{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,6]],"date-time":"2026-01-06T13:30:22Z","timestamp":1767706222982},"reference-count":54,"publisher":"Springer Science and Business Media LLC","issue":"12","license":[{"start":{"date-parts":[[2019,9,10]],"date-time":"2019-09-10T00:00:00Z","timestamp":1568073600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,9,10]],"date-time":"2019-09-10T00:00:00Z","timestamp":1568073600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"name":"National Research Foundation of Korea-Grant funded by the Korean Government","award":["NRF-2017R1A2B2012337"],"award-info":[{"award-number":["NRF-2017R1A2B2012337"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Supercomput"],"published-print":{"date-parts":[[2019,12]]},"DOI":"10.1007\/s11227-019-02984-6","type":"journal-article","created":{"date-parts":[[2019,9,10]],"date-time":"2019-09-10T06:05:41Z","timestamp":1568095541000},"page":"8207-8230","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Benchmarking large-scale data management for Internet of Things"],"prefix":"10.1007","volume":"75","author":[{"given":"Abdeltawab","family":"Hendawi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jayant","family":"Gupta","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiayi","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ankur","family":"Teredesai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Naveen","family":"Ramakrishnan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohak","family":"Shah","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shaker","family":"El-Sappagh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kyung-Sup","family":"Kwak","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohamed","family":"Ali","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,9,10]]},"reference":[{"key":"2984_CR1","doi-asserted-by":"crossref","unstructured":"Abramova V, Bernardino J (2013) NoSQL databases: Mongodb vs cassandra. In: Proceedings of the International C* Conference on Computer Science and Software Engineering, ACM, pp. 14\u201322","DOI":"10.1145\/2494444.2494447"},{"issue":"2","key":"2984_CR2","first-page":"17","volume":"1","author":"V Abramova","year":"2014","unstructured":"Abramova V, Bernardino J, Furtado P (2014) Which NoSQL database? A performance overview. Open J Databases (OJDB) 1(2):17\u201324","journal-title":"Open J Databases (OJDB)"},{"key":"2984_CR3","unstructured":"Adrian M (2016) DBMS 2015 numbers paint a picture of slow but steady change. \nhttps:\/\/blogs.gartner.com\/merv-adrian\/2016\/04\/12\/dbms-2015-numbers-paint-a-picture-of-slow-but-steady-change\/\n\n. Accessed Apr 2016"},{"issue":"4","key":"2984_CR4","doi-asserted-by":"publisher","first-page":"1494","DOI":"10.1007\/s11227-016-1677-z","volume":"72","author":"I Anagnostopoulos","year":"2016","unstructured":"Anagnostopoulos I, Zeadally S, Exposito E (2016) Handling big data: research challenges and future directions. J Supercomput 72(4):1494\u20131516","journal-title":"J Supercomput"},{"key":"2984_CR5","unstructured":"Apache. \nhttps:\/\/hbase.apache.org\/\n\n. Accessed July 2018"},{"key":"2984_CR6","unstructured":"Aslett M (2015) NoSQL by the numbers. \nhttp:\/\/www.odbms.org\/2015\/07\/nosql-by-the-numbers\/\n\n. Accessed July 2015"},{"key":"2984_CR7","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1016\/j.future.2013.12.036","volume":"37","author":"E Barbierato","year":"2014","unstructured":"Barbierato E, Gribaudo M, Iacono M (2014) Performance evaluation of NoSQL big-data applications using multi-formalism models. Future Gener Comput Syst 37:345\u2013353","journal-title":"Future Gener Comput Syst"},{"key":"2984_CR8","volume-title":"A methodology for database system performance evaluation","author":"H Boral","year":"1984","unstructured":"Boral H, DeWitt DJ (1984) A methodology for database system performance evaluation, vol 14. ACM, New York"},{"key":"2984_CR9","doi-asserted-by":"crossref","unstructured":"Brewer E (2010) A certain freedom: thoughts on the cap theorem. In: Proceedings of the 29th ACM SIGACT-SIGOPS symposium on Principles of distributed computing, ACM, pp. 335\u2013335","DOI":"10.1145\/1835698.1835701"},{"key":"2984_CR10","doi-asserted-by":"crossref","unstructured":"Brewer EA (2000) Towards robust distributed systems. In: PODC, vol 7","DOI":"10.1145\/343477.343502"},{"issue":"4","key":"2984_CR11","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1145\/1978915.1978919","volume":"39","author":"R Cattell","year":"2011","unstructured":"Cattell R (2011) Scalable SQL and NoSQL data stores. ACM Sigmod Record 39(4):12\u201327","journal-title":"ACM Sigmod Record"},{"issue":"2","key":"2984_CR12","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1145\/1365815.1365816","volume":"26","author":"F Chang","year":"2008","unstructured":"Chang F, Dean J, Ghemawat S, Hsieh WC, Wallach DA, Burrows M, Chandra T, Fikes A, Gruber RE (2008) Bigtable: a distributed storage system for structured data. ACM Trans Comput Syst (TOCS) 26(2):4","journal-title":"ACM Trans Comput Syst (TOCS)"},{"key":"2984_CR13","doi-asserted-by":"crossref","unstructured":"Cooper BF, Silberstein A, Tam E, Ramakrishnan R, Sears R (2010) Benchmarking cloud serving systems with YCSB. In: Proceedings of the 1st ACM symposium on cloud computing, ACM, pp. 143\u2013154","DOI":"10.1145\/1807128.1807152"},{"key":"2984_CR14","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.is.2016.07.009","volume":"63","author":"A Corbellini","year":"2017","unstructured":"Corbellini A, Mateos C, Zunino A, Godoy D, Schiaffino S (2017) Persisting big-data: The NoSQL landscape. Inf Syst 63:1\u201323","journal-title":"Inf Syst"},{"key":"2984_CR15","unstructured":"Danova T (2013) Morgan Stanley: 75 billion devices will be connected to the Internet of Things by 2020. \nhttp:\/\/www.businessinsider.com\/75-billion-devices-will-be-connectedto-the-internet-by-2020-2013-10\n\n. Accessed Oct 2013"},{"key":"2984_CR16","doi-asserted-by":"publisher","first-page":"269","DOI":"10.1007\/978-981-13-1498-8_24","volume-title":"Emerging technologies in data mining and information security","author":"N Das","year":"2019","unstructured":"Das N, Paul S, Sarkar BB, Chakrabarti S (2019) NoSQL overview and performance testing of HBase over multiple nodes with MYSQL. In: Abraham A, Dutta P, Mandal J, Bhattacharya A, Dutta S (eds) Emerging technologies in data mining and information security. Springer, Singapore, pp 269\u2013279"},{"issue":"2","key":"2984_CR17","doi-asserted-by":"publisher","first-page":"40","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(2):40","journal-title":"ACM Comput Surv (CSUR)"},{"key":"2984_CR18","doi-asserted-by":"crossref","unstructured":"Dede E, Govindaraju M, Gunter D, Canon RS, Ramakrishnan L (2013) Performance evaluation of a MongoDB and Hadoop platform for scientific data analysis. In: Proceedings of the 4th ACM workshop on scientific cloud computing. ACM, pp 13\u201320","DOI":"10.1145\/2465848.2465849"},{"key":"2984_CR19","doi-asserted-by":"crossref","unstructured":"Dey A, Fekete A, Nambiar R, Rohm U (2014) YCSB+ T: benchmarking web-scale transactional databases. In: 2014 IEEE 30th International Conference on Data Engineering Workshops (ICDEW). IEEE, pp 223\u2013230","DOI":"10.1109\/ICDEW.2014.6818330"},{"key":"2984_CR20","unstructured":"E. Corporation (2015) BenchMarking Top NoSQL databases. \nhttps:\/\/www.datastax.com\/wp-content\/themes\/datastax-2014-08\/files\/NoSQL_Benchmarks_EndPoint.pdf\n\n. Accessed May 2015"},{"key":"2984_CR21","doi-asserted-by":"crossref","unstructured":"Flores A, Ram\u00edrez S, Toasa R, Vargas J, Urvina-Barrionuevo R, Lavin JM (2018) Performance evaluation of NoSQL and SQL queries in response time for the e-government. In: 2018 International Conference on eDemocracy & eGovernment (ICEDEG). IEEE, pp 257\u2013262","DOI":"10.1109\/ICEDEG.2018.8372362"},{"key":"2984_CR22","doi-asserted-by":"crossref","unstructured":"Fox A, Brewer EA (1999) Harvest, yield, and scalable tolerant systems. In: Proceedings of the seventh workshop on hot topics in operating systems, 1999. IEEE, pp 174\u2013178","DOI":"10.1109\/HOTOS.1999.798396"},{"issue":"3\u20134","key":"2984_CR23","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(3\u20134):353\u2013365","journal-title":"Comput Sci Res Dev"},{"key":"2984_CR24","doi-asserted-by":"crossref","unstructured":"Ghazal A, Rabl T, Hu M, Raab F, Poess M, Crolotte A, Jacobsen H-A (2013) Bigbench: towards an industry standard benchmark for big data analytics. In: Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data. ACM, pp 1197\u20131208","DOI":"10.1145\/2463676.2463712"},{"key":"2984_CR25","unstructured":"Han J, Haihong E, Le G, Du J (2011) Survey on NoSQL database. In: 2011 6th International Conference on Pervasive Computing and Applications (ICPCA). IEEE, pp 363\u2013366"},{"key":"2984_CR26","doi-asserted-by":"crossref","unstructured":"Hendawi A, Gupta J, Jiayi L, Teredesai A, Naveen R, Mohak S, Ali M (2018) Distributed NoSQL data stores: performance analysis and a case study. Accepted. In: Big data 2018. IEEE, pp 2\u201318","DOI":"10.1109\/BigData.2018.8622544"},{"key":"2984_CR27","doi-asserted-by":"crossref","unstructured":"Hendawi AM, Gupta J, Shi Y, Fattah H, Ali M (2017) The microsoft reactive framework meets the internet of moving things. In: Proceedings of the International Conference on Data Engineering, ICDE, California, USA, 2017. IEEE","DOI":"10.1109\/ICDE.2017.159"},{"key":"2984_CR28","unstructured":"internetlivestats. Internet live stats. \nhttp:\/\/www.internetlivestats.com\/one-second\/#tweets-band\n\n. Accessed Oct 2017"},{"key":"2984_CR29","doi-asserted-by":"publisher","unstructured":"Kim H-J, Ko E-J, Jeon Y-H, Lee K-H (2018) Techniques and guidelines for effective migration from RDBMS to NoSQL. J Supercomput. \nhttps:\/\/doi.org\/10.1007\/s11227-018-2361-2","DOI":"10.1007\/s11227-018-2361-2"},{"issue":"2","key":"2984_CR30","doi-asserted-by":"publisher","first-page":"35","DOI":"10.1145\/1773912.1773922","volume":"44","author":"A Lakshman","year":"2010","unstructured":"Lakshman A, Malik P (2010) Cassandra: a decentralized structured storage system. ACM SIGOPS Oper Syst Rev 44(2):35\u201340","journal-title":"ACM SIGOPS Oper Syst Rev"},{"key":"2984_CR31","doi-asserted-by":"crossref","unstructured":"Li Y, Manoharan S (2013) A performance comparison of SQL and NoSQL databases. In: 2013 IEEE pacific rim conference on communications, computers and signal processing (PACRIM). IEEE, pp 15\u201319","DOI":"10.1109\/PACRIM.2013.6625441"},{"key":"2984_CR32","unstructured":"Macaulay J, Buckalew L, Chung G (2015) Internet of things in logistics: a collaborative report by DHL and Cisco on implications and use cases for the logistics industry. Report, DHL Customer Solutions & Innovation, Troisdorf"},{"key":"2984_CR33","doi-asserted-by":"crossref","unstructured":"Martins P, Abbasi M, S\u00e1 F (2019) A study over NoSQL performance. In: World conference on information systems and technologies. Springer, pp 603\u2013611","DOI":"10.1007\/978-3-030-16181-1_57"},{"key":"2984_CR34","unstructured":"McKendrick J (2016) With Internet Of Things and big data, 92% of everything we do will be in the cloud. \nhttps:\/\/www.forbes.com\/sites\/joemckendrick\/2016\/11\/13\/\n\n. Accessed Nov 2016"},{"key":"2984_CR35","unstructured":"Mongo. \nhttps:\/\/www.mongodb.com\/\n\n. Accessed July 2018"},{"key":"2984_CR36","unstructured":"Mulcahy M (2017) Big data statistics & facts for 2017. \nhttps:\/\/www.waterfordtechnologies.com\/big-data-interesting-facts\/\n\n. Accessed Feb 2017"},{"issue":"7","key":"2984_CR37","doi-asserted-by":"publisher","first-page":"493","DOI":"10.14778\/2732286.2732287","volume":"7","author":"N Ntarmos","year":"2014","unstructured":"Ntarmos N, Patlakas I, Triantafillou P (2014) Rank join queries in NoSQL databases. Proc VLDB Endow 7(7):493\u2013504","journal-title":"Proc VLDB Endow"},{"key":"2984_CR38","doi-asserted-by":"crossref","unstructured":"Pavlo A, Paulson E, Rasin A, Abadi DJ, DeWitt DJ, Madden S, Stonebraker M (2009) A comparison of approaches to large-scale data analysis. In: Proceedings of the 2009 ACM SIGMOD International Conference on Management of Data. ACM, pp 165\u2013178","DOI":"10.1145\/1559845.1559865"},{"issue":"2","key":"2984_CR39","doi-asserted-by":"publisher","first-page":"144","DOI":"10.1080\/17445760.2017.1307367","volume":"33","author":"DA Pereira","year":"2018","unstructured":"Pereira DA, Ourique de Morais W, Pignaton de Freitas E (2018) NoSQL real-time database performance comparison. Int J Parallel Emerg Distrib Syst 33(2):144\u2013156","journal-title":"Int J Parallel Emerg Distrib Syst"},{"key":"2984_CR40","doi-asserted-by":"publisher","first-page":"349","DOI":"10.1016\/j.future.2017.09.082","volume":"82","author":"AP Plageras","year":"2018","unstructured":"Plageras AP, Psannis KE, Stergiou C, Wang H, Gupta BB (2018) Efficient IoT-based sensor big data collection-processing and analysis in smart buildings. Future Gener Comput Syst 82:349\u2013357","journal-title":"Future Gener Comput Syst"},{"key":"2984_CR41","unstructured":"Planet-Cassandra. \nhttp:\/\/www.planetcassandra.org\/blog\/cassandra-error-handling-done-right\/\n\n. Accessed July 2018"},{"key":"2984_CR42","unstructured":"Press G (20147) Internet of Things by the numbers: market estimates and forecasts. \nhttps:\/\/www.forbes.com\/sites\/gilpress\/2014\/08\/22\/internet-of-thingsby-the-numbers-market-estimatesand-forecasts\/#285c030b9194\n\n. Accessed Aug 2014"},{"issue":"12","key":"2984_CR43","doi-asserted-by":"publisher","first-page":"1724","DOI":"10.14778\/2367502.2367512","volume":"5","author":"T Rabl","year":"2012","unstructured":"Rabl T, G\u00f3mez-Villamor S, Sadoghi M, Munt\u00e9s-Mulero V, Jacobsen H-A, Mankovskii S (2012) Solving big data challenges for enterprise application performance management. Proc VLDB Endow 5(12):1724\u20131735","journal-title":"Proc VLDB Endow"},{"key":"2984_CR44","unstructured":"Ranking. \nhttp:\/\/db-engines.com\/en\/ranking\n\n. Accessed July 2018"},{"issue":"3","key":"2984_CR45","doi-asserted-by":"publisher","first-page":"311","DOI":"10.1109\/SURV.2011.032211.00087","volume":"13","author":"S Sakr","year":"2011","unstructured":"Sakr S, Liu A, Batista DM, Alomari M (2011) A survey of large scale data management approaches in cloud environments. IEEE Commun Surv Tutor 13(3):311\u2013336","journal-title":"IEEE Commun Surv Tutor"},{"key":"2984_CR46","unstructured":"Sayce D (2016) Number of tweets per day? \nhttps:\/\/www.dsayce.com\/social-media\/tweets-day\/\n\n. Accessed Nov 2016"},{"key":"2984_CR47","unstructured":"Silva YN, Almeida I, Queiroz M (2016) Learning SQL: beyond traditional relational databases. In: SIGCSE"},{"key":"2984_CR48","doi-asserted-by":"crossref","unstructured":"Sivasubramanian S (2012) Amazon dynamoDB: a seamlessly scalable non-relational database service. In: Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data. ACM, pp 729\u2013730","DOI":"10.1145\/2213836.2213945"},{"issue":"20","key":"2984_CR49","first-page":"1","volume":"48","author":"CJ Tauro","year":"2012","unstructured":"Tauro CJ, Aravindh S, Shreeharsha A (2012) Comparative study of the new generation, agile, scalable, high performance nosql databases. Int J Comput Appl 48(20):1\u20134","journal-title":"Int J Comput Appl"},{"key":"2984_CR50","unstructured":"UC Berkley. \nhttps:\/\/amplab.cs.berkeley.edu\/benchmark\/\n\n. Accessed July 2018"},{"key":"2984_CR51","unstructured":"ul Haque A, Mahmood T, Ikram N (2018) Performance comparison of state of art NoSQL technologies using apache spark. In: Proceedings of SAI Intelligent Systems Conference. Springer, pp 563\u2013576"},{"key":"2984_CR52","doi-asserted-by":"crossref","unstructured":"Van der Veen JS, Van der Waaij B, Meijer RJ (2012) Sensor data storage performance: SQL or NoSQL, physical or virtual. In: 2012 IEEE 5th International Conference on Cloud Computing (CLOUD). IEEE, pp 431\u2013438","DOI":"10.1109\/CLOUD.2012.18"},{"key":"2984_CR53","doi-asserted-by":"crossref","unstructured":"Wang L, Zhan J, Luo C, Zhu Y, Yang Q, He Y, Gao W, Jia Z, Shi Y, Zhang S, et al (2014) Bigdatabench: a big data benchmark suite from internet services. In: 2014 IEEE 20th international symposium on high performance computer architecture (HPCA). IEEE, pp 488\u2013499","DOI":"10.1109\/HPCA.2014.6835958"},{"key":"2984_CR54","volume-title":"Understanding big data: analytics for enterprise class hadoop and streaming data","author":"P Zikopoulos","year":"2011","unstructured":"Zikopoulos P, Eaton C et al (2011) Understanding big data: analytics for enterprise class hadoop and streaming data. McGraw-Hill Osborne Media, New York"}],"container-title":["The Journal of Supercomputing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-019-02984-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11227-019-02984-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-019-02984-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,9,10]],"date-time":"2020-09-10T10:05:47Z","timestamp":1599732347000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11227-019-02984-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,9,10]]},"references-count":54,"journal-issue":{"issue":"12","published-print":{"date-parts":[[2019,12]]}},"alternative-id":["2984"],"URL":"https:\/\/doi.org\/10.1007\/s11227-019-02984-6","relation":{},"ISSN":["0920-8542","1573-0484"],"issn-type":[{"value":"0920-8542","type":"print"},{"value":"1573-0484","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,9,10]]},"assertion":[{"value":"10 September 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}