{"id":249191,"date":"2026-10-20T11:03:13","date_gmt":"2026-10-20T09:03:13","guid":{"rendered":"https:\/\/blog.adesso-bc.com\/?p=249191"},"modified":"2026-10-20T11:37:17","modified_gmt":"2026-10-20T09:37:17","slug":"data-mesh-vs-data-space-melyik-megkozelites-illik-az-adatmegosztasi-use-case-edhez-2-resz","status":"publish","type":"post","link":"https:\/\/blog.adesso-bc.com\/hu\/data-mesh-vs-data-space-melyik-megkozelites-illik-az-adatmegosztasi-use-case-edhez-2-resz\/","title":{"rendered":"Data Mesh vs. Data Space: Melyik megk\u00f6zel\u00edt\u00e9s illik az adatmegoszt\u00e1si use case-edhez? (2. r\u00e9sz)"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><em>(R\u00e9szlet a saj\u00e1t kutat\u00e1si cikkemb\u0151l: \u201eData Mesh and Data Space: A Comparative Analysis with a Focus on Governance.\u201d \u2013 Papp Attila \u00e9s t\u00e1rsai. A publik\u00e1ci\u00f3 az\u00f3ta megjelent a Springer gondoz\u00e1s\u00e1ban \u2013 a linket a poszt v\u00e9g\u00e9n tal\u00e1lod.)<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>A sorozat<\/strong> <a href=\"https:\/\/blog.adesso-bc.com\/hu\/data-mesh-vs-data-space-melyik-megkoezelites-illik-az-adatmegosztasi-use-case-edhez-1-resz\/\"><strong>els\u0151 r\u00e9sz\u00e9ben<\/strong><\/a> <strong>\u00e1ttekintett\u00fck, honnan indult a data mesh \u00e9s a data space, miben hasonl\u00edtanak \u00e9s miben t\u00e9rnek el. Azt \u00edg\u00e9rt\u00fck, hogy a folytat\u00e1sban ott vessz\u00fck fel a fonalat, ahol a k\u00e9t paradigma val\u00f3ban elv\u00e1lik egym\u00e1st\u00f3l: a governance-n\u00e9l. A kulcsk\u00e9rd\u00e9s \u00edgy hangzik: ki hozza a szab\u00e1lyokat, \u00e9s mi k\u00e9nyszer\u00edti ki \u0151ket \u2013 a platform vagy technikailag vagy a szerz\u0151d\u00e9s jogilag?<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A v\u00e1lasz nem r\u00e9szletk\u00e9rd\u00e9s. Mindk\u00e9t megk\u00f6zel\u00edt\u00e9s decentraliz\u00e1lja az adatmegoszt\u00e1st, ez\u00e9rt mindkett\u0151nek ugyanazt a dilemm\u00e1t kell megoldania: hogyan maradjon a rendszer egys\u00e9ges \u00e9s megb\u00edzhat\u00f3 \u00fagy, hogy k\u00f6zben senki nem \u00fcl egy k\u00f6zponti kontrollszob\u00e1ban? A data mesh \u00e9s a data space erre adott v\u00e1lasza szinte t\u00fck\u00f6rk\u00e9pe egym\u00e1snak.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Data mesh: federated computational governance<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A data mesh governance-modellje k\u00e9tszint\u0171. Lok\u00e1lis szinten a domain team-ek maguk govern\u00e1lj\u00e1k az analitikai data productjaikat \u2013 logikus, hiszen az operat\u00edv adat is n\u00e1luk keletkezik, \u0151k ismerik a legjobban. Glob\u00e1lis szinten pedig egy k\u00f6zponti governance-csapat gondoskodik arr\u00f3l, hogy a team-ek k\u00f6z\u00f6tti interoperability ne s\u00e9r\u00fclj\u00f6n. Ezt a kombin\u00e1ci\u00f3t nevezz\u00fck federated computational governance-nek.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A \u201ecomputational\u201d jelz\u0151 a modell lelke: a glob\u00e1lis szabv\u00e1nyok a platformba vannak \u00e9p\u00edtve, \u00e9s automatikusan \u00e9rv\u00e9nyes\u00fclnek. A szab\u00e1ly teh\u00e1t nem egy intranetes PDF-ben \u00e9l, hanem k\u00f3dban.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Lok\u00e1lis szinten a data product owner vagy a data domain steward felel a k\u00f6vetkez\u0151k\u00e9rt:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A data product s\u00e9m\u00e1j\u00e1nak kezel\u00e9se \u00e9s verzi\u00f3z\u00e1sa: a team ismeri legjobban a saj\u00e1t adat\u00e1t, \u00edgy ez a felel\u0151ss\u00e9g helyben van a legjobb kezekben.<\/li>\n\n\n\n<li>Hozz\u00e1f\u00e9r\u00e9s-kezel\u00e9s: a use case-ekhez domain-szinten data sharing agreement-ek j\u00f6nnek l\u00e9tre, ezeken bel\u00fcl policy-k \u00edrj\u00e1k le a hozz\u00e1f\u00e9r\u00e9st, ak\u00e1r felt\u00e9telekkel (lej\u00e1rat, sor- vagy oszlopszint\u0171 sz\u0171r\u00e9s). A j\u00f3v\u00e1hagyott policy-kat automatizmus ter\u00edti \u00e9s \u00e9rv\u00e9nyes\u00edti.<\/li>\n\n\n\n<li>Megfelel\u00e9s a glob\u00e1lis szinten defini\u00e1lt guideline-oknak.<\/li>\n\n\n\n<li>Az adatmin\u0151s\u00e9g, a data health \u00e9s a v\u00e1llalt SLO-k biztos\u00edt\u00e1sa.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">A glob\u00e1lis governance-csapat ezzel p\u00e1rhuzamosan:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>v\u00e1llalatszint\u0171 szabv\u00e1nyokat defini\u00e1l \u00e9s \u00e9rv\u00e9nyes\u00edt: f\u00e1jlform\u00e1tumok, naming convention-\u00f6k, k\u00f6z\u00f6s glossary, biztons\u00e1gi k\u00f6vetelm\u00e9nyek, data lineage;<\/li>\n\n\n\n<li>guideline-okat ad a hozz\u00e1f\u00e9r\u00e9s-kezel\u00e9si policy-khoz;<\/li>\n\n\n\n<li>m\u00f3dszertant fejleszt az adatmin\u0151s\u00e9g menedzsel\u00e9s\u00e9re;<\/li>\n\n\n\n<li>monitorozza a data catalog \u00e9s a data product-ok rendelkez\u00e9sre \u00e1ll\u00e1s\u00e1t;<\/li>\n\n\n\n<li>\u00f6szt\u00f6nz\u0151ket \u2013 ak\u00e1r gamification-t \u2013 tervez a mesh-hez val\u00f3 csatlakoz\u00e1sra.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">A gyakorlatban a domainek gyakran elt\u00e9r\u0151 technol\u00f3gi\u00e1n futnak: az \u201eA\u201d domain AWS-en, a \u201eB\u201d Azure-on, a \u201eC\u201d mondjuk SAP-n. Ilyenkor kritikus, hogy a glob\u00e1lis szabv\u00e1nyok technol\u00f3giaf\u00fcggetlenek legyenek: ha p\u00e9ld\u00e1ul egy ny\u00edlt table format (pl. Apache Iceberg) glob\u00e1lisan k\u00f6telez\u0151, az interoperability a stackek k\u00fcl\u00f6nb\u00f6z\u0151s\u00e9ge ellen\u00e9re is megmarad \u2013 az \u00e9rv\u00e9nyes\u00edt\u00e9s pedig tov\u00e1bbra is automatikus.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Data space: rulebook \u00e9s Governance Authority<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A data space szervezetek k\u00f6z\u00f6tti bizalomra \u00e9p\u00fcl, \u00edgy a governance itt nem platform-, hanem keretrendszer-k\u00e9rd\u00e9s. H\u00e1rom \u00e9p\u00edt\u0151elem adja a v\u00e1z\u00e1t: a governance framework (elvek, folyamatok \u00e9s gyakorlatok struktur\u00e1lt halmaza), az ezt operat\u00edv form\u00e1ba \u00f6nt\u0151 rulebook, valamint a Governance Authority \u2013 a r\u00e9sztvev\u0151k \u00e1ltal fel\u00e1ll\u00edtott test\u00fclet vagy jogi entit\u00e1s, amely a keretrendszert fejleszti, karbantartja \u00e9s \u00e9rv\u00e9nyes\u00edti.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A governance r\u00e1ad\u00e1sul t\u00f6bb szinten m\u0171k\u00f6dik egyszerre:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Szint<\/strong><\/td><td><strong>Mit govern\u00e1l?<\/strong><\/td><\/tr><tr><td>\u00d6kosziszt\u00e9ma<\/td><td>A szerepl\u0151k \u00e9s tev\u00e9kenys\u00e9gek \u00f6sszess\u00e9ge, amelyet a helyi \u00e9s region\u00e1lis jogszab\u00e1lyok, valamint a piaci \u00e9s t\u00e1rsadalmi felt\u00e9telek szab\u00e1lyoznak.<\/td><\/tr><tr><td>Data space<\/td><td>Defini\u00e1lt rendszer, amelynek governance framework-j\u00e9t egy rulebook dokument\u00e1lja, \u00e9s egy Governance Authority menedzseli.<\/td><\/tr><tr><td>Use case<\/td><td>K\u00e9t vagy t\u00f6bb r\u00e9sztvev\u0151 egy vagy t\u00f6bb data product megoszt\u00e1s\u00e1val k\u00f6z\u00f6sen teremt \u00e9rt\u00e9ket \u2013 maguknak, \u00e9s ezzel a data space-nek \u00e9s az \u00f6kosziszt\u00e9m\u00e1nak is.<\/td><\/tr><tr><td>R\u00e9sztvev\u0151<\/td><td>A data space governance framework-je mellett elk\u00f6telezett szervezet, \u00fczleti motiv\u00e1ci\u00f3val a r\u00e9szv\u00e9telre.<\/td><\/tr><tr><td>Data product<\/td><td>Az adatmegoszt\u00e1s egys\u00e9ge, amelyet a r\u00e9sztvev\u0151 szervezet egy csapata govern\u00e1l, \u00e9s use case-ek keret\u00e9ben oszt meg.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><em>(A. Papp et al. nyom\u00e1n)<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A legfontosabb struktur\u00e1lis k\u00fcl\u00f6nbs\u00e9g: a data space governance-hierarchi\u00e1ja lapos. A legmagasabb szint\u0171 d\u00f6nt\u00e9sek egy szervezetk\u00f6zi test\u00fclethez ker\u00fclnek, amelyben a r\u00e9sztvev\u0151k egyenl\u0151 jogokkal b\u00edrnak, a k\u00f6zponti elemek pedig konszenzussal sz\u00fcletnek. Az adattranzakci\u00f3k peer-to-peer zajlanak, k\u00f6zponti adatplatform n\u00e9lk\u00fcl. \u00c9s ami a mesh-ben platformautomatizmus, az itt jogilag kik\u00e9nyszer\u00edthet\u0151 szab\u00e1lyrendszer. A sovereignty elve r\u00e1ad\u00e1sul nem \u00e1ll meg a szervezeti hat\u00e1rokn\u00e1l: a data space a mag\u00e1nszem\u00e9lyek adatai feletti \u00f6nrendelkez\u00e9st is komolyan veszi.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">K\u00f3d vagy szerz\u0151d\u00e9s? A k\u00e9t modell egym\u00e1s mellett<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Dimenzi\u00f3<\/strong><\/td><td><strong>Data Mesh<\/strong><\/td><td><strong>Data Space<\/strong><\/td><\/tr><tr><td>Vez\u00e9relv<\/td><td>Hat\u00e9konys\u00e1g \u00e9s praktikum.<\/td><td>Sovereignty, bizalom, jogi compliance.<\/td><\/tr><tr><td>Strukt\u00fara<\/td><td>Lok\u00e1lis + glob\u00e1lis szint, amely jellemz\u0151en a v\u00e1llalati hierarchi\u00e1t k\u00e9pezi le.<\/td><td>Lapos hierarchia: egyenl\u0151 jog\u00fa r\u00e9sztvev\u0151k, konszenzusos d\u00f6nt\u00e9sek.<\/td><\/tr><tr><td>\u00c9rv\u00e9nyes\u00edt\u00e9s<\/td><td>A platformba \u00e9p\u00edtett, automatiz\u00e1lt policy-k (\u201ek\u00f3d\u201d).<\/td><td>Jogilag kik\u00e9nyszer\u00edthet\u0151 rulebook \u00e9s szerz\u0151d\u00e9sek (\u201ejog\u201d).<\/td><\/tr><tr><td>D\u00f6nt\u00e9shoz\u00f3<\/td><td>K\u00f6zponti governance-csapat a v\u00e1llalaton bel\u00fcl.<\/td><td>Szervezetk\u00f6zi Governance Authority.<\/td><\/tr><tr><td>Tranzakci\u00f3<\/td><td>K\u00f6z\u00f6s (jellemz\u0151en cloud) platformon.<\/td><td>Peer-to-peer, k\u00f6zponti platform n\u00e9lk\u00fcl.<\/td><\/tr><tr><td>Kit hatalmaz fel<\/td><td>Domain team-eket a v\u00e1llalaton bel\u00fcl.<\/td><td>Szervezeteket \u2013 \u00e9s ak\u00e1r mag\u00e1nszem\u00e9lyeket is.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><em>(A. Papp et al. nyom\u00e1n)<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00c9s van egy k\u00f6z\u00f6s dilemm\u00e1juk is: az egyens\u00faly megtal\u00e1l\u00e1sa a diszrupci\u00f3 \u00e9s a szab\u00e1lyoz\u00e1s k\u00f6z\u00f6tt. A data mesh a technol\u00f3giavez\u00e9relt, diszrupt\u00edv oldal fel\u00e9 h\u00faz, a data space a szab\u00e1lyoz\u00e1s fel\u00e9. Egyik v\u00e9glet sem \u00e9letk\u00e9pes \u00f6nmag\u00e1ban: a mesh-nek is kellenek guardrail-ek, a data space-nek pedig automatiz\u00e1ci\u00f3, k\u00fcl\u00f6nben a governance pap\u00edron marad.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3 kulcsfontoss\u00e1g\u00fa tanuls\u00e1g<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Ugyanaz a c\u00e9l, m\u00e1s a kik\u00e9nyszer\u00edt\u00e9s.<\/strong> A data mesh a szab\u00e1lyait k\u00f3dba \u00f6nti: a policy-k a platformba \u00e9p\u00edtve, automatikusan \u00e9rv\u00e9nyes\u00fclnek. A data space szerz\u0151d\u00e9sbe: a rulebook jogilag kik\u00e9nyszer\u00edthet\u0151. K\u00f3d vs. jog \u2013 ez a k\u00e9t governance-modell legr\u00f6videbb \u00f6sszefoglal\u00e1sa.<\/li>\n\n\n\n<li><strong>Hierarchia vs. konszenzus.<\/strong> A data mesh lok\u00e1lis-glob\u00e1lis strukt\u00far\u00e1ja lek\u00e9pezi a v\u00e1llalati hierarchi\u00e1t: van \u201efels\u0151\u201d szint, amely szabv\u00e1nyokat \u00edr el\u0151. A data space-ben nincs ilyen: az egyenl\u0151 jog\u00fa r\u00e9sztvev\u0151k konszenzusa \u00e9s a Governance Authority tartja \u00f6ssze az \u00f6kosziszt\u00e9m\u00e1t.<\/li>\n\n\n\n<li><strong>A k\u00e9t modell tanulhat egym\u00e1st\u00f3l.<\/strong> A mesh profit\u00e1lhat a data space-ek formaliz\u00e1lt bizalmi keretrendszer\u00e9b\u0151l, a data space pedig a mesh automatiz\u00e1lt, computational \u00e9rv\u00e9nyes\u00edt\u00e9s\u00e9b\u0151l. A konvergencia ir\u00e1nya j\u00f3l l\u00e1tszik: j\u00f6nnek a hibrid architekt\u00far\u00e1k, ahol a bels\u0151 mesh data product-jai k\u00f6zvetlen\u00fcl egy k\u00fcls\u0151 data space-ben jelennek meg.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">Mi k\u00f6vetkezik?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ezzel a sorozat v\u00e9g\u00e9re \u00e9rt\u00fcnk, viszont a kutat\u00e1snak nincs v\u00e9ge. A k\u00f6vetkez\u0151 l\u00e9p\u00e9s a konvergenciapontok felt\u00e9rk\u00e9pez\u00e9se, a m\u00e9lyebb technol\u00f3giai \u00f6sszehasonl\u00edt\u00e1s \u00e9s egy olyan guideline kidolgoz\u00e1sa, amely use case alapj\u00e1n seg\u00edt v\u00e1lasztani a k\u00e9t paradigma \u2013 vagy \u00e9pp a kombin\u00e1ci\u00f3juk \u2013 k\u00f6z\u00f6tt.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A teljes publik\u00e1ci\u00f3 megjelent a Springer gondoz\u00e1s\u00e1ban (I4CS 2025): <a href=\"https:\/\/doi.org\/10.1007\/978-3-031-94263-1_10\">https:\/\/doi.org\/10.1007\/978-3-031-94263-1_10<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>(R\u00e9szlet a saj\u00e1t kutat\u00e1si cikkemb\u0151l: \u201eData Mesh and Data Space: A Comparative Analysis with a Focus on Governance.\u201d \u2013 Papp Attila \u00e9s t\u00e1rsai. A publik\u00e1ci\u00f3 az\u00f3ta megjelent a Springer gondoz\u00e1s\u00e1ban \u2013 a linket a poszt v\u00e9g\u00e9n tal\u00e1lod.) A sorozat els\u0151 r\u00e9sz\u00e9ben \u00e1ttekintett\u00fck, honnan indult a data mesh \u00e9s a data space, miben hasonl\u00edtanak \u00e9s miben [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":249202,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","inline_featured_image":false,"footnotes":""},"categories":[301],"tags":[797,798,799],"class_list":["post-249191","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized-hu","tag-data-mesh","tag-data-space","tag-governance","blogauthor-attila-papp"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Mesh vs. Data Space: Melyik megk\u00f6zel\u00edt\u00e9s illik az adatmegoszt\u00e1si use case-edhez? 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