[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-2335":3,"doc-seo-2335":27},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"file_id":15,"file_url":16,"file_type":17,"file_size":18,"view_count":19,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"table_of_contents":24,"faqs":24,"seo_title":13,"seo_description":14,"update_tm":25,"read_time":26},2335,1099513958607,"Jiven","https://ap-avatar.wpscdn.com/avatar/100002390cf8733938c?x-image-process=image/resize,m_fixed,w_180,h_180&k=1778829742770036399",8,"Research & Report","Container Auto-Scaling Vertical Memory Management in Cloud Environments","Containerized cloud services typically use fixed resource allocations, which drives users to over-provision and lowers overall CPU and memory utilization. Auto-scaling is used for elasticity, but most platforms focus on horizontal scaling, which has overhead and applicability limits. Vertical elasticity for adjusting per-container resources—especially memory—remains underexplored due to physical limits and the performance drawbacks of swap, while Kubernetes typically triggers OOM and container restarts. The document motivates elastic vertical memory management without disruptive restarts to better support stateful and latency-sensitive workloads.","cbCaifbkeFnHNzR1","https://ap.wps.com/l/cbCaifbkeFnHNzR1","pdf",8754358,11,1,18,"English","en","",1776276028,45,{"code":4,"msg":28,"data":29},"ok",{"site_id":30,"language":23,"slug":31,"title":13,"keywords":24,"description":14,"schema_data":32,"social_meta":67,"head_meta":70,"extra_data":72,"updated_unix":25},105,"container-auto-scaling-vertical-memory-management-in-cloud-environments",{"@graph":33,"@context":66},[34,51],{"@type":35,"itemListElement":36},"BreadcrumbList",[37,41,45,48],{"item":38,"name":39,"@type":40,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":42,"name":43,"@type":40,"position":44},"https://docshare.wps.com/document/","Document",2,{"item":46,"name":12,"@type":40,"position":47},"https://docshare.wps.com/document/research-report/",3,{"item":49,"name":13,"@type":40,"position":50},"https://docshare.wps.com/document/container-auto-scaling-vertical-memory-management-in-cloud-environments/2335/",4,{"url":49,"name":13,"@type":52,"author":53,"headline":13,"publisher":55,"fileFormat":58,"description":14,"dateModified":59,"datePublished":60,"encodingFormat":58,"isAccessibleForFree":61,"interactionStatistic":62},"DigitalDocument",{"name":9,"@type":54},"Person",{"url":38,"name":56,"@type":57},"DocShare","Organization","application/pdf","2026-06-01","2026-04-15",true,{"@type":63,"interactionType":64,"userInteractionCount":19},"InteractionCounter",{"@type":65},"ViewAction","https://schema.org",{"og:url":68,"og:type":69,"og:title":13,"og:site_name":56,"og:description":14},"https://docshare.wps.com/document/container-auto-scaling-vertical-memory-management-in-cloud-environments/2335","article",{"robots":71,"canonical":68},"index,follow",{"doc_id":7,"site_id":30}]