Modelling big data platforms as knowledge graphs: the data platform shaper
Abstract The rise of big data has introduced significant challenges in managing, storing, analyzing, and modeling data. These challenges require the integration of diverse storage and computing platforms. Consequently, incorporating new data sources and developing new data transformation methods is...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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SpringerOpen
2025-03-01
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| Series: | Journal of Big Data |
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| Online Access: | https://doi.org/10.1186/s40537-025-01094-w |
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| _version_ | 1850040041610412032 |
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| author | David Greco Francesco Osborne Simone Pusceddu Diego Reforgiato Recupero |
| author_facet | David Greco Francesco Osborne Simone Pusceddu Diego Reforgiato Recupero |
| author_sort | David Greco |
| collection | DOAJ |
| description | Abstract The rise of big data has introduced significant challenges in managing, storing, analyzing, and modeling data. These challenges require the integration of diverse storage and computing platforms. Consequently, incorporating new data sources and developing new data transformation methods is typically a slow and expensive process. Furthermore, these platforms often lack sufficient abstraction and are heavily reliant on particular technologies, which results in increased costs when adapting to new technological developments. This paper addresses these issues by presenting the Data Platform Shaper, an open tool for constructing and managing data platform catalogs as knowledge graphs. This system is built on top of the Agile Data Management Ontology (AGILE-DM), a novel ontology specifically designed for describing big data platforms. Our solution is characterized by flexibility, technological neutrality, and enhanced adaptability to changes and technological advancements. |
| format | Article |
| id | doaj-art-0ebaf5744d2f460c9031af4c64e88498 |
| institution | DOAJ |
| issn | 2196-1115 |
| language | English |
| publishDate | 2025-03-01 |
| publisher | SpringerOpen |
| record_format | Article |
| series | Journal of Big Data |
| spelling | doaj-art-0ebaf5744d2f460c9031af4c64e884982025-08-20T02:56:11ZengSpringerOpenJournal of Big Data2196-11152025-03-0112114210.1186/s40537-025-01094-wModelling big data platforms as knowledge graphs: the data platform shaperDavid Greco0Francesco Osborne1Simone Pusceddu2Diego Reforgiato Recupero3AgileLab s.r.l.Knowledge Media Institute, The Open UniversityDepartment of Mathematics and Computer Science, University of CagliariDepartment of Mathematics and Computer Science, University of CagliariAbstract The rise of big data has introduced significant challenges in managing, storing, analyzing, and modeling data. These challenges require the integration of diverse storage and computing platforms. Consequently, incorporating new data sources and developing new data transformation methods is typically a slow and expensive process. Furthermore, these platforms often lack sufficient abstraction and are heavily reliant on particular technologies, which results in increased costs when adapting to new technological developments. This paper addresses these issues by presenting the Data Platform Shaper, an open tool for constructing and managing data platform catalogs as knowledge graphs. This system is built on top of the Agile Data Management Ontology (AGILE-DM), a novel ontology specifically designed for describing big data platforms. Our solution is characterized by flexibility, technological neutrality, and enhanced adaptability to changes and technological advancements.https://doi.org/10.1186/s40537-025-01094-wData meshOntology-based metamodelingKnowledge graphsOntologyData platform |
| spellingShingle | David Greco Francesco Osborne Simone Pusceddu Diego Reforgiato Recupero Modelling big data platforms as knowledge graphs: the data platform shaper Journal of Big Data Data mesh Ontology-based metamodeling Knowledge graphs Ontology Data platform |
| title | Modelling big data platforms as knowledge graphs: the data platform shaper |
| title_full | Modelling big data platforms as knowledge graphs: the data platform shaper |
| title_fullStr | Modelling big data platforms as knowledge graphs: the data platform shaper |
| title_full_unstemmed | Modelling big data platforms as knowledge graphs: the data platform shaper |
| title_short | Modelling big data platforms as knowledge graphs: the data platform shaper |
| title_sort | modelling big data platforms as knowledge graphs the data platform shaper |
| topic | Data mesh Ontology-based metamodeling Knowledge graphs Ontology Data platform |
| url | https://doi.org/10.1186/s40537-025-01094-w |
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