{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,20]],"date-time":"2026-03-20T22:28:49Z","timestamp":1774045729498,"version":"3.50.1"},"reference-count":120,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2022,5,4]],"date-time":"2022-05-04T00:00:00Z","timestamp":1651622400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2022,5,4]],"date-time":"2022-05-04T00:00:00Z","timestamp":1651622400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100004238","name":"Universit\u00e4t Potsdam","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100004238","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Inf Syst E-Bus Manage"],"published-print":{"date-parts":[[2022,9]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>The digital transformation sets new requirements to all classes of enterprise systems in companies. ERP systems in particular, which represent the dominant class of enterprise systems, are struggling to meet the new requirements at all levels of the architecture. Therefore, there is an urgent need to reconsider the overall architecture of the systems and address the root of the related issues. Given that many restrictions ERP pose on their adaptability are related to the standardization of data, the database layer of ERP systems is addressed. Since database serve as the foundation for data storage and retrieval, they limit the flexibility of enterprise systems and the chance to adapt to new requirements accordingly. So far, relational databases are widely used. Using a systematic literature approach, recent requirements for ERP systems were identified. Prominent database approaches were assessed against the 23 requirements identified. The results reveal the strengths and weaknesses of recent database approaches. To this end, the results highlight the demand to combine multiple database approaches to fulfill recent business requirements. From a conceptual point of view, this paper supports the idea of federated databases which are interoperable to fulfill future requirements and support business operation. This research forms the basis for renewal of the current generation of ERP systems and proposes to ERP vendors to use different database concepts in the future.<\/jats:p>","DOI":"10.1007\/s10257-022-00555-6","type":"journal-article","created":{"date-parts":[[2022,5,4]],"date-time":"2022-05-04T06:03:24Z","timestamp":1651644204000},"page":"441-494","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["A proposal for future data organization in enterprise systems\u2014an analysis of established database approaches"],"prefix":"10.1007","volume":"20","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3797-926X","authenticated-orcid":false,"given":"Benedict","family":"Bender","sequence":"first","affiliation":[]},{"given":"Clementine","family":"Bertheau","sequence":"additional","affiliation":[]},{"given":"Tim","family":"K\u00f6rppen","sequence":"additional","affiliation":[]},{"given":"Hannah","family":"Lauppe","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8966-0731","authenticated-orcid":false,"given":"Norbert","family":"Gronau","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,5,4]]},"reference":[{"key":"555_CR1","volume-title":"The design and implementation of modern column-oriented database systems","author":"D Abadi","year":"2013","unstructured":"Abadi D, Boncz P, Harizopoulos S (2013) The design and implementation of modern column-oriented database systems. Now Publishers Inc., Hanover, MA, USA"},{"key":"555_CR2","doi-asserted-by":"crossref","unstructured":"Abadi DJ, Madden SR, Hachem N (2008) Column-stores vs. row-stores: how different are they really. pp 967\u2013980","DOI":"10.1145\/1376616.1376712"},{"key":"555_CR3","doi-asserted-by":"publisher","first-page":"1664","DOI":"10.14778\/1687553.1687625","volume":"2","author":"DJ Abadi","year":"2009","unstructured":"Abadi DJ, Boncz PA, Harizopoulos S (2009) Column-Oriented Database Syst Proc VLDB Endow 2:1664\u20131665","journal-title":"Column-Oriented Database Syst Proc VLDB Endow"},{"key":"555_CR4","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.fcij.2017.03.003","volume":"1","author":"MA Abd Elmonem","year":"2016","unstructured":"Abd Elmonem MA, Nasr ES, Geith MH (2016) Benefits and challenges of cloud ERP systems\u2013A systematic literature review. Future Comput Inf J 1:1\u20139. https:\/\/doi.org\/10.1016\/j.fcij.2017.03.003","journal-title":"Future Comput Inf J"},{"key":"555_CR5","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1002\/meet.14505001089","volume":"50","author":"I Alberts","year":"2013","unstructured":"Alberts I (2013) Challenges of information system use by knowledge workers the email productivity paradox. Proc Assoc Inf Sci Technol 50:1\u201310. https:\/\/doi.org\/10.1002\/meet.14505001089","journal-title":"Proc Assoc Inf Sci Technol"},{"key":"555_CR6","doi-asserted-by":"publisher","first-page":"e0144578","DOI":"10.1371\/journal.pone.0144578","volume":"10","author":"D Alocci","year":"2015","unstructured":"Alocci D, Mariethoz J, Horlacher O et al (2015) Property graph vs RDF triple store:a comparison on glycan substructure search. PLoS ONE 10:e0144578","journal-title":"PLoS ONE"},{"key":"555_CR7","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/1322432.1322433","volume":"40","author":"R Angles","year":"2008","unstructured":"Angles R, Gutierrez C (2008) Survey of graph database models. ACM Comput Surv (CSUR) 40:1\u201339","journal-title":"ACM Comput Surv (CSUR)"},{"key":"555_CR8","doi-asserted-by":"publisher","first-page":"195","DOI":"10.1145\/974750.974757","volume":"29","author":"M Arenas","year":"2004","unstructured":"Arenas M, Libkin L (2004) A normal form for XML documents. ACM Trans Database Syst (TODS) 29:195\u2013232","journal-title":"ACM Trans Database Syst (TODS)"},{"key":"555_CR9","doi-asserted-by":"crossref","unstructured":"Arnold J, glavic B, Raicu I (2019) A High-performance distributed relational database system for scalable olap Processing. IEEE, pp 738\u2013748","DOI":"10.1109\/IPDPS.2019.00083"},{"key":"555_CR10","doi-asserted-by":"crossref","unstructured":"Arulraj J, Pavlo A, Menon P (2016) Bridging the archipelago between row-stores and column-stores for hybrid workloads. pp 583\u2013598","DOI":"10.1145\/2882903.2915231"},{"key":"555_CR11","doi-asserted-by":"crossref","unstructured":"Atikoglu B, Xu Y, Frachtenberg E et al (2012) Workload analysis of a large-scale key-value store. pp 53\u201364","DOI":"10.1145\/2318857.2254766"},{"key":"555_CR12","doi-asserted-by":"crossref","unstructured":"Atkinson M, DeWitt D, Maier D et al (1990) The Object-oriented database system manifesto. In: KIM W, NICOLAS J-M, NISHIO S (eds) Deductive and object-oriented databases. north-holland, amsterdam, pp 223\u2013240","DOI":"10.1016\/B978-0-444-88433-6.50020-4"},{"key":"555_CR13","doi-asserted-by":"publisher","first-page":"710","DOI":"10.1145\/1042046.1042050","volume":"29","author":"A Balmin","year":"2004","unstructured":"Balmin A, Papakonstantinou Y, Vianu V (2004) Incremental validation of XML documents. ACM Trans Database Syst (TODS) 29:710\u2013751","journal-title":"ACM Trans Database Syst (TODS)"},{"key":"555_CR14","doi-asserted-by":"publisher","first-page":"167653","DOI":"10.1109\/ACCESS.2019.2953499","volume":"7","author":"BR Barricelli","year":"2019","unstructured":"Barricelli BR, Casiraghi E, Fogli D (2019) A survey on digital twin: definitions, characteristics, applications, and design implications. IEEE Access 7:167653\u2013167671. https:\/\/doi.org\/10.1109\/ACCESS.2019.2953499","journal-title":"IEEE Access"},{"key":"555_CR15","doi-asserted-by":"crossref","unstructured":"Bender B, Bertheau C, Gronau N (2021) Future ERP Systems: a Research Agenda: In: Proceedings of the 23rd International conference on enterprise information systems. SCITEPRESS - Science and technology publications, online streaming, pp 776\u2013783","DOI":"10.5220\/0010477307760783"},{"key":"555_CR16","doi-asserted-by":"publisher","first-page":"2036","DOI":"10.1016\/j.matpr.2020.03.634","volume":"24","author":"J Benymol","year":"2020","unstructured":"Benymol J, Abraham S (2020) Performance analysis of nosql and relational databases with mongodb and mysql. Mater Today Proc 24:2036\u20132043. https:\/\/doi.org\/10.1016\/j.matpr.2020.03.634","journal-title":"Mater Today Proc"},{"key":"555_CR17","first-page":"33","volume":"24","author":"E Bertino","year":"1991","unstructured":"Bertino E, Martino L (1991) Object-oriented database management systems. Concept Issues Comput 24:33\u201347","journal-title":"Concept Issues Comput"},{"key":"555_CR18","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1080\/17517575.2018.1446102","volume":"12","author":"S Bjeladinovic","year":"2018","unstructured":"Bjeladinovic S (2018) A fresh approach for hybrid SQL\/NoSQL database design based on data structuredness. Enterp Inf Syst 12:1\u201319. https:\/\/doi.org\/10.1080\/17517575.2018.1446102","journal-title":"Enterp Inf Syst"},{"key":"555_CR19","doi-asserted-by":"crossref","unstructured":"Brakatsoulas S, Pfoser D, Tryfona N (2004) Modeling, storing and mining moving object databases. IEEE, pp 68\u201377","DOI":"10.1109\/IDEAS.2004.1319779"},{"key":"555_CR20","doi-asserted-by":"publisher","DOI":"10.1016\/j.is.2021.101898","author":"CJF Candel","year":"2022","unstructured":"Candel CJF, Ruiz DS, Garc\u00eda-Molina JJ (2022) A unified metamodel for NoSQL and relational databases. Inf Syst. https:\/\/doi.org\/10.1016\/j.is.2021.101898","journal-title":"Inf Syst"},{"key":"555_CR21","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2458517.2458519","volume":"4","author":"L Cao","year":"2013","unstructured":"Cao L, Zhu H (2013) Normal accidents: data quality problems in ERP-enabled manufacturing. J Data and Inf Qual (JDIQ) 4:1\u201326. https:\/\/doi.org\/10.1145\/2458517.2458519","journal-title":"J Data and Inf Qual (JDIQ)"},{"key":"555_CR22","doi-asserted-by":"crossref","unstructured":"Chebotko A, Abraham J, Brazier P, et al (2013) Storing, indexing and querying large provenance data sets as RDF graphs in apache HBase. IEEE, pp 1\u20138","DOI":"10.1109\/SERVICES.2013.32"},{"key":"555_CR23","doi-asserted-by":"crossref","unstructured":"Chen L, Dai W, Qiu M, Jiang N (2017). a Design for Scalable and Secure Key-Value Stores. In\u00a02017 IEEE International Conference on Smart Cloud (SmartCloud)\u00a0(pp. 216-221). IEEE.","DOI":"10.1109\/SmartCloud.2017.41"},{"key":"555_CR24","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1007\/978-981-15-6634-9_37","volume-title":"Advances in computing and data sciences","author":"J Chen","year":"2020","unstructured":"Chen J, Song Q, Zhao C, Li Z (2020) Graph database and relational database performance comparison on a transportation network. In: Singh M, Gupta PK, Tyagi V et al (eds) Advances in computing and data sciences. springer singapore, singapore, pp 407\u2013418"},{"key":"555_CR25","unstructured":"Chien S-Y, Tsotras VJ, Zaniolo C, Zhang D (2001) Storing and querying multiversion XML documents using durable node numbers. IEEE, pp 232\u2013241"},{"key":"555_CR26","doi-asserted-by":"crossref","unstructured":"Chung SM, Jesurajaiah SB (2005) Schemaless xml document management in object-oriented databases. IEEE, pp 261\u2013266","DOI":"10.1109\/ITCC.2005.250"},{"key":"555_CR27","doi-asserted-by":"crossref","unstructured":"Ciglan M, Averbuch A, Hluchy L (2012) Benchmarking traversal operations over graph databases. IEEE, pp 186\u2013189","DOI":"10.1109\/ICDEW.2012.47"},{"key":"555_CR28","doi-asserted-by":"crossref","unstructured":"Comyn-Wattiau I.,Akoka J (2017December) Model driven reverse engineering of NoSQL property graph databases:The case of Neo4j (pp 453\u2013458) IEEE","DOI":"10.1109\/BigData.2017.8257957"},{"key":"555_CR29","doi-asserted-by":"crossref","unstructured":"J Dai (2019) SQL to NoSQL: What to do and How. IOP Publishing, p 012080","DOI":"10.1088\/1755-1315\/234\/1\/012080"},{"key":"555_CR30","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3158661","volume":"51","author":"A Davoudian","year":"2018","unstructured":"Davoudian A, Chen L, Liu M (2018) A survey on NoSQL stores. ACM Comput Surv (CSUR) 51:1\u201343","journal-title":"ACM Comput Surv (CSUR)"},{"key":"555_CR31","doi-asserted-by":"crossref","unstructured":"Dobaj J, Iber J, Krisper M, Kreiner C (2018) A microservice architecture for the industrial Internet-of-Things. In: Proceedings of the 23rd European Conference on Pattern Languages of Programs. pp 1\u201315","DOI":"10.1145\/3282308.3282320"},{"key":"555_CR32","doi-asserted-by":"publisher","first-page":"147","DOI":"10.4018\/978-1-5225-9550-2.ch007","volume-title":"Advanced mis and digital transformation for increased creativity and innovation in business","author":"G Ekren","year":"2020","unstructured":"Ekren G, Erkollar A (2020) The potential and capabilities of nosql databases for erp systems: In: Ekren G, Erkollar A, Oberer B (eds) Advanced mis and digital transformation for increased creativity and innovation in business. IGI Global, pp 147\u2013168. https:\/\/doi.org\/10.4018\/978-1-5225-9550-2.ch007"},{"key":"555_CR33","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1016\/j.compind.2015.06.008","volume":"79","author":"S El Kadiri","year":"2016","unstructured":"El Kadiri S, Grabot B, Thoben K-D et al (2016) Current trends on ICT technologies for enterprise information systems. Comput Ind 79:14\u201333. https:\/\/doi.org\/10.1016\/j.compind.2015.06.008","journal-title":"Comput Ind"},{"key":"555_CR34","volume-title":"Fundamentals of database systems","author":"R Elmasri","year":"2007","unstructured":"Elmasri R, Navathe S (2007) Fundamentals of database systems, 5th edn. Pearson\/Addison Wesley, Boston","edition":"5"},{"issue":"2","key":"555_CR35","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1002\/sys.20090","volume":"11","author":"A Engel","year":"2008","unstructured":"Engel A, Browning TR (2008) Designing systems for adaptability by means of architecture options. Syst Eng 11(2):125\u2013146. https:\/\/doi.org\/10.1002\/sys.20090","journal-title":"Syst Eng"},{"key":"555_CR36","first-page":"170","volume-title":"Focus groups","author":"H Finch","year":"2003","unstructured":"Finch H, Lewis J, Turley C (2003) Focus groups. A guide for social science students and researchers, Qualitative research practice, pp 170\u2013198"},{"key":"555_CR37","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1142\/S0218194010004748","volume":"20","author":"J Fong","year":"2010","unstructured":"Fong J, Shiu H, Yeung YF (2010) Concurrent data materialization for xml-enabled database with semantic metadata. Int J Software Eng Knowl Eng 20:377\u2013422","journal-title":"Int J Software Eng Knowl Eng"},{"key":"555_CR38","unstructured":"Frick NRJ, Br\u00fcnker F, Ross B, Stieglitz S (2019) Towards Successful Collaboration: Design Guidelines for AI-based Services enriching Information Systems in Organisations. Perth (Australia)"},{"key":"555_CR500","unstructured":"Garulli L (2012) OrientDB. Orient Technologies [Online]. http:\/\/www.orientdb.org\/luca-garulli.htm\/"},{"key":"555_CR39","doi-asserted-by":"publisher","first-page":"353","DOI":"10.1007\/s00450-016-0334-3","volume":"32","author":"F Gessert","year":"2017","unstructured":"Gessert F, Wingerath W, Friedrich S, Ritter N (2017) NoSQL database systems: a survey and decision guidance. Comput Sci-Res Dev 32:353\u2013365","journal-title":"Comput Sci-Res Dev"},{"key":"555_CR40","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1089\/big.2016.0007","volume":"4","author":"M Gleicher","year":"2016","unstructured":"Gleicher M (2016) A framework for considering comprehensibility in modeling. Big Data 4:75\u201388. https:\/\/doi.org\/10.1089\/big.2016.0007","journal-title":"Big Data"},{"key":"555_CR600","doi-asserted-by":"publisher","unstructured":"Gronau N (2021) ERP-Systeme - Architektur, Management und Funktionen des Enterprise Resource Planning. De Gruyter Oldenbourg. https:\/\/doi.org\/10.1515\/9783110663396","DOI":"10.1515\/9783110663396"},{"key":"555_CR41","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1007\/978-3-540-92966-6_3","volume-title":"Design Requirements engineering: a ten-year perspective","author":"S Hansen","year":"2009","unstructured":"Hansen S, Berente N, Lyytinen K (2009) Requirements in the 21st century: current practice and emerging trends. In: Lyytinen K, Loucopoulos P, Mylopoulos J, Robinson B (eds) Design Requirements engineering: a ten-year perspective. Springer, Berlin Heidelberg, Berlin, Heidelberg, pp 44\u201387"},{"key":"555_CR42","doi-asserted-by":"crossref","unstructured":"Harding PJ, Li Q, Moon B (2003) XISS\/R: XML indexing and storage system using RDBMS. Elsevier, pp 1073\u20131076","DOI":"10.1016\/B978-012722442-8\/50108-7"},{"key":"555_CR43","doi-asserted-by":"publisher","first-page":"243","DOI":"10.1108\/02635571311303550","volume":"113","author":"A Haug","year":"2013","unstructured":"Haug A, Stentoft J, Zachariassen F, Schlichter J (2013) Master data quality barriers: an empirical investigation. Ind Manag Data Syst 113:243\u2013249. https:\/\/doi.org\/10.1108\/02635571311303550","journal-title":"Ind Manag Data Syst"},{"key":"555_CR44","doi-asserted-by":"crossref","unstructured":"He H, Singh AK (2008) Graphs-at-a-time: query language and access methods for graph databases. pp 405\u2013418","DOI":"10.1145\/1376616.1376660"},{"key":"555_CR45","unstructured":"Herbst N, Kounev S, Reussner RH (2013) Elasticity in Cloud Computing: What It Is, and What It Is Not. 23\u201327"},{"key":"555_CR46","unstructured":"Huynh TN, Mangisengi O, Tjoa AM (2000) Metadata for object-relational data warehouse. p 3"},{"key":"555_CR47","doi-asserted-by":"crossref","unstructured":"Irmert F, Daum M, Meyer-Wegener K (2008) A new approach to modular database systems. pp 40\u201344","DOI":"10.1145\/1385486.1385498"},{"key":"555_CR48","doi-asserted-by":"crossref","unstructured":"Kanade AS, Gopal A (2013) Choosing right database system: row or column-store. IEEE, pp 16\u201320","DOI":"10.1109\/ICICES.2013.6508217"},{"issue":"11","key":"555_CR49","doi-asserted-by":"publisher","first-page":"1044","DOI":"10.1145\/7538.7540","volume":"29","author":"JP Kearney","year":"1986","unstructured":"Kearney JP, Sedlmeyer RL, Thompson WB, Gray MA, Adler MA (1986) Software complexity measurement. Commun ACM 29(11):1044\u20131050","journal-title":"Commun ACM"},{"key":"555_CR50","unstructured":"Kiefer C (2016). assessing the Quality of Unstructured Data: An Initial Overview. 62\u201373"},{"key":"555_CR51","doi-asserted-by":"publisher","first-page":"362","DOI":"10.1007\/11908883_43","volume-title":"Advances in conceptual modeling - theory and practice","author":"GF Knolmayer","year":"2006","unstructured":"Knolmayer GF, R\u00f6thlin M (2006) Quality of material master data and its effect on the usefulness of distributed erp systems. In: Roddick JF, Benjamins VR, Si-said Cherfi S et al (eds) Advances in conceptual modeling - theory and practice. Springer, Berlin Heidelberg, Berlin, Heidelberg, pp 362\u2013371"},{"key":"555_CR52","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1016\/j.jsis.2011.07.001","volume":"20","author":"L Koh","year":"2011","unstructured":"Koh L, Gunasekaran A, Goodman T (2011) Drivers, barriers and critical success factors for ERPII implementation in supply chains:a critical analysis. J Strateg Inf Syst 20:385\u2013402. https:\/\/doi.org\/10.1016\/j.jsis.2011.07.001","journal-title":"J Strateg Inf Syst"},{"key":"555_CR53","doi-asserted-by":"publisher","first-page":"636","DOI":"10.1016\/j.jcss.2006.10.014","volume":"73","author":"S Kolahi","year":"2007","unstructured":"Kolahi S (2007) Dependency-preserving normalization of relational and xml data. J Comput Syst Sci 73:636\u2013647","journal-title":"J Comput Syst Sci"},{"key":"555_CR54","doi-asserted-by":"publisher","first-page":"101948","DOI":"10.1016\/j.datak.2021.101948","volume":"138","author":"I Kovacic","year":"2022","unstructured":"Kovacic I, Schuetz CG, Neumayr B, Schrefl M (2022) OLAP Patterns: a pattern-based approach to multidimensional data analysis. Data Knowl Eng 138:101948. https:\/\/doi.org\/10.1016\/j.datak.2021.101948","journal-title":"Data Knowl Eng"},{"key":"555_CR55","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1016\/j.compind.2015.06.010","volume":"79","author":"J Lapalme","year":"2016","unstructured":"Lapalme J, Gerber A, Van der Merwe A et al (2016) Exploring the future of enterprise architecture: a zachman perspective. Comput Ind 79:103\u2013113. https:\/\/doi.org\/10.1016\/j.compind.2015.06.010","journal-title":"Comput Ind"},{"key":"555_CR56","doi-asserted-by":"crossref","unstructured":"Lawrence R (2014) Integration and virtualization of relational SQL and NoSQL systems including MySQL and MongoDB. IEEE, pp 285\u2013290","DOI":"10.1109\/CSCI.2014.56"},{"key":"555_CR57","doi-asserted-by":"publisher","first-page":"538","DOI":"10.1016\/j.jcss.2006.10.011","volume":"73","author":"D Leinders","year":"2007","unstructured":"Leinders D, Van den Bussche J (2007) On the complexity of division and set joins in the relational algebra. J Comput Syst Sci 73:538\u2013549","journal-title":"J Comput Syst Sci"},{"issue":"1","key":"555_CR58","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10844-017-0447-6","volume":"50","author":"F Leuzzi","year":"2018","unstructured":"Leuzzi F, Ferilli S (2018) A multi-strategy approach to structural analogy making. J Intell Inf Syst 50(1):1\u201328. https:\/\/doi.org\/10.1007\/s10844-017-0447-6","journal-title":"J Intell Inf Syst"},{"key":"555_CR59","doi-asserted-by":"crossref","unstructured":"Li Y, Manoharan S (2013) A performance comparison of SQL and NoSQL databases. IEEE, pp 15\u201319","DOI":"10.1109\/PACRIM.2013.6625441"},{"key":"555_CR60","doi-asserted-by":"crossref","unstructured":"Liu X, Hu C, Li Y, Jia L (2014) The advanced data service architecture for modern enterprise information system. IEEE","DOI":"10.1109\/ICISA.2014.6847469"},{"key":"555_CR61","doi-asserted-by":"crossref","unstructured":"Lorenz M (2015) The impact of column-orientation on the quality of class inheritance mapping specifications. IEEE, pp 597\u2013597","DOI":"10.1109\/SANER.2015.7081887"},{"key":"555_CR62","doi-asserted-by":"publisher","first-page":"288","DOI":"10.1007\/s002870050146","volume":"22","author":"J Lufter","year":"1999","unstructured":"Lufter J (1999) Objektrelationale datenbanksysteme - aktuelles schlagwort. Inform Spektrum 22:288\u2013290. https:\/\/doi.org\/10.1007\/s002870050146","journal-title":"Inform Spektrum"},{"key":"555_CR63","doi-asserted-by":"crossref","unstructured":"Mahnke W, Steiert HP (2000) To a man with an ORDBMS everything looks like a row in a table. In: Proceedings of the Third International Symposium on Cooperative Database Systems for Advanced Applications. CODAS 2001. IEEE Comput. Soc, Beijing, China, pp 65\u201371","DOI":"10.1109\/CODAS.2001.945151"},{"key":"555_CR64","doi-asserted-by":"publisher","first-page":"1239","DOI":"10.1109\/TKDE.2018.2828086","volume":"31","author":"ST Mai","year":"2018","unstructured":"Mai ST, Amer-Yahia S, Assent I et al (2018) Scalable interactive dynamic graph clustering on multicore CPUs. IEEE Trans Knowl Data Eng 31:1239\u20131252","journal-title":"IEEE Trans Knowl Data Eng"},{"issue":"3","key":"555_CR65","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3323212","volume":"52","author":"C Maiza","year":"2020","unstructured":"Maiza C, Rihani H, Rivas JM, Goossens J, Altmeyer S, Davis RI (2020) A survey of timing verification techniques for multi-core real-time systems. ACM Comput Surv 52(3):1\u201338. https:\/\/doi.org\/10.1145\/3323212","journal-title":"ACM Comput Surv"},{"key":"555_CR66","doi-asserted-by":"publisher","first-page":"400","DOI":"10.1109\/TPDS.2018.2864209","volume":"30","author":"F Mei","year":"2018","unstructured":"Mei F, Cao Q, Jiang H, Tian L (2018) LSM-tree managed storage for large-scale key-value store. IEEE Trans Parallel Distrib Syst 30:400\u2013414","journal-title":"IEEE Trans Parallel Distrib Syst"},{"key":"555_CR67","unstructured":"Miklau G, Levine BN, Stahlberg P (2007) Securing history: Privacy and accountability in database systems. Citeseer, pp 387\u2013396"},{"key":"555_CR68","unstructured":"Mo Y, Ling TW (2002) Storing and maintaining semistructured data efficiently in an object-relational database. IEEE, pp 247\u2013256"},{"key":"555_CR69","doi-asserted-by":"crossref","unstructured":"Mondal J, Deshpande A (2012) Managing large dynamic graphs efficiently. pp 145\u2013156","DOI":"10.1145\/2213836.2213854"},{"key":"555_CR70","doi-asserted-by":"crossref","unstructured":"Morris H, Liao H, Padmanabhan S, et al (2008) Bringing Business Objects into Extract-Transform-Load (ETL) Technology. IEEE, pp 709\u2013714","DOI":"10.1109\/ICEBE.2008.72"},{"key":"555_CR71","doi-asserted-by":"publisher","first-page":"96","DOI":"10.1109\/MC.2003.1193234","volume":"36","author":"M Naedele","year":"2003","unstructured":"Naedele M (2003) Standards for XML and Web services security. Computer 36:96\u201398","journal-title":"Computer"},{"key":"555_CR72","unstructured":"Nance C, Losser T, Iype R, Harmon G (2013) NOSQL VS RDBMS - Why There Is Room For Both. SAIS 2013 Proceedings 27 7"},{"key":"555_CR73","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1007\/978-3-658-04745-0_2","volume-title":"Technologien f\u00fcr digitale Innovationen","author":"J Nimis","year":"2014","unstructured":"Nimis J, Armbruster M, Kammerer M (2014) Zukunftsf\u00e4higes datenmanagement durch hybride l\u00f6sungen \u2013 ein entwurfsmusterkatalog zur integration von sql- und nosql-datenbanken. In: j\u00e4hnert j, f\u00f6rster c (eds) technologien f\u00fcr digitale innovationen: interdisziplin\u00e4re beitr\u00e4ge zur informationsverarbeitung. springer fachmedien wiesbaden, Wiesbaden, pp 19\u201342"},{"key":"555_CR74","doi-asserted-by":"publisher","first-page":"442","DOI":"10.1016\/j.procs.2015.08.539","volume":"64","author":"T O\u2019Brien","year":"2015","unstructured":"O\u2019Brien T (2015) \u2018Accounting\u2019 for data quality in enterprise systems. Procedia Comput Sci 64:442\u2013449. https:\/\/doi.org\/10.1016\/j.procs.2015.08.539","journal-title":"Procedia Comput Sci"},{"key":"555_CR75","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1016\/j.compind.2015.08.001","volume":"79","author":"H Panetto","year":"2015","unstructured":"Panetto H, Zdravkovic M, Jardim-Goncalves R, Romero D (2015) New perspectives for the future interoperable enterprise systems. Comput Ind 79:47\u201363. https:\/\/doi.org\/10.1016\/j.compind.2015.08.001","journal-title":"Comput Ind"},{"key":"555_CR76","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1016\/j.compind.2015.08.001","volume":"79","author":"H Panetto","year":"2016","unstructured":"Panetto H, Zdravkovic M, Jardim-Goncalves R et al (2016) New perspectives for the future interoperable enterprise systems. Comput Ind 79:47\u201363. https:\/\/doi.org\/10.1016\/j.compind.2015.08.001","journal-title":"Comput Ind"},{"key":"555_CR77","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1016\/j.im.2014.08.008","volume":"52","author":"G Par\u00e9","year":"2015","unstructured":"Par\u00e9 G, Trudel M-C, Jaana M, Kitsiou S (2015) Synthesizing information systems knowledge: a typology of literature reviews. Inf Manage 52:183\u2013199. https:\/\/doi.org\/10.1016\/j.im.2014.08.008","journal-title":"Inf Manage"},{"key":"555_CR78","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1007\/978-3-642-01907-4_6","volume-title":"modular ontologies","author":"C Parent","year":"2009","unstructured":"Parent C, Spaccapietra S, Zim\u00e1nyi E (2009) modularity in databases. In: stuckenschmidt H, parent C, spaccapietra S (eds) modular ontologies. springer berlin heidelberg, berlin, heidelberg, pp 113\u2013153. https:\/\/doi.org\/10.1007\/978-3-642-01907-4_6"},{"key":"555_CR79","doi-asserted-by":"publisher","unstructured":"Pernul G (1994). Database Security. In: advances in Computers (Vol. 38, pp. 1\u201372). Elsevier. https:\/\/doi.org\/10.1016\/S0065-2458(08)60175-8","DOI":"10.1016\/S0065-2458(08)60175-8"},{"key":"555_CR80","doi-asserted-by":"crossref","unstructured":"Plattner H (2009) A common database approach for OLTP and OLAP using an in-memory column database. In: Proceedings of the 2009 ACM SIGMOD International Conference on Management of data. Association for Computing Machinery, New York, NY, USA, pp 1\u20132","DOI":"10.1145\/1559845.1559846"},{"key":"555_CR81","doi-asserted-by":"crossref","unstructured":"Pokorn\u00fd J,(2015) Graph databases: their power and limitations. Springer, pp 58\u201369","DOI":"10.1007\/978-3-319-24369-6_5"},{"issue":"1247","key":"555_CR82","doi-asserted-by":"publisher","first-page":"1257","DOI":"10.1016\/j.clsr.2018.08.006","volume":"34","author":"E Politou","year":"2018","unstructured":"Politou E, Michota A, Alepis E et al (2018) Backups and the right to be forgotten in the GDPR: an uneasy relationship. Comput Law & Secur Rev 34(1247):1257. https:\/\/doi.org\/10.1016\/j.clsr.2018.08.006","journal-title":"Comput Law & Secur Rev"},{"key":"555_CR83","first-page":"2349","volume":"3","author":"B Radulovi\u0107","year":"2016","unstructured":"Radulovi\u0107 B, Radosav D, Mali\u0107 M (2016) The application of nosql mongodb in developing the epr system for managing human resources. Int\u20181 J Comput, Commun Instrum Eng (IJCCIE) 3:2349\u20131469","journal-title":"Int\u20181 J Comput, Commun Instrum Eng (IJCCIE)"},{"key":"555_CR84","volume-title":"Doing research in business and management: an introduction to process and method","author":"D Remenyi","year":"1998","unstructured":"Remenyi D, Williams B, Money A, Swartz E (1998) Doing research in business and management: an introduction to process and method. Sage"},{"key":"555_CR85","unstructured":"Robinson I, Webber J, Eifrem E (2015) Graph databases: new opportunities for connected data. O\u2019Reilly Media, Inc."},{"key":"555_CR86","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/j.compind.2016.03.001","volume":"79","author":"D Romero","year":"2016","unstructured":"Romero D, Vernadat F (2016a) Enterprise information systems state of the art: past, present and future trends. Comput Ind 79:3\u201313. https:\/\/doi.org\/10.1016\/j.compind.2016.03.001","journal-title":"Comput Ind"},{"key":"555_CR87","doi-asserted-by":"publisher","DOI":"10.1016\/j.compind.2016.02.001","author":"D Romero","year":"2016","unstructured":"Romero D, Vernadat F (2016b) Future perspectives on next generation enterprise information systems. Comput Ind. https:\/\/doi.org\/10.1016\/j.compind.2016.02.001","journal-title":"Comput Ind"},{"key":"555_CR88","first-page":"2037","volume-title":"The graph story of the sap hana database","author":"M Rudolf","year":"2013","unstructured":"Rudolf M, Paradies M, Bornh\u00f6vd C, Lehner W (2013) The graph story of the sap hana database. datenbanksysteme f\u00fcr business, technologie und web (btw), p 2037"},{"key":"555_CR89","unstructured":"Sadalage PJ, Fowler M (2013) NoSQL distilled: a brief guide to the emerging world of polyglot persistence. Pearson Education"},{"key":"555_CR90","volume-title":"The coding manual for qualitative researchers","author":"J Salda\u00f1a","year":"2021","unstructured":"Salda\u00f1a J (2021) The coding manual for qualitative researchers. SAGE Publications Ltd, Arizona State University, USA"},{"key":"555_CR91","doi-asserted-by":"publisher","first-page":"1251","DOI":"10.1016\/j.procir.2018.03.064","volume":"72","author":"C Schaede","year":"2018","unstructured":"Schaede C, Seifermann S, Metternich J (2018) Automated generation of CNC programs for manufacturing of individualized products. Procedia CIRP 72:1251\u20131257. https:\/\/doi.org\/10.1016\/j.procir.2018.03.064","journal-title":"Procedia CIRP"},{"key":"555_CR92","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1007\/978-3-642-03422-0_5","volume-title":"business intelligence for the real-time enterprise: second international workshop, birte 2008, auckland, new zealand, august 24, 2008, revised selected papers","author":"J Schaffner","year":"2009","unstructured":"Schaffner J, Bog A, Kr\u00fcger J, Zeier A (2009) A hybrid row-column oltp database architecture for operational reporting. In: Castellanos M, Dayal U, Sellis T (eds) business intelligence for the real-time enterprise: second international workshop, birte 2008, auckland, new zealand, august 24, 2008, revised selected papers. Springer Berlin Heidelberg, Berlin, Heidelberg, pp 61\u201374. https:\/\/doi.org\/10.1007\/978-3-642-03422-0_5"},{"issue":"2","key":"555_CR93","doi-asserted-by":"publisher","first-page":"312","DOI":"10.2307\/259016","volume":"25","author":"MA Schilling","year":"2000","unstructured":"Schilling MA (2000) Toward a general modular systems theory and its application to interfirm product modularity. Acad Manag Rev 25(2):312. https:\/\/doi.org\/10.2307\/259016","journal-title":"Acad Manag Rev"},{"key":"555_CR94","doi-asserted-by":"crossref","unstructured":"D Seybold, J Domaschka (2017) Is distributed database evaluation cloud-ready Springer pp 100\u2013108","DOI":"10.1007\/978-3-319-67162-8_12"},{"key":"555_CR95","doi-asserted-by":"crossref","unstructured":"Shapiro M, Miller E (1999) Managing databases with binary large objects. IEEE, pp 185.193","DOI":"10.1109\/MASS.1999.830036"},{"key":"555_CR96","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1109\/EMR.2020.2992606","volume":"48","author":"D Sinha","year":"2020","unstructured":"Sinha D, Roy R (2020) Reviewing cyber-physical system as a part of smart factory in industry 4.0. IEEE Eng Manage Rev 48:103\u2013117. https:\/\/doi.org\/10.1109\/EMR.2020.2992606","journal-title":"IEEE Eng Manage Rev"},{"key":"555_CR97","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1080\/23270012.2019.1700401","volume":"7","author":"MV Sokolova","year":"2020","unstructured":"Sokolova MV, G\u00f3mez FJ, Borisoglebskaya LN (2020) Migration from an SQL to a hybrid SQL\/NoSQL data model. J Manage Anal 7:1\u201311. https:\/\/doi.org\/10.1080\/23270012.2019.1700401","journal-title":"J Manage Anal"},{"key":"555_CR98","doi-asserted-by":"crossref","unstructured":"Sridhar K, Johnson J (2018) Entropy aware adaptive compression for SQL column stores. Springer pp 90\u2013104","DOI":"10.1007\/978-3-319-99987-6_7"},{"key":"555_CR99","doi-asserted-by":"publisher","DOI":"10.1016\/j.iot.2020.100262","author":"M Tavana","year":"2020","unstructured":"Tavana M, Hajipour V, Oveisi S (2020) IoT-based enterprise resource planning: challenges, open issues, applications, architecture, and future research directions. Internet of Things. https:\/\/doi.org\/10.1016\/j.iot.2020.100262","journal-title":"Internet of Things"},{"key":"555_CR100","doi-asserted-by":"publisher","unstructured":"Thakkar SS, Sweiger M (1990) Performance of an OLTP application on symmetry multiprocessor system. Proceedings of the 17th Annual International symposium on computer architecture - ISCA \u201990, 228\u2013238. https:\/\/doi.org\/10.1145\/325164.325149","DOI":"10.1145\/325164.325149"},{"key":"555_CR101","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-04058-4","volume-title":"Entity-relationship modeling","author":"B Thalheim","year":"2000","unstructured":"Thalheim B (2000) Entity-relationship modeling. springer berlin heidelberg, berlin, heidelberg. https:\/\/doi.org\/10.1007\/978-3-662-04058-4"},{"key":"555_CR102","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2556685","volume":"39","author":"A Thomson","year":"2014","unstructured":"Thomson A, Diamond T, Weng S-C et al (2014) Fast distributed transactions and strongly consistent replication for OLTP database systems. ACM Trans Database Syst (TODS) 39:1\u201339","journal-title":"ACM Trans Database Syst (TODS)"},{"key":"555_CR103","unstructured":"Tolk A, Wang W (2009). The levels of conceptual interoperability model: applying systems engineering principles to M&S. pp 1\u20139."},{"key":"555_CR104","doi-asserted-by":"crossref","unstructured":"Tongkaw S, Tongkaw A (2016) A comparison of database performance of MariaDB and MySQL with OLTP workload. IEEE, pp 117\u2013119","DOI":"10.1109\/ICOS.2016.7881999"},{"key":"555_CR105","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.infsof.2016.09.009","volume":"82","author":"A Torres","year":"2017","unstructured":"Torres A, Galante R, Pimenta MS, Martins JBA (2017) Twenty years of object-relational mapping: a survey on patterns, solutions, and their implications on application design. Inf and Softw Technol 82:1\u201318. https:\/\/doi.org\/10.1016\/j.infsof.2016.09.009","journal-title":"Inf and Softw Technol"},{"key":"555_CR106","doi-asserted-by":"publisher","first-page":"247","DOI":"10.1016\/j.future.2019.04.020","volume":"99","author":"MHIK ur Rehman, Yaqoob, Salah","year":"2019","unstructured":"ur Rehman, Yaqoob, Salah MHIK et al (2019) The role of big data analytics in industrial internet of things. Futur Gener Comput Syst 99:247\u2013259","journal-title":"Futur Gener Comput Syst"},{"issue":"3","key":"555_CR107","doi-asserted-by":"publisher","first-page":"1","DOI":"10.4018\/jdwm.2009070101","volume":"5","author":"P Vassiliadis","year":"2009","unstructured":"Vassiliadis P (2009) A survey of extract transform load technology. Inter J Data Warehouse Min 5(3):1\u201327. https:\/\/doi.org\/10.4018\/jdwm.2009070101","journal-title":"Inter J Data Warehouse Min"},{"key":"555_CR108","doi-asserted-by":"publisher","first-page":"172","DOI":"10.1007\/978-3-319-12206-9_14","volume-title":"Conceptual modeling","author":"R De Virgilio","year":"2014","unstructured":"De Virgilio R, Maccioni A, Torlone R (2014) Model-driven design of graph databases. In: Eric Yu, Dobbie G, Jarke M, Purao S (eds) Conceptual modeling. Springer Int Publishing, Cham, pp 172\u2013185. https:\/\/doi.org\/10.1007\/978-3-319-12206-9_14"},{"key":"555_CR109","doi-asserted-by":"publisher","first-page":"357","DOI":"10.1007\/s12599-018-0544-2","volume":"60","author":"J vom Brocke","year":"2018","unstructured":"vom Brocke J, Maa\u00df W, Buxmann P et al (2018) Future work and enterprise systems. Bus Inf Syst Eng 60:357\u2013366. https:\/\/doi.org\/10.1007\/s12599-018-0544-2","journal-title":"Bus Inf Syst Eng"},{"key":"555_CR110","doi-asserted-by":"crossref","unstructured":"Vyawahare H, Karde PP, Thakare VM (2018) A hybrid database approach using graph and relational database. IEEE, pp 1\u20134","DOI":"10.1109\/RICE.2018.8509057"},{"key":"555_CR111","doi-asserted-by":"crossref","unstructured":"Wang Y, Wu S, Mao R (2020) Towards read-intensive key-value stores with tidal structure based on lsm-tree. IEEE, pp 307\u2013312","DOI":"10.1109\/ASP-DAC47756.2020.9045617"},{"key":"555_CR112","unstructured":"Webster J, Watson RT (2002) analyzing the past to prepare for the future: writing a literature review. mis quarterly 26:xiii\u2013xxiii. 10. 1.1.104.6570"},{"key":"555_CR113","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1016\/j.compind.2015.07.002","volume":"79","author":"G Weichhart","year":"2016","unstructured":"Weichhart G, Molina A, Chen D, Whitman LE, Vernadat F (2016) Challenges and current developments for sensing, smart and sustainable enterprise systems. Comput Ind 79:34\u201346. https:\/\/doi.org\/10.1016\/j.compind.2015.07.002","journal-title":"Comput Ind"},{"issue":"3","key":"555_CR114","doi-asserted-by":"publisher","first-page":"427","DOI":"10.1109\/TPAMI.2007.52","volume":"29","author":"D Williams","year":"2007","unstructured":"Williams D, Liao X, Xue Y, Carin L, Krishnapuram B (2007) On classification with incomplete data. IEEE Trans Pattern Anal Mach Intell 29(3):427\u2013436. https:\/\/doi.org\/10.1109\/TPAMI.2007.52","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"555_CR115","doi-asserted-by":"crossref","unstructured":"W Xu, Z Feng, Lo E (2016) Fast multi-column sorting in main-memory column-stores. pp 1263\u20131278","DOI":"10.1145\/2882903.2915205"},{"issue":"12","key":"555_CR116","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1145\/583960.583966","volume":"36","author":"JW Yoder","year":"2001","unstructured":"Yoder JW, Balaguer F, Johnson R (2001) Architecture and design of adaptive object-models. ACM SIGPLAN Notices 36(12):50\u201360. https:\/\/doi.org\/10.1145\/583960.583966","journal-title":"ACM SIGPLAN Notices"},{"key":"555_CR117","doi-asserted-by":"crossref","unstructured":"Yoon M, Jung J, Kang U (2018) Tpa: Fast, scalable, and accurate method for approximate random walk with restart on billion scale graphs. IEEE, pp 1132\u20131143","DOI":"10.1109\/ICDE.2018.00105"},{"key":"555_CR118","doi-asserted-by":"publisher","first-page":"142","DOI":"10.1016\/0022-0000(84)90080-1","volume":"28","author":"C Zaniolo","year":"1984","unstructured":"Zaniolo C (1984) Database relations with null values. J Comput Syst Sci 28:142\u2013166","journal-title":"J Comput Syst Sci"}],"container-title":["Information Systems and e-Business Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10257-022-00555-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10257-022-00555-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10257-022-00555-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,10]],"date-time":"2022-10-10T12:02:03Z","timestamp":1665403323000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10257-022-00555-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,5,4]]},"references-count":120,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2022,9]]}},"alternative-id":["555"],"URL":"https:\/\/doi.org\/10.1007\/s10257-022-00555-6","relation":{},"ISSN":["1617-9846","1617-9854"],"issn-type":[{"value":"1617-9846","type":"print"},{"value":"1617-9854","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,5,4]]},"assertion":[{"value":"5 August 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"15 January 2022","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 March 2022","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 May 2022","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}