Cross-Backup First: Prioritizing Historical Base Chunks for Delta Compression in Deduplicated Backup Systems

Deduplication-based backup systems often employ delta compression to further reduce storage overhead by encoding similar chunks. However, existing sketch indexing schemes, such as Greedy and SIDC, indiscriminately detect intra-backup similar chunks as base chunks for delta compression, significantly limiting compression effectiveness because these chunks exhibit substantially lower similarity than their cross-backup counterparts. To address this problem, we propose Cross-Backup First (CBF), a strategy that prioritizes cross-backup similar chunks during similarity detection. CBF comprises two implementations: Cross-Backup Preferred Selection (CPS), which distinguishes chunks by their source backup version; and Lazy Sketch Index Update (LSIU), which defers sketch index updates until backup completion to eliminate intra-backup interference. Experimental results based on real-world datasets show that CBF achieves a compression ratio up to 1.87 times that of the corresponding baseline, while incurring negligible impact on backup throughput.

Authors

Institutions

Publication Details

Journal
Electronics
Published
2026-10-14
DOI
https://doi.org/10.3390/electronics15204712
Primary Topic
Advanced Data Storage Technologies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Cross-Backup First: Prioritizing Historical Base Chunks for Delta Compression in Deduplicated Backup Systems

Chunguang Li, Yucheng Zhang, Caiyun Xie, Junhao Liu
Electronics
Advanced Data Storage Technologies
article

Cross-Backup First: Prioritizing Historical Base Chunks for Delta Compression in Deduplicated Backup Systems

Chunguang Li, Yucheng Zhang, Caiyun Xie, Junhao Liu
article en

Abstract

Deduplication-based backup systems often employ delta compression to further reduce storage overhead by encoding similar chunks. However, existing sketch indexing schemes, such as Greedy and SIDC, indiscriminately detect intra-backup similar chunks as base chunks for delta compression, significantly limiting compression effectiveness because these chunks exhibit substantially lower similarity than their cross-backup counterparts. To address this problem, we propose Cross-Backup First (CBF), a strategy that prioritizes cross-backup similar chunks during similarity detection. CBF comprises two implementations: Cross-Backup Preferred Selection (CPS), which distinguishes chunks by their source backup version; and Lazy Sketch Index Update (LSIU), which defers sketch index updates until backup completion to eliminate intra-backup interference. Experimental results based on real-world datasets show that CBF achieves a compression ratio up to 1.87 times that of the corresponding baseline, while incurring negligible impact on backup throughput.

ElectronicsVol. 15(20)
Nanchang University (CN), Nanchang Normal University (CN), Chengdu University (CN)
Openalex Percentile: Top 12%
Advanced Data Storage Technologies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.