BDS+: An Inter-Datacenter Data Replication System With Dynamic Bandwidth Separation
Many important cloud services require replicating massive data from one datacenter (DC) to multiple DCs. While the performance of pair-wise inter-DC data transfers has been much improved, prior solutions are insufficient to optimize bulk-data multicast, as they fail to explore the rich inter-DC over...
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Veröffentlicht in: | IEEE/ACM transactions on networking 2021-04, Vol.29 (2), p.918-934 |
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creator | Zhang, Yuchao Nie, Xiaohui Jiang, Junchen Wang, Wendong Xu, Ke Zhao, Youjian Reed, Martin J. Chen, Kai Wang, Haiyang Yao, Guang |
description | Many important cloud services require replicating massive data from one datacenter (DC) to multiple DCs. While the performance of pair-wise inter-DC data transfers has been much improved, prior solutions are insufficient to optimize bulk-data multicast, as they fail to explore the rich inter-DC overlay paths that exist in geo-distributed DCs, as well as the remaining bandwidth reserved for online traffic under fixed bandwidth separation scheme. To take advantage of these opportunities, we present BDS+ , a near-optimal network system for large-scale inter-DC data replication. BDS+ is an application-level multicast overlay network with a fully centralized architecture, allowing a central controller to maintain an up-to-date global view of data delivery status of intermediate servers, in order to fully utilize the available overlay paths. Furthermore, in each overlay path, it leverages dynamic bandwidth separation to make use of the remaining available bandwidth reserved for online traffic. By constantly estimating online traffic demand and rescheduling bulk-data transfers accordingly, BDS+ can further speed up the massive data multicast. Through a pilot deployment in one of the largest online service providers and large-scale real-trace simulations, we show that BDS+ can achieve 3- 5\times speedup over the provider's existing system and several well-known overlay routing baselines of static bandwidth separation. Moreover, dynamic bandwidth separation can further reduce the completion time of bulk data transfers by 1.2 to 1.3 times. |
doi_str_mv | 10.1109/TNET.2021.3054924 |
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While the performance of pair-wise inter-DC data transfers has been much improved, prior solutions are insufficient to optimize bulk-data multicast, as they fail to explore the rich inter-DC overlay paths that exist in geo-distributed DCs, as well as the remaining bandwidth reserved for online traffic under fixed bandwidth separation scheme. To take advantage of these opportunities, we present BDS+ , a near-optimal network system for large-scale inter-DC data replication. BDS+ is an application-level multicast overlay network with a fully centralized architecture, allowing a central controller to maintain an up-to-date global view of data delivery status of intermediate servers, in order to fully utilize the available overlay paths. Furthermore, in each overlay path, it leverages dynamic bandwidth separation to make use of the remaining available bandwidth reserved for online traffic. By constantly estimating online traffic demand and rescheduling bulk-data transfers accordingly, BDS+ can further speed up the massive data multicast. Through a pilot deployment in one of the largest online service providers and large-scale real-trace simulations, we show that BDS+ can achieve 3-<inline-formula> <tex-math notation="LaTeX">5\times </tex-math></inline-formula> speedup over the provider's existing system and several well-known overlay routing baselines of static bandwidth separation. Moreover, dynamic bandwidth separation can further reduce the completion time of bulk data transfers by 1.2 to 1.3 times.</description><identifier>ISSN: 1063-6692</identifier><identifier>EISSN: 1558-2566</identifier><identifier>DOI: 10.1109/TNET.2021.3054924</identifier><identifier>CODEN: IEANEP</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Bandwidth ; Bandwidths ; Centralized Control ; Completion time ; Data Replication ; Data transfer ; Dynamic Bandwidth Separation ; Multicasting ; Optimization ; Overlay Network ; Overlay networks ; Replication ; Routing ; Separation ; Servers ; Service introduction ; Traffic speed ; Web and internet services ; Wide area networks</subject><ispartof>IEEE/ACM transactions on networking, 2021-04, Vol.29 (2), p.918-934</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c2514-7b9011251db9f39ac2cdee32b140078116b27931999b81423d88a100f07a46083</citedby><cites>FETCH-LOGICAL-c2514-7b9011251db9f39ac2cdee32b140078116b27931999b81423d88a100f07a46083</cites><orcidid>0000-0002-6708-4478 ; 0000-0003-2587-6028 ; 0000-0002-0135-8915 ; 0000-0003-2587-8517 ; 0000-0002-0371-854X ; 0000-0002-6418-8087</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/9352539$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,780,784,796,27923,27924,54757</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/9352539$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Zhang, Yuchao</creatorcontrib><creatorcontrib>Nie, Xiaohui</creatorcontrib><creatorcontrib>Jiang, Junchen</creatorcontrib><creatorcontrib>Wang, Wendong</creatorcontrib><creatorcontrib>Xu, Ke</creatorcontrib><creatorcontrib>Zhao, Youjian</creatorcontrib><creatorcontrib>Reed, Martin J.</creatorcontrib><creatorcontrib>Chen, Kai</creatorcontrib><creatorcontrib>Wang, Haiyang</creatorcontrib><creatorcontrib>Yao, Guang</creatorcontrib><title>BDS+: An Inter-Datacenter Data Replication System With Dynamic Bandwidth Separation</title><title>IEEE/ACM transactions on networking</title><addtitle>TNET</addtitle><description>Many important cloud services require replicating massive data from one datacenter (DC) to multiple DCs. While the performance of pair-wise inter-DC data transfers has been much improved, prior solutions are insufficient to optimize bulk-data multicast, as they fail to explore the rich inter-DC overlay paths that exist in geo-distributed DCs, as well as the remaining bandwidth reserved for online traffic under fixed bandwidth separation scheme. To take advantage of these opportunities, we present BDS+ , a near-optimal network system for large-scale inter-DC data replication. BDS+ is an application-level multicast overlay network with a fully centralized architecture, allowing a central controller to maintain an up-to-date global view of data delivery status of intermediate servers, in order to fully utilize the available overlay paths. Furthermore, in each overlay path, it leverages dynamic bandwidth separation to make use of the remaining available bandwidth reserved for online traffic. By constantly estimating online traffic demand and rescheduling bulk-data transfers accordingly, BDS+ can further speed up the massive data multicast. Through a pilot deployment in one of the largest online service providers and large-scale real-trace simulations, we show that BDS+ can achieve 3-<inline-formula> <tex-math notation="LaTeX">5\times </tex-math></inline-formula> speedup over the provider's existing system and several well-known overlay routing baselines of static bandwidth separation. Moreover, dynamic bandwidth separation can further reduce the completion time of bulk data transfers by 1.2 to 1.3 times.</description><subject>Bandwidth</subject><subject>Bandwidths</subject><subject>Centralized Control</subject><subject>Completion time</subject><subject>Data Replication</subject><subject>Data transfer</subject><subject>Dynamic Bandwidth Separation</subject><subject>Multicasting</subject><subject>Optimization</subject><subject>Overlay Network</subject><subject>Overlay networks</subject><subject>Replication</subject><subject>Routing</subject><subject>Separation</subject><subject>Servers</subject><subject>Service introduction</subject><subject>Traffic speed</subject><subject>Web and internet services</subject><subject>Wide area networks</subject><issn>1063-6692</issn><issn>1558-2566</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kF1LwzAUhoMoOKc_QLwJeCmd5yRN2ni3L3UwFOzEy5C2KXZsbU06xv69rRtenYfD854DLyG3CCNEUI-rt_lqxIDhiIMIFQvPyACFiAMmpDzvGCQPpFTsklx5vwZADkwOSDKZJQ9PdFzRRdVaF8xMazLbI-2RfthmU2amLeuKJgff2i39KttvOjtUZltmdGKqfF_m3SaxjXF_4jW5KMzG25vTHJLP5_lq-hos318W0_EyyJjAMIhSBYgd5qkquDIZy3JrOUsxBIhiRJmySHFUSqUxhozncWwQoIDIhBJiPiT3x7uNq3921rd6Xe9c1b3U3VURhQI56yw8WpmrvXe20I0rt8YdNILuu9N9d7rvTp-66zJ3x0xprf33FRdMcMV_AS9TZ64</recordid><startdate>202104</startdate><enddate>202104</enddate><creator>Zhang, Yuchao</creator><creator>Nie, Xiaohui</creator><creator>Jiang, Junchen</creator><creator>Wang, Wendong</creator><creator>Xu, Ke</creator><creator>Zhao, Youjian</creator><creator>Reed, Martin J.</creator><creator>Chen, Kai</creator><creator>Wang, Haiyang</creator><creator>Yao, Guang</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. 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While the performance of pair-wise inter-DC data transfers has been much improved, prior solutions are insufficient to optimize bulk-data multicast, as they fail to explore the rich inter-DC overlay paths that exist in geo-distributed DCs, as well as the remaining bandwidth reserved for online traffic under fixed bandwidth separation scheme. To take advantage of these opportunities, we present BDS+ , a near-optimal network system for large-scale inter-DC data replication. BDS+ is an application-level multicast overlay network with a fully centralized architecture, allowing a central controller to maintain an up-to-date global view of data delivery status of intermediate servers, in order to fully utilize the available overlay paths. Furthermore, in each overlay path, it leverages dynamic bandwidth separation to make use of the remaining available bandwidth reserved for online traffic. By constantly estimating online traffic demand and rescheduling bulk-data transfers accordingly, BDS+ can further speed up the massive data multicast. Through a pilot deployment in one of the largest online service providers and large-scale real-trace simulations, we show that BDS+ can achieve 3-<inline-formula> <tex-math notation="LaTeX">5\times </tex-math></inline-formula> speedup over the provider's existing system and several well-known overlay routing baselines of static bandwidth separation. 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subjects | Bandwidth Bandwidths Centralized Control Completion time Data Replication Data transfer Dynamic Bandwidth Separation Multicasting Optimization Overlay Network Overlay networks Replication Routing Separation Servers Service introduction Traffic speed Web and internet services Wide area networks |
title | BDS+: An Inter-Datacenter Data Replication System With Dynamic Bandwidth Separation |
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