{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,25]],"date-time":"2026-02-25T18:10:06Z","timestamp":1772043006639,"version":"3.50.1"},"publisher-location":"Cham","reference-count":34,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031877803","type":"print"},{"value":"9783031877810","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-3-031-87781-0_32","type":"book-chapter","created":{"date-parts":[[2025,4,17]],"date-time":"2025-04-17T03:30:04Z","timestamp":1744860604000},"page":"326-334","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Autoscaling Containerized Microservices: A\u00a0Survey"],"prefix":"10.1007","author":[{"given":"Maxim","family":"Filippov","sequence":"first","affiliation":[]},{"given":"Manuel","family":"Mazzara","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,4,18]]},"reference":[{"issue":"3","key":"32_CR1","doi-asserted-by":"publisher","first-page":"1448","DOI":"10.1109\/TSC.2020.2995937","volume":"15","author":"M Abdullah","year":"2022","unstructured":"Abdullah, M., Iqbal, W., Berral, J.L., Polo, J., Carrera, D.: Burst-aware predictive autoscaling for containerized microservices. IEEE Trans. Serv. Comput. 15(3), 1448\u20131460 (2022)","journal-title":"IEEE Trans. Serv. Comput."},{"issue":"1","key":"32_CR2","doi-asserted-by":"publisher","first-page":"1275","DOI":"10.1109\/JSYST.2020.2997518","volume":"15","author":"M Abdullah","year":"2021","unstructured":"Abdullah, M., Iqbal, W., Mahmood, A., Bukhari, F., Erradi, A.: Predictive autoscaling of microservices hosted in fog microdata center. IEEE Syst. J. 15(1), 1275\u20131286 (2021)","journal-title":"IEEE Syst. J."},{"key":"32_CR3","doi-asserted-by":"crossref","unstructured":"Ahmad, H., Treude, C., Wagner, M., Szabo, C.: Smart HPA: a resource-efficient horizontal pod auto-scaler for microservice architectures. In: 2024 IEEE 21st International Conference on Software Architecture (ICSA), pp.\u00a046\u201357 (2024)","DOI":"10.1109\/ICSA59870.2024.00013"},{"issue":"4","key":"32_CR4","doi-asserted-by":"publisher","first-page":"2769","DOI":"10.1109\/TCC.2020.3031676","volume":"10","author":"A Al-Dulaimy","year":"2022","unstructured":"Al-Dulaimy, A., Taheri, J., Kassler, A., HoseinyFarahabady, M.R., Deng, S., Zomaya, A.: MultiScaler: a multi-loop auto-scaling approach for cloud-based applications. IEEE Trans. Cloud Comput. 10(4), 2769\u20132786 (2022)","journal-title":"IEEE Trans. Cloud Comput."},{"key":"32_CR5","doi-asserted-by":"publisher","first-page":"2570","DOI":"10.1109\/ACCESS.2023.3234021","volume":"11","author":"LM Al Qassem","year":"2023","unstructured":"Al Qassem, L.M., Stouraitis, T., Damiani, E., Elfadel, I.: Proactive random-forest autoscaler for microservice resource allocation. IEEE Access 11, 2570\u20132585 (2023)","journal-title":"IEEE Access"},{"key":"32_CR6","doi-asserted-by":"publisher","first-page":"17","DOI":"10.3390\/s24175551","volume":"24","author":"S Alharthi","year":"2024","unstructured":"Alharthi, S., Alshamsi, A., Alseiari, A., Alwarafy, A.: Auto-scaling techniques in cloud computing: issues and research directions. Sensors 24, 17 (2024)","journal-title":"Sensors"},{"key":"32_CR7","doi-asserted-by":"crossref","unstructured":"Blinowski, G., Ojdowska, A., Przyby\u0142ek, A.: Monolithic vs. Microservice architecture: a performance and scalability evaluation. IEEE Access 10, 20357\u201320374 (2022)","DOI":"10.1109\/ACCESS.2022.3152803"},{"issue":"3","key":"32_CR8","doi-asserted-by":"publisher","first-page":"1941","DOI":"10.1109\/TCC.2020.3016345","volume":"10","author":"B Cai","year":"2022","unstructured":"Cai, B., Li, K., Zhao, L., Zhang, R.: Less Provisioning: a hybrid resource scaling engine for long-running services with tail latency guarantees. IEEE Trans. Cloud Comput. 10(3), 1941\u20131957 (2022)","journal-title":"IEEE Trans. Cloud Comput."},{"key":"32_CR9","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1016\/j.future.2023.01.014","volume":"143","author":"B Cai","year":"2023","unstructured":"Cai, B., Wang, B., Yang, M., Guo, Q.: AutoMan: resource-efficient provisioning with tail latency guarantees for microservices. Futur. Gener. Comput. Syst. 143, 61\u201375 (2023)","journal-title":"Futur. Gener. Comput. Syst."},{"issue":"4","key":"32_CR10","doi-asserted-by":"publisher","first-page":"1294","DOI":"10.1109\/TPDS.2023.3238429","volume":"34","author":"K Cheng","year":"2023","unstructured":"Cheng, K., et al.: ProScale: proactive autoscaling for microservice with time-varying workload at the edge. IEEE Trans. Parallel Distrib. Syst. 34(4), 1294\u20131312 (2023)","journal-title":"IEEE Trans. Parallel Distrib. Syst."},{"issue":"1","key":"32_CR11","doi-asserted-by":"publisher","first-page":"595","DOI":"10.1109\/TCC.2021.3104662","volume":"11","author":"L Funari","year":"2023","unstructured":"Funari, L., Petrucci, L., Detti, A.: Storage-saving scheduling policies for clusters running containers. IEEE Trans. Cloud Comput. 11(1), 595\u2013607 (2023)","journal-title":"IEEE Trans. Cloud Comput."},{"key":"32_CR12","doi-asserted-by":"crossref","unstructured":"Goli, A., Mahmoudi, N., Khazaei, H., Ardakanian, O.: A holistic machine learning-based autoscaling approach for microservice applications, pp.\u00a0190\u2013198 (2021)","DOI":"10.5220\/0010407701900198"},{"key":"32_CR13","doi-asserted-by":"crossref","unstructured":"Jawaddi, S.N.A., Ismail, A., Cardellini, V.: Modeling and verifying microservice autoscaling using probabilistic model checking. Research Square (2022)","DOI":"10.21203\/rs.3.rs-1682990\/v1"},{"issue":"5","key":"32_CR14","doi-asserted-by":"publisher","first-page":"1635","DOI":"10.1109\/TPDS.2023.3238751","volume":"34","author":"X Li","year":"2023","unstructured":"Li, X., et al.: Topology-aware scheduling framework for microservice applications in cloud. IEEE Trans. Parallel Distrib. Syst. 34(5), 1635\u20131649 (2023)","journal-title":"IEEE Trans. Parallel Distrib. Syst."},{"key":"32_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3631607","volume":"42","author":"S Luo","year":"2024","unstructured":"Luo, S., et al.: Optimizing resource management for shared microservices: a scalable system design. ACM Trans. Comput. Syst. 42, 1\u20132 (2024)","journal-title":"ACM Trans. Comput. Syst."},{"key":"32_CR16","doi-asserted-by":"crossref","unstructured":"Meng, C., Song, S., Tong, H., Pan, M., Yu, Y.: DeepScaler: holistic autoscaling for microservices based on spatiotemporal GNN with adaptive graph learning. In: 2023 38th IEEE\/ACM International Conference on Automated Software Engineering (ASE), pp.\u00a053\u201365 (2023)","DOI":"10.1109\/ASE56229.2023.00038"},{"key":"32_CR17","doi-asserted-by":"crossref","unstructured":"Nogueira, V.L., Felizardo, F.S., Amaral, A.M.M.M., Assuncao, W.K.G., Colanzi, T.E.: Insights on microservice architecture through the eyes of industry practitioners . In: 2024 IEEE International Conference on Software Maintenance and Evolution (ICSME) (Los Alamitos, CA, USA, Oct. 2024), IEEE Computer Society, pp.\u00a0765\u2013777 (2024)","DOI":"10.1109\/ICSME58944.2024.00080"},{"issue":"2","key":"32_CR18","doi-asserted-by":"publisher","first-page":"1346","DOI":"10.1109\/TSC.2022.3164256","volume":"16","author":"P Osypanka","year":"2023","unstructured":"Osypanka, P., Nawrocki, P.: QoS-aware cloud resource prediction for computing services. IEEE Trans. Serv. Comput. 16(2), 1346\u20131357 (2023)","journal-title":"IEEE Trans. Serv. Comput."},{"issue":"3","key":"32_CR19","doi-asserted-by":"publisher","first-page":"804","DOI":"10.1109\/TSC.2024.3354062","volume":"17","author":"G Quattrocchi","year":"2024","unstructured":"Quattrocchi, G., Incerto, E., Pinciroli, R., Trubiani, C., Baresi, L.: Autoscaling solutions for cloud applications under dynamic workloads. IEEE Trans. Serv. Comput. 17(3), 804\u2013820 (2024)","journal-title":"IEEE Trans. Serv. Comput."},{"key":"32_CR20","unstructured":"Richardson, C.: Microservices patterns: with examples in Java. Simon and Schuster (2018)"},{"issue":"2","key":"32_CR21","doi-asserted-by":"publisher","first-page":"1807","DOI":"10.1109\/TCC.2022.3163357","volume":"11","author":"F Rossi","year":"2023","unstructured":"Rossi, F., Cardellini, V., Presti, F.L., Nardelli, M.: Dynamic multi-metric thresholds for scaling applications using reinforcement learning. IEEE Trans. Cloud Comput. 11(2), 1807\u20131821 (2023)","journal-title":"IEEE Trans. Cloud Comput."},{"key":"32_CR22","doi-asserted-by":"publisher","first-page":"180246","DOI":"10.1109\/ACCESS.2020.3028310","volume":"8","author":"CK Rudrabhatla","year":"2020","unstructured":"Rudrabhatla, C.K.: A quantitative approach for estimating the scaling thresholds and step policies in a distributed microservice architecture. IEEE Access 8, 180246\u2013180254 (2020)","journal-title":"IEEE Access"},{"issue":"6","key":"32_CR23","doi-asserted-by":"publisher","first-page":"5992","DOI":"10.1109\/TNSM.2024.3434328","volume":"21","author":"FS Samani","year":"2024","unstructured":"Samani, F.S., Stadler, R.: A framework for dynamically meeting performance objectives on a service mesh. IEEE Trans. Netw. Serv. Manage. 21(6), 5992\u20136007 (2024)","journal-title":"IEEE Trans. Netw. Serv. Manage."},{"key":"32_CR24","doi-asserted-by":"crossref","unstructured":"Santos, J., Wauters, T., Volckaert, B., Turck, F.D.: gym-hpa: Efficient auto-scaling via reinforcement learning for complex microservice-based applications in kubernetes. In: NOMS 2023-2023 IEEE\/IFIP Network Operations and Management Symposium, pp.\u00a01\u20139 (2023)","DOI":"10.1109\/NOMS56928.2023.10154298"},{"key":"32_CR25","doi-asserted-by":"publisher","first-page":"296","DOI":"10.1016\/j.future.2022.09.001","volume":"138","author":"G Sheganaku","year":"2023","unstructured":"Sheganaku, G., Schulte, S., Waibel, P., Weber, I.: Cost-efficient auto-scaling of container-based elastic processes. Futur. Gener. Comput. Syst. 138, 296\u2013312 (2023)","journal-title":"Futur. Gener. Comput. Syst."},{"key":"32_CR26","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2020.102629","volume":"160","author":"SN Srirama","year":"2020","unstructured":"Srirama, S.N., Adhikari, M., Paul, S.: Application deployment using containers with auto-scaling for microservices in cloud environment. J. Netw. Comput. Appl. 160, 102629 (2020)","journal-title":"J. Netw. Comput. Appl."},{"issue":"2","key":"32_CR27","doi-asserted-by":"publisher","first-page":"984","DOI":"10.1109\/TCC.2020.2992949","volume":"10","author":"V Tadakamalla","year":"2022","unstructured":"Tadakamalla, V., Menasc\u00e9, D.A.: Autonomic elasticity control for multi-server queues under generic workload surges in cloud environments. IEEE Trans. Cloud Comput. 10(2), 984\u2013995 (2022)","journal-title":"IEEE Trans. Cloud Comput."},{"key":"32_CR28","doi-asserted-by":"crossref","unstructured":"Tran, M.-N., Vu, D.-D., Kim, Y.: A survey of autoscaling in kubernetes. In: 2022 Thirteenth International Conference on Ubiquitous and Future Networks (ICUFN), pp.\u00a0263\u2013265 (2022)","DOI":"10.1109\/ICUFN55119.2022.9829572"},{"key":"32_CR29","doi-asserted-by":"crossref","unstructured":"Verma, A.K., Patel, R., Rai, P., Patel, S.: Performance comparison between docker container and virtual machine microservices. In: 2024 IEEE 13th International Conference on Communication Systems and Network Technologies (CSNT), pp.\u00a0718\u2013723 (2024)","DOI":"10.1109\/CSNT60213.2024.10546015"},{"key":"32_CR30","doi-asserted-by":"crossref","unstructured":"Wen, L., et al.: StatuScale: status-aware and elastic scaling strategy for microservice applications. ACM Trans. Auton. Adaptive Syst. (2025)","DOI":"10.1145\/3686253"},{"key":"32_CR31","doi-asserted-by":"crossref","unstructured":"Yadav, M., Raj, G., Akarte, H., Yadav, D.: Horizontal scaling for containerized application using hybrid approach. Ing\u00e9nierie des syst\u00e8mes d Inf. 25, 709\u2013718 (2020)","DOI":"10.18280\/isi.250601"},{"key":"32_CR32","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2021.107216","volume":"105","author":"M Yan","year":"2021","unstructured":"Yan, M., Liang, X., Lu, Z., Wu, J., Zhang, W.: HANSEL: adaptive horizontal scaling of microservices using Bi-LSTM. Appl. Soft Comput. 105, 107216 (2021)","journal-title":"Appl. Soft Comput."},{"issue":"2","key":"32_CR33","doi-asserted-by":"publisher","first-page":"1100","DOI":"10.1109\/TCC.2020.2985352","volume":"10","author":"G Yu","year":"2022","unstructured":"Yu, G., Chen, P., Zheng, Z.: Microscaler: cost-effective scaling for microservice applications in the cloud with an online learning approach. IEEE Trans. Cloud Comput. 10(2), 1100\u20131116 (2022)","journal-title":"IEEE Trans. Cloud Comput."},{"key":"32_CR34","doi-asserted-by":"crossref","unstructured":"Zhang, Y., Hua, W., Zhou, Z., Suh, G.E., Delimitrou, C.: Sinan: ML-based and QoS-aware resource management for cloud microservices. In: Proceedings of the 26th ACM International Conference on Architectural Support for Programming Languages and Operating Systems (New York, NY, USA, 2021), ASPLOS \u201921, Association for Computing Machinery, pp.\u00a0167\u2013181 (2021)","DOI":"10.1145\/3445814.3446693"}],"container-title":["Lecture Notes on Data Engineering and Communications Technologies","Advanced Information Networking and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-87781-0_32","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,17]],"date-time":"2025-04-17T03:30:16Z","timestamp":1744860616000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-87781-0_32"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031877803","9783031877810"],"references-count":34,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-87781-0_32","relation":{},"ISSN":["2367-4512","2367-4520"],"issn-type":[{"value":"2367-4512","type":"print"},{"value":"2367-4520","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"18 April 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"AINA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Advanced Information Networking and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Barcelona","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9 April 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11 April 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"39","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"aina0","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/voyager.ce.fit.ac.jp\/conf\/aina\/2025\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}