{"id":476667,"date":"2023-08-09T07:31:20","date_gmt":"2023-08-09T07:31:20","guid":{"rendered":""},"modified":"2024-06-03T10:18:38","modified_gmt":"2024-06-03T10:18:38","slug":"data-marketplace","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/tr\/wiki\/data-marketplace\/","title":{"rendered":"Veri pazar\u0131"},"content":{"rendered":"<p>Data Marketplace&#039;ler, veri sat\u0131n almak, satmak veya takas etmek i\u00e7in dijital bir platform g\u00f6revi g\u00f6r\u00fcr. \u0130\u00e7g\u00f6r\u00fclerin ve analizlerin i\u015f stratejisinin temelini olu\u015fturdu\u011fu veri odakl\u0131 bir d\u00fcnyada, veri pazar\u0131, \u015firketlerin ve kurulu\u015flar\u0131n rekabet avantaj\u0131 kazanmas\u0131 i\u00e7in \u00f6nemli bir varl\u0131k olarak ortaya \u00e7\u0131kt\u0131.<\/p>\n<h2>Veri Pazarlar\u0131n\u0131n Do\u011fu\u015fu<\/h2>\n<p>Veri pazar\u0131 kavram\u0131, 21. y\u00fczy\u0131l\u0131n ba\u015flar\u0131nda b\u00fcy\u00fck verinin y\u00fckseli\u015fiyle birlikte ortaya \u00e7\u0131kt\u0131. \u0130\u015fletmeler, verilerin de\u011ferini stratejik bir varl\u0131k olarak kabul ettik\u00e7e, bu verileri verimli bir \u015fekilde da\u011f\u0131tacak platformlara ihtiya\u00e7 duyuldu. Veri depolar\u0131 ve ambarlar onlarca y\u0131ld\u0131r ortal\u0131kta dola\u015f\u0131rken, \u201cveri pazar\u0131\u201d terimi ilk kez 2000&#039;li y\u0131llar\u0131n sonlar\u0131nda kullan\u0131lmaya ba\u015fland\u0131. Bu s\u00fcre zarf\u0131nda Microsoft Azure ve IBM gibi \u015firketler, i\u015fletmelerin \u00e7e\u015fitli veri k\u00fcmelerine eri\u015fimini sa\u011flayacak platformlar olu\u015fturmaya ba\u015flad\u0131.<\/p>\n<h2>Veri Pazarlar\u0131na Giri\u015f<\/h2>\n<p>Veri pazaryerleri di\u011fer pazaryerlerine benzer \u015fekilde \u00e7al\u0131\u015f\u0131r; al\u0131c\u0131 ve sat\u0131c\u0131lar\u0131n i\u015flem yapabilece\u011fi organize bir platform sunarlar. Ancak s\u00f6z konusu olan fiziksel mal veya hizmetler yerine veridir. Bu platformlar, sa\u011fl\u0131k, finans, tar\u0131m, ula\u015f\u0131m ve daha fazlas\u0131 gibi \u00e7e\u015fitli alanlara ili\u015fkin veriler sunarak \u00e7ok \u00e7e\u015fitli sekt\u00f6rlere hitap etmektedir. Bu pazaryerlerinde sat\u0131lan veriler ham veya i\u015flenmi\u015f olabilir ve veri k\u00fcmeleri, API&#039;ler, raporlar ve g\u00f6rselle\u015ftirmeler gibi \u00e7e\u015fitli bi\u00e7imlerde gelebilir.<\/p>\n<p>Tipik bir veri pazar\u0131 a\u015fa\u011f\u0131dakiler aras\u0131ndaki i\u015flemleri kolayla\u015ft\u0131r\u0131r:<\/p>\n<ol>\n<li>Veri Sa\u011flay\u0131c\u0131lar: Veri \u00fcreten ve satan kurulu\u015flar. \u0130\u015fletmeler, devlet kurumlar\u0131, ara\u015ft\u0131rma kurumlar\u0131 veya bireyler olabilirler.<\/li>\n<li>Veri T\u00fcketicileri: Genellikle i\u00e7g\u00f6r\u00fc elde etmek, stratejik kararlar almak veya uygulamalar olu\u015fturmak i\u00e7in veri sat\u0131n alan i\u015fletmeler veya kurulu\u015flar.<\/li>\n<\/ol>\n<h2>Veri Pazar\u0131n\u0131n \u0130\u00e7 Yap\u0131s\u0131 ve \u0130\u015fleyi\u015fi<\/h2>\n<p>Veri pazar\u0131 mimarisi, teknoloji ve veri y\u00f6netimi protokollerinin kusursuz bir kar\u0131\u015f\u0131m\u0131n\u0131 i\u00e7erir. Tipik bir veri pazar\u0131 a\u015fa\u011f\u0131dakilerden olu\u015fur:<\/p>\n<ol>\n<li>Veri Katalo\u011fu: Kullan\u0131c\u0131lar\u0131n verilerin i\u00e7eri\u011fini ve ba\u011flam\u0131n\u0131 anlamalar\u0131na yard\u0131mc\u0131 olmak i\u00e7in genellikle meta verileri i\u00e7eren, mevcut verilerin merkezi bir envanteridir.<\/li>\n<li>Veri Depolama: Buras\u0131 veri setlerinin genellikle bulut tabanl\u0131 bir ortamda depoland\u0131\u011f\u0131 yerdir.<\/li>\n<li>Veri \u0130\u015fleme: Bu, veri kalitesini ve kullan\u0131labilirli\u011fini sa\u011flamak i\u00e7in veri temizleme, d\u00f6n\u00fc\u015ft\u00fcrme ve di\u011fer s\u00fcre\u00e7leri i\u00e7erir.<\/li>\n<li>Kullan\u0131c\u0131 Aray\u00fcz\u00fc: \u0130\u015flemlerin ger\u00e7ekle\u015fti\u011fi platformdur. Veri \u00f6nizlemeleri, m\u00fc\u015fteri incelemeleri ve geli\u015fmi\u015f arama se\u00e7enekleri gibi \u00f6zellikleri i\u00e7erebilir.<\/li>\n<li>\u00d6deme ve Teslimat Sistemi: Bu, i\u015flemleri ve veri da\u011f\u0131t\u0131m\u0131n\u0131 kolayla\u015ft\u0131r\u0131r.<\/li>\n<\/ol>\n<figure id=\"attachment_505472\" aria-describedby=\"caption-attachment-505472\" style=\"width: 850px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/oneproxy.pro\/wp-content\/uploads\/2023\/08\/Logical-View-of-the-data-marketplace.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/oneproxy.pro\/wp-content\/uploads\/2023\/08\/Logical-View-of-the-data-marketplace.png\" alt=\"Veri pazar\u0131n\u0131n mant\u0131ksal g\u00f6r\u00fcn\u00fcm\u00fc\" width=\"850\" height=\"421\" class=\"size-full wp-image-505472\" title=\"\" srcset=\"https:\/\/oneproxy.pro\/wp-content\/uploads\/2023\/08\/Logical-View-of-the-data-marketplace.png 850w, https:\/\/oneproxy.pro\/wp-content\/uploads\/2023\/08\/Logical-View-of-the-data-marketplace-150x74.png 150w, https:\/\/oneproxy.pro\/wp-content\/uploads\/2023\/08\/Logical-View-of-the-data-marketplace-768x380.png 768w, https:\/\/oneproxy.pro\/wp-content\/uploads\/2023\/08\/Logical-View-of-the-data-marketplace-18x9.png 18w\" sizes=\"auto, (max-width: 850px) 100vw, 850px\" \/><\/a><figcaption id=\"caption-attachment-505472\" class=\"wp-caption-text\">Veri pazar\u0131n\u0131n mant\u0131ksal g\u00f6r\u00fcn\u00fcm\u00fc<\/figcaption><\/figure>\n<h2>Veri Pazarlar\u0131n\u0131n Temel \u00d6zellikleri<\/h2>\n<p>Data Marketplace&#039;ler, kendilerini geleneksel veri havuzlar\u0131ndan ay\u0131ran \u00e7e\u015fitli benzersiz \u00f6zellikler sunar:<\/p>\n<ul>\n<li>\u00c7e\u015fitli Veri Kaynaklar\u0131: Veri pazarlar\u0131, \u00e7e\u015fitli kaynaklardan verileri toplayarak kullan\u0131c\u0131lara tek bir konumda \u00e7ok \u00e7e\u015fitli veri k\u00fcmeleri sunar.<\/li>\n<li>Veri Kalitesi G\u00fcvencesi: Sa\u011flay\u0131c\u0131lar genellikle verileri listelenmeden \u00f6nce do\u011frular ve temizler, b\u00f6ylece kullan\u0131c\u0131lar\u0131n y\u00fcksek kaliteli, g\u00fcvenilir veriler almas\u0131n\u0131 sa\u011flar.<\/li>\n<li>Eri\u015filebilirlik: Kullan\u0131c\u0131lar do\u011frudan piyasadan verilere g\u00f6z atabilir, sat\u0131n alabilir ve indirebilir; bu da veri toplama s\u00fcrecini basitle\u015ftirir.<\/li>\n<li>G\u00fcvenlik: \u0130\u015flemler g\u00fcvenlidir ve hassas bilgileri korumak i\u00e7in veri koruma \u00f6nlemleri al\u0131nmaktad\u0131r.<\/li>\n<\/ul>\n<h2>Veri Pazar Yeri T\u00fcrleri<\/h2>\n<p>\u00dc\u00e7 temel veri pazar\u0131 t\u00fcr\u00fc vard\u0131r:<\/p>\n<table>\n<thead>\n<tr>\n<th>Tip<\/th>\n<th>Tan\u0131m<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>A\u00e7\u0131k Veri Pazaryerleri<\/td>\n<td>Herkesin \u00fccretsiz olarak eri\u015febilece\u011fi, halka a\u00e7\u0131k veriler sunarlar.<\/td>\n<\/tr>\n<tr>\n<td>Ticari Veri Pazarlar\u0131<\/td>\n<td>Bir \u00fccret kar\u015f\u0131l\u0131\u011f\u0131nda \u00f6zel verileri veya veri \u00fcr\u00fcnlerini satarlar.<\/td>\n<\/tr>\n<tr>\n<td>Hibrit Veri Pazarlar\u0131<\/td>\n<td>\u00dccretsiz ve \u00fccretli verilerin bir kar\u0131\u015f\u0131m\u0131n\u0131 sa\u011flarlar.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Veri Pazarlar\u0131nda Kullan\u0131m, Zorluklar ve \u00c7\u00f6z\u00fcmler<\/h2>\n<p>Veri pazarlar\u0131, i\u015fletmelerin rekabet\u00e7i i\u00e7g\u00f6r\u00fcler kazanmas\u0131na yard\u0131mc\u0131 olmak, ara\u015ft\u0131rmay\u0131 m\u00fcmk\u00fcn k\u0131lmak, yenili\u011fi te\u015fvik etmek ve \u015feffafl\u0131\u011f\u0131 te\u015fvik etmek de dahil olmak \u00fczere bir dizi avantaj sunar. Ancak veri gizlili\u011fi, g\u00fcvenlik, birlikte \u00e7al\u0131\u015fabilirlik ve veri kalitesi gibi zorluklar devam ediyor. G\u00fc\u00e7l\u00fc veri y\u00f6netimi, g\u00fcvenli ve anonimle\u015ftirilmi\u015f verilerin kullan\u0131m\u0131, veri temizleme ve entegrasyonu i\u00e7in geli\u015fmi\u015f AI\/ML algoritmalar\u0131, bu sorunlar\u0131n \u00fcstesinden gelmek i\u00e7in kullan\u0131lan \u00e7\u00f6z\u00fcmlerden baz\u0131lar\u0131d\u0131r.<\/p>\n<h2>Benzer Kavramlarla Kar\u015f\u0131la\u015ft\u0131rma<\/h2>\n<p>Veri pazarlar\u0131 a\u015fa\u011f\u0131daki gibi di\u011fer benzer kavramlarla kar\u015f\u0131la\u015ft\u0131r\u0131labilir:<\/p>\n<table>\n<thead>\n<tr>\n<th>Terim<\/th>\n<th>Tan\u0131m<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Veri deposu<\/td>\n<td>Y\u00f6netim kararlar\u0131na rehberlik etmek i\u00e7in kullan\u0131lan, \u00e7ok \u00e7e\u015fitli kaynaklardan toplanan geni\u015f bir veri deposu. Veri pazarlar\u0131ndan farkl\u0131 olarak bunlar genellikle tek bir kurulu\u015fla s\u0131n\u0131rl\u0131d\u0131r.<\/td>\n<\/tr>\n<tr>\n<td>Veri G\u00f6l\u00fc<\/td>\n<td>B\u00fcy\u00fck miktarlarda ham veriyi kendi yerel format\u0131nda depolamak i\u00e7in bir depo. Veri sat\u0131\u015f\u0131n\u0131 veya sat\u0131n al\u0131nmas\u0131n\u0131 i\u00e7ermedi\u011finden veri pazar\u0131ndan farkl\u0131d\u0131r.<\/td>\n<\/tr>\n<tr>\n<td>Veri Komisyoncusu<\/td>\n<td>T\u00fcketiciler hakk\u0131nda ki\u015fisel bilgiler toplayan ve bu bilgileri di\u011fer kurulu\u015flara satan bir i\u015fletme. Veri pazarlar\u0131ndan farkl\u0131 olarak ki\u015fisel verilere daha \u00e7ok, i\u015f\/sekt\u00f6r verilerine daha az odaklan\u0131rlar.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Veri Pazarlar\u0131n\u0131n Gelece\u011fi<\/h2>\n<p>Veri pazarlar\u0131n\u0131n gelece\u011finin blockchain, yapay zeka ve 5G gibi geli\u015fen teknolojilerden etkilenmesi bekleniyor. Ger\u00e7ek zamanl\u0131 verilere olan talebin artmas\u0131yla birlikte, ak\u0131\u015f verilerinin sa\u011flanmas\u0131na daha fazla \u00f6nem verilecektir. Ayr\u0131ca yapay zekan\u0131n y\u00fckseli\u015fiyle birlikte kullan\u0131ma haz\u0131r yapay zeka modelleri ve verileri sunan pazarlar daha yayg\u0131n hale gelebilir. Blockchain veri i\u015flemlerine \u015feffafl\u0131k ve g\u00fcvenlik getirebilir.<\/p>\n<h2>Proxy Sunucular\u0131 ve Veri Pazarlar\u0131<\/h2>\n<p>Proxy sunucular\u0131, veri pazarlar\u0131nda gizlili\u011fin ve g\u00fcvenli\u011fin korunmas\u0131nda \u00e7ok \u00f6nemli bir rol oynar. Kullan\u0131c\u0131lar\u0131n kimli\u011finin maskelenmesine yard\u0131mc\u0131 olarak hassas verileri ve i\u015flemleri korurlar. Proxy sunucular ayn\u0131 zamanda bu pazar yerlerinden veri kaz\u0131nmas\u0131na da yard\u0131mc\u0131 olabilir ve i\u015fletmelerin k\u0131sa s\u00fcrede birden fazla kaynaktan b\u00fcy\u00fck miktarda veri toplamas\u0131na olanak tan\u0131r.<\/p>\n<h2>\u0130lgili Ba\u011flant\u0131lar<\/h2>\n<ol>\n<li><a href=\"https:\/\/azuremarketplace.microsoft.com\/\" target=\"_new\" rel=\"noopener nofollow\">Microsoft Azure Pazaryeri<\/a><\/li>\n<li><a href=\"https:\/\/aws.amazon.com\/marketplace\/\" target=\"_new\" rel=\"noopener nofollow\">AWS Veri De\u011fi\u015fimi<\/a><\/li>\n<li><a href=\"https:\/\/www.snowflake.com\/data-marketplace\/\" target=\"_new\" rel=\"noopener nofollow\">Snowflake Veri Pazar\u0131<\/a><\/li>\n<li><a href=\"https:\/\/www.forbes.com\/sites\/forbestechcouncil\/2021\/05\/12\/the-ins-and-outs-of-a-data-marketplace\/?sh=4e69470b19ea\" rel=\"nofollow noopener\" target=\"_blank\">Bir Veri Pazar\u0131n\u0131n T\u00fcm Detaylar\u0131<\/a> \u2013 Forbes Makalesi.<\/li>\n<li><a href=\"https:\/\/www.datacommercecloud.com\/post\/data-marketplace-guide\" rel=\"nofollow noopener\" target=\"_blank\">Veri Pazar\u0131 Nedir? Veri Pazar\u0131n\u0131n Gelece\u011fi Nedir?<\/a> \u2013 Veri Ticareti Bulutu<\/li>\n<\/ol>","protected":false},"featured_media":505470,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476667","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Data Marketplace: An Overview<\/mark>","faq_items":[{"question":"What is a data marketplace?","answer":"A data marketplace is a digital platform where data is bought, sold, or exchanged. These platforms cater to a diverse set of industries, offering data pertaining to various domains such as healthcare, finance, agriculture, transportation, and more."},{"question":"When was the concept of data marketplace introduced?","answer":"The concept of a data marketplace emerged with the rise of big data in the early 21st century. The term \"data marketplace\" was first introduced in the late 2000s by companies like Microsoft Azure and IBM who started to build platforms to provide businesses with access to diverse sets of data."},{"question":"How does a data marketplace function?","answer":"Data marketplaces function similarly to any other marketplace; they offer an organized platform where buyers and sellers can conduct transactions. However, instead of physical goods or services, the commodity in question is data. These platforms facilitate transactions between data providers, who produce and sell data, and data consumers, typically businesses or organizations that purchase data to derive insights, make strategic decisions, or build applications."},{"question":"What are the key features of data marketplaces?","answer":"Key features of data marketplaces include diverse data sources, data quality assurance, accessibility, and security. They aggregate data from various sources, provide users with a wide range of data sets in one location, ensure users receive high-quality, reliable data, and offer a secure environment for transactions and data protection."},{"question":"What types of data marketplaces exist?","answer":"There are three primary types of data marketplaces: Open Data Marketplaces which offer publicly available data for free, Commercial Data Marketplaces which sell proprietary data or data products for a fee, and Hybrid Data Marketplaces which provide a mix of free and paid data."},{"question":"What are the future trends in data marketplaces?","answer":"The future of data marketplaces is expected to be influenced by emerging technologies like blockchain, AI, and 5G. There will be more emphasis on providing real-time streaming data and marketplaces that offer ready-to-use AI models and data may become more prevalent."},{"question":"How are proxy servers associated with data marketplaces?","answer":"Proxy servers play a crucial role in maintaining privacy and security in data marketplaces. They help in masking the identity of users, protecting sensitive data and transactions. Proxy servers can also aid in data scraping from these marketplaces, enabling businesses to collect vast amounts of data from multiple sources quickly."}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/tr\/wp-json\/wp\/v2\/wiki\/476667","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/tr\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/tr\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":4,"href":"https:\/\/oneproxy.pro\/tr\/wp-json\/wp\/v2\/wiki\/476667\/revisions"}],"predecessor-version":[{"id":505474,"href":"https:\/\/oneproxy.pro\/tr\/wp-json\/wp\/v2\/wiki\/476667\/revisions\/505474"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/tr\/wp-json\/wp\/v2\/media\/505470"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/tr\/wp-json\/wp\/v2\/media?parent=476667"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}