{"id":"https://openalex.org/W7225740561","doi":"https://doi.org/10.3390/systems14111441","title":"Why NoSQL Benchmarks Fail in AI Era: A Practical Validity-Aware Workflow for Trustworthy Data Store Evaluation","display_name":"Why NoSQL Benchmarks Fail in AI Era: A Practical Validity-Aware Workflow for Trustworthy Data Store Evaluation","publication_year":2026,"publication_date":"2026-11-10","ids":{"openalex":"https://openalex.org/W7225740561","doi":"https://doi.org/10.3390/systems14111441"},"language":"en","primary_location":{"id":"doi:10.3390/systems14111441","doi":"https://doi.org/10.3390/systems14111441","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14111441","pdf_url":null,"source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","norway-1","poland-40","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/systems14111441","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001876507","display_name":"Kiran Fahd","orcid":"https://orcid.org/0009-0002-8213-3984","observed_orcids":["https://orcid.org/0009-0002-8213-3984"]},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Kiran Fahd","raw_affiliation_strings":["Department of Business Technology and Entrepreneurship, School of Business, Law and Entrepreneurship, Swinburne University of Technology, John St, Hawthorn, VIC 3122, Australia"],"raw_orcid":"https://orcid.org/0009-0002-8213-3984","affiliations":[{"raw_affiliation_string":"Department of Business Technology and Entrepreneurship, School of Business, Law and Entrepreneurship, Swinburne University of Technology, John St, Hawthorn, VIC 3122, Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072259792","display_name":"Sitalakshmi Venkatraman","orcid":"https://orcid.org/0000-0002-2772-133X","observed_orcids":["https://orcid.org/0000-0002-2772-133X"]},"institutions":[{"id":"https://openalex.org/I4403386716","display_name":"Melbourne Polytechnic","ror":"https://ror.org/04cq7wg91","country_code":"AU","type":"education","lineage":["https://openalex.org/I4403386716"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sitalakshmi Venkatraman","raw_affiliation_strings":["Department of Business and Construction, Melbourne Polytechnic, Preston, VIC 3072, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2772-133X","affiliations":[{"raw_affiliation_string":"Department of Business and Construction, Melbourne Polytechnic, Preston, VIC 3072, Australia","institution_ids":["https://openalex.org/I4403386716"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024926465","display_name":"Sazia Parvin","orcid":"https://orcid.org/0000-0001-8597-4450","observed_orcids":["https://orcid.org/0000-0001-8597-4450"]},"institutions":[{"id":"https://openalex.org/I4403386716","display_name":"Melbourne Polytechnic","ror":"https://ror.org/04cq7wg91","country_code":"AU","type":"education","lineage":["https://openalex.org/I4403386716"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sazia Parvin","raw_affiliation_strings":["Department of Business and Construction, Melbourne Polytechnic, Preston, VIC 3072, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Business and Construction, Melbourne Polytechnic, Preston, VIC 3072, Australia","institution_ids":["https://openalex.org/I4403386716"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2400,"currency":"CHF","value_usd":2896},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2896},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":"11","first_page":"1441","last_page":"1441"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10317","display_name":"Advanced Database Systems and Queries","score":0.9320999979972839,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10317","display_name":"Advanced Database Systems and Queries","score":0.9320999979972839,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.03739999979734421,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.011099999770522118,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7767999768257141},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7694000005722046},{"id":"https://openalex.org/C2779599972","wikidata":"https://www.wikidata.org/wiki/Q82231","display_name":"NoSQL","level":3,"score":0.7645999789237976},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.6985999941825867},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5401999950408936},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.510699987411499},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.5090000033378601},{"id":"https://openalex.org/C92446256","wikidata":"https://www.wikidata.org/wiki/Q3306762","display_name":"Data validation","level":2,"score":0.38440001010894775},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.3555000126361847},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35190001130104065},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.29429998993873596},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.2842000126838684},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.2696000039577484},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.2646999955177307},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.2563000023365021},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.2515999972820282}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/systems14111441","doi":"https://doi.org/10.3390/systems14111441","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14111441","pdf_url":null,"source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","norway-1","poland-40","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/systems14111441","doi":"https://doi.org/10.3390/systems14111441","is_oa":true,"landing_page_url":"https://doi.org/10.3390/systems14111441","pdf_url":null,"source":{"id":"https://openalex.org/S4210219410","display_name":"Systems","issn_l":"2079-8954","issn":["2079-8954"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","norway-1","poland-40","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Selecting":[0],"a":[1,5,37,53,76,81,102,132,149,157,207],"data-management":[2],"subsystem":[3,217],"is":[4,31,73],"consequential":[6],"decision":[7],"in":[8],"data-intensive":[9],"applications,":[10],"including":[11],"AI":[12],"pipelines":[13],"that":[14,57,91,104],"rely":[15],"on":[16],"low-latency":[17],"storage.":[18],"Such":[19],"decisions":[20],"are":[21,69,166,213],"often":[22],"informed":[23],"by":[24,206],"lightweight,":[25],"application-specific":[26,192],"benchmarks":[27,193],"whose":[28],"measurement":[29],"validity":[30,86,146],"rarely":[32],"examined.":[33],"This":[34],"paper":[35],"presents":[36],"validity-aware":[38],"benchmarking":[39],"workflow":[40,51],"for":[41,116,123,200],"comparing":[42],"NoSQL":[43],"data":[44],"stores":[45],"under":[46],"application-representative":[47],"CRUD":[48],"workloads.":[49],"The":[50,71,85,176],"incorporates":[52],"final":[54],"validation":[55],"stage":[56],"checks":[58,87],"whether":[59],"measured":[60],"operations":[61,90],"exhibit":[62],"the":[63,162],"expected":[64],"behaviour":[65],"before":[66,210],"performance":[67],"comparisons":[68],"made.":[70],"approach":[72],"demonstrated":[74],"using":[75],"key-value":[77],"store":[78,83],"(Aerospike)":[79],"and":[80,119,156,173,198,219],"document":[82],"(MongoDB).":[84],"identified":[88],"two":[89],"performed":[92],"no":[93,137],"actual":[94],"database":[95],"work.":[96],"MongoDB\u2019s":[97],"idiomatic":[98],"read":[99],"operation":[100],"returned":[101],"cursor":[103],"was":[105],"never":[106],"iterated,":[107],"causing":[108],"reads":[109],"to":[110,215],"appear":[111],"approximately":[112],"130":[113],"times":[114,121],"faster":[115,122],"single-record":[117],"workloads":[118,125],"1000":[120],"bulk":[124,134,154],"than":[126],"equivalent":[127],"Aerospike":[128],"reads.":[129],"In":[130],"addition,":[131],"MongoDB":[133],"update":[135,140],"matched":[136],"documents":[138],"because":[139],"keys":[141],"were":[142],"constructed":[143],"incorrectly.":[144],"Further":[145],"threats":[147],"included":[148],"missing":[150],"secondary":[151],"index,":[152],"unequal":[153],"workloads,":[155],"first-run":[158],"warmup":[159],"effect.":[160],"Consequently,":[161],"remaining":[163],"write":[164],"measurements":[165],"reported":[167],"descriptively,":[168],"together":[169],"with":[170],"confidence":[171],"intervals":[172],"run-level":[174],"results.":[175],"study":[177],"does":[178],"not":[179],"establish":[180],"which":[181],"engine":[182],"delivers":[183],"superior":[184],"performance.":[185],"Instead,":[186],"it":[187],"demonstrates":[188],"how":[189],"seemingly":[190],"reasonable":[191],"can":[194],"generate":[195],"misleading":[196],"conclusions":[197],"argues":[199],"an":[201],"explicit":[202],"validity-assessment":[203],"stage,":[204],"supported":[205],"threat":[208],"model,":[209],"benchmark":[211],"results":[212],"used":[214],"inform":[216],"selection":[218],"architectural":[220],"decision-making.":[221]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-11-11T00:00:00"}
