/\/   console.log('\u0130\u015flenmi\u015f \u00dcr\u00fcn:', product);\n\/\/ }\n<\/pre>\n
    <\/code><\/p>\n
    Bu yakla\u015f\u0131m, veri tutarl\u0131l\u0131\u011f\u0131n\u0131 sa\u011flar ve hatal\u0131 veya eksik veri giri\u015flerini engeller. Ayr\u0131ca, string olarak \u00e7ekilen fiyat gibi verileri say\u0131sal formatlara d\u00f6n\u00fc\u015ft\u00fcrmek, para birimini ay\u0131klamak veya stok durumunu standart bir enum (inStock<\/code>\/outOfStock<\/code>) de\u011ferine \u00e7evirmek gibi veri temizleme ve d\u00f6n\u00fc\u015f\u00fcm i\u015flemlerini bu fonksiyon i\u00e7inde merkezi olarak y\u00f6netebiliriz. TypeScript'in tip kontrol\u00fc sayesinde, bu i\u015flenmi\u015f veriyi kullan\u0131rken her zaman beklenen formatta oldu\u011funu bilece\u011fiz, bu da downstream uygulamalar\u0131n g\u00fcvenilirli\u011fini art\u0131r\u0131r.<\/p>\n
    Depolama \u00c7\u00f6z\u00fcmleri: Veriyi Nereye Kaydetmeli?<\/h3>\n
    Kaz\u0131nan ve i\u015flenen veriyi g\u00fcvenli ve eri\u015filebilir bir \u015fekilde depolamak, FlyScrape'in son ad\u0131mlar\u0131ndan biridir. \u0130htiya\u00e7lar\u0131n\u0131za g\u00f6re farkl\u0131 depolama \u00e7\u00f6z\u00fcmleri entegre edilebilir:<\/p>\n
      \n
    1. Yerel Dosya Sistemleri (JSON, CSV):<\/strong> K\u00fc\u00e7\u00fck ve orta \u00f6l\u00e7ekli veri setleri i\u00e7in, JSON veya CSV format\u0131nda dosyalar olu\u015fturmak en basit \u00e7\u00f6z\u00fcmd\u00fcr. Her bir kaz\u0131ma oturumundan sonra verileri bir dosyaya yazabiliriz.<\/li>\n
    2. \u0130li\u015fkisel Veritabanlar\u0131 (PostgreSQL, MySQL):<\/strong> Yap\u0131land\u0131r\u0131lm\u0131\u015f veriyi depolamak ve karma\u015f\u0131k sorgular \u00e7al\u0131\u015ft\u0131rmak i\u00e7in idealdir. TypeORM veya Prisma gibi ORM (Object-Relational Mapping) k\u00fct\u00fcphaneleri, TypeScript ile veritaban\u0131 etkile\u015fimini kolayla\u015ft\u0131r\u0131r.<\/li>\n
    3. NoSQL Veritabanlar\u0131 (MongoDB):<\/strong> Esnek \u015femal\u0131 veriler veya b\u00fcy\u00fck veri hacimleri i\u00e7in tercih edilebilir. Kaz\u0131nan veriler genellikle do\u011fas\u0131 gere\u011fi yar\u0131 yap\u0131land\u0131r\u0131lm\u0131\u015f oldu\u011fundan, MongoDB gibi bir belge tabanl\u0131 veritaban\u0131 iyi bir uyum sa\u011flayabilir.<\/li>\n
    4. Bulut Depolama (AWS S3, Google Cloud Storage):<\/strong> B\u00fcy\u00fck veri setleri veya di\u011fer sistemlerle kolay entegrasyon i\u00e7in bulut tabanl\u0131 depolama hizmetleri m\u00fckemmeldir. Kaz\u0131nan dosyalar\u0131 do\u011frudan buluta y\u00fckleyebilir veya veritaban\u0131 \u00f6rneklerini bulutta bar\u0131nd\u0131rabiliriz.<\/li>\n<\/ol>\n
      FlyScrape, bu depolama se\u00e7eneklerinden herhangi biriyle entegre olabilecek mod\u00fcler bir yap\u0131ya sahiptir. \u00d6rne\u011fin, kaz\u0131ma i\u015flemi tamamland\u0131ktan sonra i\u015flenmi\u015f ScrapedProduct<\/code> nesnelerini do\u011frudan bir veritaban\u0131na kaydeden veya bir JSON dosyas\u0131na yazan bir \"veri d\u0131\u015fa aktar\u0131c\u0131\" (data exporter) mod\u00fcl\u00fc olu\u015fturabiliriz. Bu esneklik, FlyScrape'i farkl\u0131 projelerin ve i\u015f ak\u0131\u015flar\u0131n\u0131n ihtiya\u00e7lar\u0131na uyum sa\u011flayabilen g\u00fc\u00e7l\u00fc bir ara\u00e7 haline getirir.<\/p>\n
      FlyScrape'i Daha \u0130leri Ta\u015f\u0131mak: \u00d6l\u00e7eklenebilirlik, Performans ve Etik Boyutlar<\/h2>\n
      FlyScrape'i sadece bir veri toplama arac\u0131 olmaktan \u00e7\u0131kar\u0131p, b\u00fcy\u00fck \u00f6l\u00e7ekli ve kurumsal d\u00fczeyde bir \u00e7\u00f6z\u00fcme d\u00f6n\u00fc\u015ft\u00fcrmek, ek optimizasyonlar ve stratejiler gerektirir. Bu b\u00f6l\u00fcmde, performans art\u0131rma, etik sorumluluklar ve mobil uyumluluk gibi konulara odaklanaca\u011f\u0131z.<\/p>\n
      Paralel Kaz\u0131ma ve Performans Optimizasyonlar\u0131: Daha H\u0131zl\u0131 ve Verimli Olun<\/h3>\n
      B\u00fcy\u00fck veri setlerini k\u0131sa s\u00fcrede kaz\u0131mak, tek bir taray\u0131c\u0131 \u00f6rne\u011fiyle m\u00fcmk\u00fcn de\u011fildir. FlyScrape, bu ihtiyac\u0131 kar\u015f\u0131lamak i\u00e7in paralel kaz\u0131ma tekniklerini kullan\u0131r. \u0130\u015fte baz\u0131 stratejiler:<\/p>\n
        \n
      1. Concurrent Scraping (E\u015fzamanl\u0131 Kaz\u0131ma):<\/strong> Ayn\u0131 anda birden fazla taray\u0131c\u0131 sayfas\u0131 (sekme) a\u00e7arak veya farkl\u0131 taray\u0131c\u0131 \u00f6rnekleri ba\u015flatarak e\u015fzamanl\u0131 kaz\u0131ma yapabilirsiniz. Promise.all()<\/code> veya bir kuyruk sistemi (\u00f6rne\u011fin, p-queue<\/code> k\u00fct\u00fcphanesi) kullanarak g\u00f6revleri paralel olarak y\u00fcr\u00fctebilirsiniz. Ancak, bu, sitenin sunucular\u0131na a\u015f\u0131r\u0131 y\u00fck bindirebilece\u011fi i\u00e7in dikkatli kullan\u0131lmal\u0131d\u0131r.<\/li>\n
      2. Headless Taray\u0131c\u0131 Havuzu Y\u00f6netimi:<\/strong> Her kaz\u0131ma g\u00f6revi i\u00e7in yeni bir taray\u0131c\u0131 ba\u015flatmak maliyetlidir. Bunun yerine, \u00f6nceden ba\u015flat\u0131lm\u0131\u015f bir taray\u0131c\u0131 havuzunu y\u00f6netmek ve g\u00f6revleri bu havuza da\u011f\u0131tmak daha verimlidir. Bir g\u00f6rev bitti\u011finde taray\u0131c\u0131 \u00f6rne\u011fi havuza geri d\u00f6ner ve bir sonraki g\u00f6rev i\u00e7in yeniden kullan\u0131l\u0131r.<\/li>\n
      3. Kaynak Optimizasyonu:<\/strong> Taray\u0131c\u0131 \u00f6rneklerinin bellek ve CPU t\u00fcketimini azaltmak i\u00e7in resimlerin y\u00fcklenmesini engelleme (page.setRequestInterception<\/code>), CSS ve font dosyalar\u0131n\u0131 devre d\u0131\u015f\u0131 b\u0131rakma gibi teknikler kullan\u0131labilir. Bu, Puppeteer veya Playwright'\u0131n setRequestInterception<\/code> API'si ile m\u00fcmk\u00fcnd\u00fcr.<\/li>\n<\/ol>\n
        \n\/\/ Resim ve di\u011fer kaynaklar\u0131n y\u00fcklenmesini engelleyerek performans\u0131 art\u0131rma\nawait page.setRequestInterception(true);\npage.on('request', (request) => {\n  if (['image', 'stylesheet', 'font'].includes(request.resourceType())) {\n    request.abort();\n  } else {\n    request.continue();\n  }\n});\n<\/pre>\n
        <\/code><\/p>\n
        Etik ve Yasal Sorumluluklar: Web Kaz\u0131man\u0131n Karanl\u0131k Y\u00fcz\u00fcyle Ba\u015fa \u00c7\u0131kma<\/h3>\n
        Web kaz\u0131ma, g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r ancak etik ve yasal sorumluluklarla birlikte gelir. FlyScrape'i kullan\u0131rken her zaman bu ilkelere uymal\u0131s\u0131n\u0131z:<\/p>\n
          \n
        1. robots.txt<\/code> Kural\u0131na Uyum:<\/strong> Web sitelerinin \u00e7o\u011fu, botlar\u0131n hangi sayfalara eri\u015fip eri\u015femeyece\u011fini belirten bir robots.txt<\/code> dosyas\u0131na sahiptir. FlyScrape, kaz\u0131maya ba\u015flamadan \u00f6nce bu dosyay\u0131 okumal\u0131 ve belirtilen kurallara uymal\u0131d\u0131r.<\/li>\n
        2. Site Kullan\u0131m Ko\u015fullar\u0131:<\/strong> Her web sitesinin kendi kullan\u0131m ko\u015fullar\u0131 vard\u0131r. Kaz\u0131ma yapmadan \u00f6nce bu ko\u015fullar\u0131 incelemek ve ihlal etmemek \u00f6nemlidir. Baz\u0131 siteler a\u00e7\u0131k\u00e7a kaz\u0131may\u0131 yasaklar.<\/li>\n
        3. Veri Gizlili\u011fi ve KVKK\/GDPR:<\/strong> E\u011fer ki\u015fisel veri topluyorsan\u0131z (isim, e-posta, adres vb.), ilgili veri gizlili\u011fi yasalar\u0131na (T\u00fcrkiye i\u00e7in KVKK, Avrupa i\u00e7in GDPR) uymak zorunludur. Bu, genellikle kullan\u0131c\u0131lar\u0131n r\u0131zas\u0131n\u0131 almay\u0131, verileri anonimle\u015ftirmeyi veya silmeyi gerektirebilir.<\/li>\n
        4. Sunucuya A\u015f\u0131r\u0131 Y\u00fck Bindirmeme:<\/strong> Kaz\u0131ma i\u015flemlerini yava\u015f ve aral\u0131kl\u0131 yapmak, hedef sunucuya gereksiz y\u00fck bindirmemeyi ve hizmet aksakl\u0131klar\u0131na neden olmamay\u0131 sa\u011flar.<\/li>\n<\/ol>\n
          Uzman \u0130pucu: B\u00fcy\u00fck \u00f6l\u00e7ekli kaz\u0131ma projelerinde, birden fazla IP adresi ve User-Agent kullanmak, bot tespit mekanizmalar\u0131n\u0131 atlatmada etkili olabilir, ancak her zaman etik kurallar ve sitenin politikalar\u0131 \u00e7er\u00e7evesinde hareket etmek esast\u0131r.<\/div>\n
          Mobil Uyumlu HTML ve \u00c7\u0131kar\u0131lan Veri i\u00e7in Responsive Tasar\u0131m \u0130pu\u00e7lar\u0131<\/h3>\n
          Web kaz\u0131ma genellikle bir web sitesinin masa\u00fcst\u00fc g\u00f6r\u00fcn\u00fcm\u00fcn\u00fc hedefler. Ancak, mobil cihazlar i\u00e7in optimize edilmi\u015f i\u00e7erik veya farkl\u0131 ekran boyutlar\u0131na g\u00f6re de\u011fi\u015fen elemanlar da mevcut olabilir. FlyScrape, bu farkl\u0131l\u0131klar\u0131 tespit etmek ve mobil uyumlu veri \u00e7ekmek i\u00e7in a\u015fa\u011f\u0131daki yakla\u015f\u0131mlar\u0131 kullanabilir:<\/p>\n
            \n
          • Mobil Viewport Sim\u00fclasyonu:<\/strong> Puppeteer veya Playwright, taray\u0131c\u0131 penceresinin boyutlar\u0131n\u0131 ve User-Agent'\u0131n\u0131 mobil bir cihaza g\u00f6re ayarlaman\u0131za olanak tan\u0131r. Bu sayede, sitenin mobil versiyonunu veya responsive tasar\u0131m\u0131n\u0131n mobil g\u00f6r\u00fcn\u00fcm\u00fcn\u00fc kaz\u0131yabilirsiniz.<\/li>\n
            \n    await page.setViewport({ width: 375, height: 812, isMobile: true }); \/\/ iPhone X boyutlar\u0131\n    await page.setUserAgent('Mozilla\/5.0 (iPhone; CPU iPhone OS 13_5 like Mac OS X) AppleWebKit\/605.1.15 (KHTML, like Gecko) Version\/13.1.1 Mobile\/15E148 Safari\/604.1');\n  <\/pre>\n
            <\/code><\/p>\n
          • Farkl\u0131 CSS Se\u00e7icileri:<\/strong> Baz\u0131 siteler, mobil ve masa\u00fcst\u00fc i\u00e7in farkl\u0131 HTML yap\u0131lar\u0131na veya CSS s\u0131n\u0131flar\u0131na sahip olabilir. FlyScrape, hem mobil hem de masa\u00fcst\u00fc i\u00e7in uygun se\u00e7icileri kullanarak her iki durum i\u00e7in de veri \u00e7ekebilir.<\/li>\n
          • Medya Sorgular\u0131 (Media Queries) Anlay\u0131\u015f\u0131:<\/strong> Kaz\u0131d\u0131\u011f\u0131n\u0131z veriyi kendi uygulaman\u0131zda g\u00f6stermek istedi\u011finizde, mobil uyumlu bir tasar\u0131m i\u00e7in medya sorgular\u0131n\u0131 kullanmak isteyeceksiniz. FlyScrape'in kendisi HTML \u00fcretmez, ancak \u00e7\u0131kard\u0131\u011f\u0131 veriyi (\u00f6rne\u011fin, bir \u00fcr\u00fcn listesini) kendi web sitenizde veya uygulaman\u0131zda sergilerken, bu t\u00fcr CSS kurallar\u0131n\u0131 kullanarak responsive bir deneyim sunabilirsiniz.<\/li>\n
            \n    \/* \u00d6rne\u011fin, FlyScrape ile kaz\u0131d\u0131\u011f\u0131n\u0131z bir \u00fcr\u00fcn listesini kendi sitenizde g\u00f6sterirken *\/\n    .product-list {\n      display: grid;\n      grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));\n      gap: 20px;\n    }\n\n    @media (max-width: 768px) {\n      .product-list {\n        grid-template-columns: 1fr; \/* Mobil cihazlarda tek s\u00fctun *\/\n      }\n      .product-item img {\n        max-width: 100%; \/* Resimlerin mobil cihazlarda ta\u015fmas\u0131n\u0131 engelle *\/\n      }\n    }\n  <\/pre>\n
            <\/code>\n<\/ul>\n
            Medya sorgular\u0131, kaz\u0131d\u0131\u011f\u0131n\u0131z i\u00e7eri\u011fi kendi sitenizde sunarken veya analitik ara\u00e7larda g\u00f6r\u00fcnt\u00fclerken olduk\u00e7a \u00f6nemlidir. FlyScrape'in veri \u00e7\u0131karma yetene\u011fi, bu t\u00fcr responsive sunumlar i\u00e7in temel bir yap\u0131 ta\u015f\u0131 sa\u011flar.<\/div>\n
            Sonu\u00e7: FlyScrape ile Gelece\u011fin Veri Avc\u0131l\u0131\u011f\u0131 ve S\u0131k\u00e7a Sorulan Sorular<\/h2>\n
            FlyScrape, modern web sitelerinin karma\u015f\u0131k d\u00fcnyas\u0131nda veri avc\u0131l\u0131\u011f\u0131 yapmak i\u00e7in TypeScript'in g\u00fcc\u00fcn\u00fc kullanan sa\u011flam ve esnek bir \u00e7\u00f6z\u00fcmd\u00fcr. Bu makale boyunca, FlyScrape'in temel mimarisinden, dinamik i\u00e7eriklerin ve anti-bot \u00f6nlemlerinin \u00fcstesinden gelme stratejilerine, veriyi temizleme, yap\u0131land\u0131rma ve depolama y\u00f6ntemlerine kadar geni\u015f bir yelpazeyi ele ald\u0131k. TypeScript'in tip g\u00fcvenli\u011fi ve mod\u00fcler yap\u0131s\u0131 sayesinde FlyScrape, sadece bug\u00fcn\u00fcn de\u011fil, yar\u0131n\u0131n da web kaz\u0131ma ihtiya\u00e7lar\u0131na cevap verebilecek, bak\u0131m\u0131 kolay ve \u00f6l\u00e7eklenebilir bir ara\u00e7 olarak \u00f6ne \u00e7\u0131kmaktad\u0131r. \u0130ster basit bir fiyat kar\u015f\u0131la\u015ft\u0131rma projesi olsun, isterse b\u00fcy\u00fck \u00f6l\u00e7ekli pazar ara\u015ft\u0131rmalar\u0131, FlyScrape size bu s\u00fcre\u00e7te g\u00fc\u00e7l\u00fc bir m\u00fcttefik sunar. Gelecekte, makine \u00f6\u011frenimi tabanl\u0131 element tespiti ve daha ak\u0131ll\u0131 anti-bot sistemleri entegrasyonu gibi alanlarda FlyScrape'i daha da ileri ta\u015f\u0131mak m\u00fcmk\u00fcnd\u00fcr.<\/p>\n
            Web kaz\u0131man\u0131n potansiyeli s\u0131n\u0131rs\u0131z olsa da, her zaman etik kurallar ve yasalara uygun hareket etmek gerekti\u011fini unutmay\u0131n. FlyScrape, do\u011fru ellerde kullan\u0131ld\u0131\u011f\u0131nda, i\u015fletmeler ve geli\u015ftiriciler i\u00e7in paha bi\u00e7ilmez i\u00e7g\u00f6r\u00fcler ve veriler sa\u011flayabilir.<\/p>\n
            S\u0131k\u00e7a Sorulan Sorular (SSS)<\/h3>\n
              \n
            • \n    FlyScrape tamamen \u00fccretsiz mi?<\/strong><\/p>\n
              Bu makalede bahsedilen FlyScrape, a\u00e7\u0131k kaynak k\u00fct\u00fcphaneler (Puppeteer, Playwright, TypeScript) kullan\u0131larak geli\u015ftirilmi\u015f kavramsal bir projedir. Dolay\u0131s\u0131yla, temelde kullan\u0131lan ara\u00e7lar \u00fccretsizdir. Ancak, proxy hizmetleri, CAPTCHA \u00e7\u00f6zme hizmetleri veya bulut altyap\u0131s\u0131 gibi ek servisler kullanmak isterseniz bunlar i\u00e7in \u00fccret \u00f6demeniz gerekebilir.<\/p>\n<\/li>\n
            • \n    Hangi web sitelerini kaz\u0131yabilirim?<\/strong><\/p>\n
              FlyScrape, hem statik hem de JavaScript ile dinamik olarak y\u00fcklenen modern web sitelerini kaz\u0131ma potansiyeline sahiptir. Ancak, sitenin robots.txt<\/code> kurallar\u0131na ve kullan\u0131m ko\u015fullar\u0131na uyman\u0131z, ayr\u0131ca sunucuya a\u015f\u0131r\u0131 y\u00fck bindirmemeniz gerekti\u011fini unutmamal\u0131s\u0131n\u0131z. Bankac\u0131l\u0131k siteleri, ki\u015fisel bilgi i\u00e7eren platformlar gibi hassas veri bar\u0131nd\u0131ran sitelerden veri kaz\u0131maktan ka\u00e7\u0131n\u0131lmal\u0131d\u0131r.<\/p>\n<\/li>\n
            • \n    Yasal sorunlarla kar\u015f\u0131la\u015f\u0131r m\u0131y\u0131m?<\/strong><\/p>\n
              Web kaz\u0131ma, sitenin kullan\u0131m ko\u015fullar\u0131n\u0131, telif haklar\u0131n\u0131 veya veri gizlili\u011fi yasalar\u0131n\u0131 (KVKK\/GDPR) ihlal ederse yasal sorunlara yol a\u00e7abilir. \u00d6zellikle ki\u015fisel veri toplarken veya sitenin a\u00e7\u0131k izni olmadan ticari ama\u00e7la veri kullan\u0131rken dikkatli olunmal\u0131d\u0131r. Her zaman \"eti\u011fe uygun\" ve \"yasalarla uyumlu\" kaz\u0131ma yapman\u0131z tavsiye edilir.<\/p>\n<\/li>\n
            • \n    Performans\u0131 nas\u0131l art\u0131rabilirim?<\/strong><\/p>\n
              Performans\u0131 art\u0131rmak i\u00e7in paralel kaz\u0131ma, taray\u0131c\u0131 havuzlama, gereksiz kaynaklar\u0131n (resim, CSS, font) y\u00fcklenmesini engelleme ve verimli se\u00e7iciler kullanma gibi y\u00f6ntemleri uygulayabilirsiniz. Ayr\u0131ca, g\u00fc\u00e7l\u00fc donan\u0131ma sahip bir sunucu \u00fczerinde \u00e7al\u0131\u015ft\u0131rmak da performans\u0131 art\u0131racakt\u0131r.<\/p>\n<\/li>\n
            • \n    Yeni ba\u015flayanlar i\u00e7in uygun mu?<\/strong><\/p>\n
              FlyScrape'in temel kavramlar\u0131 ve kurulumu yeni ba\u015flayanlar i\u00e7in anla\u015f\u0131l\u0131r olsa da, TypeScript, Node.js ve ba\u015fs\u0131z taray\u0131c\u0131 k\u00fct\u00fcphaneleri konusunda temel bir anlay\u0131\u015fa sahip olmak s\u00fcreci kolayla\u015ft\u0131racakt\u0131r. Ancak, bu makale ad\u0131m ad\u0131m ilerledi\u011fi i\u00e7in, sab\u0131rl\u0131 ve \u00f6\u011frenmeye a\u00e7\u0131k olan herkes bu yolculukta ba\u015far\u0131l\u0131 olabilir.<\/p>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"G\u00fcn\u00fcm\u00fcz\u00fcn dinamik web d\u00fcnyas\u0131nda veri toplamak, \u00f6zellikle modern web sitelerinin karma\u015f\u0131k yap\u0131lar\u0131 kar\u015f\u0131s\u0131nda giderek zorla\u015fan bir g\u00f6rev haline…","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-35503","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\nFlyScrape: Modern Web Siteleri \u0130\u00e7in TypeScript Web Kaz\u0131y\u0131c\u0131 Nas\u0131l Geli\u015ftirilir?<\/title>\n<meta name=\"description\" content=\"G\u00fcn\u00fcm\u00fcz\u00fcn dinamik web d\u00fcnyas\u0131nda veri toplamak, \u00f6zellikle modern web sitelerinin karma\u015f\u0131k yap\u0131lar\u0131 kar\u015f\u0131s\u0131nda giderek zorla\u015fan bir g\u00f6rev haline geldi. FlyScrape, bu zorluklar\u0131n \u00fcstesinden gelmek i\u00e7in TypeScript'in g\u00fcc\u00fcn\u00fc kullanan, sa\u011flam ve i\u015flevsel bir web kaz\u0131y\u0131c\u0131 (web scraper) \u00e7\u00f6z\u00fcm\u00fcd\u00fcr. Bu makalede, FlyScrape'i nas\u0131l in\u015fa etti\u011fimi, kar\u015f\u0131la\u015f\u0131lan problemleri ve modern web sitelerinden g\u00fcvenilir veri \u00e7ekmek i\u00e7in kullan\u0131lan stratejileri ad\u0131m ad\u0131m inceleyece\u011fiz.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/flyscrape-modern-web-siteleri-icin-typescript-web-kaziyici-nasil-gelistirilir\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"FlyScrape: Modern Web Siteleri \u0130\u00e7in TypeScript Web Kaz\u0131y\u0131c\u0131 Nas\u0131l Geli\u015ftirilir?\" \/>\n<meta property=\"og:description\" content=\"G\u00fcn\u00fcm\u00fcz\u00fcn dinamik web d\u00fcnyas\u0131nda veri toplamak, \u00f6zellikle modern web sitelerinin karma\u015f\u0131k yap\u0131lar\u0131 kar\u015f\u0131s\u0131nda giderek zorla\u015fan bir g\u00f6rev haline geldi. FlyScrape, bu zorluklar\u0131n \u00fcstesinden gelmek i\u00e7in TypeScript'in g\u00fcc\u00fcn\u00fc kullanan, sa\u011flam ve i\u015flevsel bir web kaz\u0131y\u0131c\u0131 (web scraper) \u00e7\u00f6z\u00fcm\u00fcd\u00fcr. Bu makalede, FlyScrape'i nas\u0131l in\u015fa etti\u011fimi, kar\u015f\u0131la\u015f\u0131lan problemleri ve modern web sitelerinden g\u00fcvenilir veri \u00e7ekmek i\u00e7in kullan\u0131lan stratejileri ad\u0131m ad\u0131m inceleyece\u011fiz.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/flyscrape-modern-web-siteleri-icin-typescript-web-kaziyici-nasil-gelistirilir\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-30T09:31:01+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"22 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/flyscrape-modern-web-siteleri-icin-typescript-web-kaziyici-nasil-gelistirilir\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/flyscrape-modern-web-siteleri-icin-typescript-web-kaziyici-nasil-gelistirilir\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"FlyScrape: Modern Web Siteleri \u0130\u00e7in TypeScript Web Kaz\u0131y\u0131c\u0131 Nas\u0131l Geli\u015ftirilir?\",\"datePublished\":\"2025-11-30T09:31:01+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/flyscrape-modern-web-siteleri-icin-typescript-web-kaziyici-nasil-gelistirilir\/\"},\"wordCount\":3699,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/flyscrape-modern-web-siteleri-icin-typescript-web-kaziyici-nasil-gelistirilir\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/flyscrape-modern-web-siteleri-icin-typescript-web-kaziyici-nasil-gelistirilir\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/flyscrape-modern-web-siteleri-icin-typescript-web-kaziyici-nasil-gelistirilir\/\",\"name\":\"FlyScrape: Modern Web Siteleri \u0130\u00e7in TypeScript Web Kaz\u0131y\u0131c\u0131 Nas\u0131l Geli\u015ftirilir?\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-11-30T09:31:01+00:00\",\"description\":\"G\u00fcn\u00fcm\u00fcz\u00fcn dinamik web d\u00fcnyas\u0131nda veri toplamak, \u00f6zellikle modern web sitelerinin karma\u015f\u0131k yap\u0131lar\u0131 kar\u015f\u0131s\u0131nda giderek zorla\u015fan bir g\u00f6rev haline geldi. 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FlyScrape, bu zorluklar\u0131n \u00fcstesinden gelmek i\u00e7in TypeScript'in g\u00fcc\u00fcn\u00fc kullanan, sa\u011flam ve i\u015flevsel bir web kaz\u0131y\u0131c\u0131 (web scraper) \u00e7\u00f6z\u00fcm\u00fcd\u00fcr. 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