{"id":"https://openalex.org/W2972150249","doi":"https://doi.org/10.1109/tsc.2019.2940009","title":"Microservices Monitoring with Event Logs and Black Box Execution Tracing","display_name":"Microservices Monitoring with Event Logs and Black Box Execution Tracing","publication_year":2019,"publication_date":"2019-09-06","ids":{"openalex":"https://openalex.org/W2972150249","doi":"https://doi.org/10.1109/tsc.2019.2940009","mag":"2972150249"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2019.2940009","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2019.2940009","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Services Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064715170","display_name":"Marcello Cinque","orcid":"https://orcid.org/0000-0003-1455-8614"},"institutions":[{"id":"https://openalex.org/I4210104655","display_name":"Ingegneria dei Trasporti (Italy)","ror":"https://ror.org/01fp7rv25","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210104655"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marcello Cinque","raw_affiliation_strings":["Dipartimento di Ingegneria Elettrica e delle Tecnologie dell'Informazione (DIETI), Universit&#x00E0; degli Studi di Napoli Federico II, via Claudio 21, Napoli, Italy","degli Studi di Napoli Federico II, via Claudio 21, Napoli, Italy"],"raw_orcid":"https://orcid.org/0000-0003-1455-8614","affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Elettrica e delle Tecnologie dell'Informazione (DIETI), Universit&#x00E0; degli Studi di Napoli Federico II, via Claudio 21, Napoli, Italy","institution_ids":["https://openalex.org/I4210104655"]},{"raw_affiliation_string":"degli Studi di Napoli Federico II, via Claudio 21, Napoli, Italy","institution_ids":["https://openalex.org/I4210104655"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009991455","display_name":"Raffaele Della Corte","orcid":"https://orcid.org/0000-0002-1280-6875"},"institutions":[{"id":"https://openalex.org/I4210104655","display_name":"Ingegneria dei Trasporti (Italy)","ror":"https://ror.org/01fp7rv25","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210104655"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Raffaele Della Corte","raw_affiliation_strings":["Dipartimento di Ingegneria Elettrica e delle Tecnologie dell'Informazione (DIETI), Universit&#x00E0; degli Studi di Napoli Federico II, via Claudio 21, Napoli, Italy","degli Studi di Napoli Federico II, via Claudio 21, Napoli, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1280-6875","affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Elettrica e delle Tecnologie dell'Informazione (DIETI), Universit&#x00E0; degli Studi di Napoli Federico II, via Claudio 21, Napoli, Italy","institution_ids":["https://openalex.org/I4210104655"]},{"raw_affiliation_string":"degli Studi di Napoli Federico II, via Claudio 21, Napoli, Italy","institution_ids":["https://openalex.org/I4210104655"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028725987","display_name":"Antonio Pecchia","orcid":"https://orcid.org/0000-0003-2869-8423"},"institutions":[{"id":"https://openalex.org/I4210104655","display_name":"Ingegneria dei Trasporti (Italy)","ror":"https://ror.org/01fp7rv25","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210104655"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonio Pecchia","raw_affiliation_strings":["Dipartimento di Ingegneria Elettrica e delle Tecnologie dell'Informazione (DIETI), Universit&#x00E0; degli Studi di Napoli Federico II, via Claudio 21, Napoli, Italy","degli Studi di Napoli Federico II, via Claudio 21, Napoli, Italy"],"raw_orcid":"https://orcid.org/0000-0003-2869-8423","affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria Elettrica e delle Tecnologie dell'Informazione (DIETI), Universit&#x00E0; degli Studi di Napoli Federico II, via Claudio 21, Napoli, Italy","institution_ids":["https://openalex.org/I4210104655"]},{"raw_affiliation_string":"degli Studi di Napoli Federico II, via Claudio 21, Napoli, Italy","institution_ids":["https://openalex.org/I4210104655"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210104655"],"apc_list":null,"apc_paid":null,"fwci":5.5782,"has_fulltext":false,"cited_by_count":61,"citation_normalized_percentile":{"value":0.96274646,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"15","issue":"1","first_page":"294","last_page":"307"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":1.0,"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":0.9955000281333923,"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/microservices","display_name":"Microservices","score":0.9699312448501587},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8857095241546631},{"id":"https://openalex.org/keywords/tracing","display_name":"Tracing","score":0.6513955593109131},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5037419199943542},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.43510743975639343},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1824156939983368},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.1059630811214447}],"concepts":[{"id":"https://openalex.org/C2778505942","wikidata":"https://www.wikidata.org/wiki/Q18344624","display_name":"Microservices","level":3,"score":0.9699312448501587},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8857095241546631},{"id":"https://openalex.org/C138673069","wikidata":"https://www.wikidata.org/wiki/Q322229","display_name":"Tracing","level":2,"score":0.6513955593109131},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5037419199943542},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.43510743975639343},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1824156939983368},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.1059630811214447},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsc.2019.2940009","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2019.2940009","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Services Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","score":0.6399999856948853,"display_name":"Clean water and sanitation"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309746","display_name":"Compagnia di San Paolo","ror":"https://ror.org/00d1b1c41"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2027380800","https://openalex.org/W2100895597","https://openalex.org/W2171867449","https://openalex.org/W2440416811","https://openalex.org/W2472472094","https://openalex.org/W2516734073","https://openalex.org/W2531177182","https://openalex.org/W2559091447","https://openalex.org/W2605010764","https://openalex.org/W2687116612","https://openalex.org/W2738611382","https://openalex.org/W2742274699","https://openalex.org/W2786021599","https://openalex.org/W2903478700","https://openalex.org/W2942827234","https://openalex.org/W2963026732","https://openalex.org/W3112143385","https://openalex.org/W4229772528","https://openalex.org/W4238860748","https://openalex.org/W6662209679","https://openalex.org/W6682545541","https://openalex.org/W6744179619","https://openalex.org/W6746270774"],"related_works":["https://openalex.org/W2798881206","https://openalex.org/W2980727099","https://openalex.org/W3030975442","https://openalex.org/W4292973921","https://openalex.org/W3130767031","https://openalex.org/W3211826875","https://openalex.org/W2369494673","https://openalex.org/W2028024605","https://openalex.org/W2998497889","https://openalex.org/W4282969599"],"abstract_inverted_index":{"Monitoring":[0],"is":[1,95,121],"a":[2,36,73,143,155],"core":[3],"practice":[4],"in":[5,10,87,136,168],"any":[6],"software":[7],"system.":[8],"Trends":[9],"microservices":[11,43,61,78,153],"systems":[12],"exacerbate":[13],"the":[14,57,98,105,137,170,176],"role":[15],"of":[16,52,101,104,139,151,161,178],"monitoring":[17,180],"and":[18,49,55,124,132,154],"pose":[19],"novel":[20,74],"challenges":[21],"to":[22,76,84,188],"data":[23,181],"sources":[24],"being":[25],"used":[26],"for":[27,63,91,117],"monitoring,":[28],"such":[29],"as":[30],"event":[31],"logs.":[32,53,190],"Current":[33],"deployments":[34],"create":[35],"distinct":[37],"log":[38],"per":[39],"microservice;":[40],"moreover,":[41],"composing":[42],"by":[44,67],"different":[45,60],"vendors":[46],"exacerbates":[47],"format":[48],"semantic":[50],"heterogeneity":[51],"Understanding":[54],"traversing":[56,169],"logs":[58,79],"from":[59,113],"demands":[62],"substantial":[64],"cognitive":[65],"work":[66],"human":[68],"experts.":[69],"This":[70],"paper":[71],"proposes":[72],"approach":[75,94],"accompany":[77],"with":[80,186],"black":[81],"box":[82],"tracing":[83,100,120],"help":[85],"practitioners":[86],"making":[88,165],"informed":[89],"decisions":[90],"troubleshooting.":[92],"Our":[93],"based":[96],"on":[97],"passive":[99],"request-response":[102],"messages":[103],"REpresentational":[106],"State":[107],"Transfer":[108],"(REST)":[109],"communication":[110],"model.":[111],"Differently":[112],"many":[114],"existing":[115],"tools":[116],"microservices,":[118],"our":[119],"application":[122],"transparent":[123],"non-intrusive.":[125],"We":[126],"present":[127],"an":[128,134],"implementation":[129],"called":[130],"MetroFunnel":[131,163],"conduct":[133],"assessment":[135],"context":[138],"two":[140],"case":[141],"studies:":[142],"Clearwater":[144],"IP":[145],"Multimedia":[146],"Subsystem":[147],"(IMS)":[148],"setup":[149],"consisting":[150],"Docker":[152],"Kubernetes":[156],"orchestrator":[157],"deployment":[158],"hosting":[159],"tens":[160],"microservices.":[162],"allows":[164],"useful":[166],"attributions":[167],"logs;":[171],"more":[172],"important,":[173],"it":[174],"reduces":[175],"size":[177],"collected":[179],"at":[182],"negligible":[183],"performance":[184],"overhead":[185],"respect":[187],"traditional":[189]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
