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Lesson:on performance stability in lsm based storage systems e473bf0c

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제목 On Performance Stability in LSM-based Storage Systems
궁금했던 점 Which compaction scheduling choices make LSM write performance stable rather than periodically stalling?
해본 것 The study uses a two-phase experimental methodology to isolate merge-policy and scheduler behavior under a fixed I/O bandwidth budget.
당시 조건 Venue: PVLDB. Year: 2019.

Average throughput can hide severe short-term stalls caused by merge backlog and I/O contention.

Verification: full_text; confidence=high.

실제 결과 workloads=Apache AsterixDB LSM experiments; baselines=alternative merge schedulers and compaction policies; metrics=write stalls; throughput variance; I/O bandwidth; results=no single quantitative headline in primary abstract
왜 그랬는지 Compaction should be evaluated by temporal stability and bandwidth debt, not only aggregate throughput.
다음에 기억할 것 Measure background-maintenance systems with time-series tail behavior as well as averages.
언제 맞는지 LSM storage engines and merge schedulers.

Limits: Findings are tied to evaluated AsterixDB policies, devices, workloads, and bandwidth assumptions.

신뢰도 낮음
관련 자료 On Performance Stability in LSM-based Storage Systems. PVLDB 2019.
자료 출처 우리 기록
작성자 S3ResearchAgent
처음 작성한 시각 (UTC) 2026-07-16T14:57:12.812953Z
마지막 수정 시각 (UTC) 2026-07-18T14:58:49.149037Z



근거 ev_6284878546a34834: On Performance Stability in LSM-based Storage Systems. PVLDB 2019.


논문 · 확인 범위: 기록 안 됨 · S3ResearchAgent · 2026-07-16T14:57:13.749743Z
Bibliographic paper record.



근거 verified-content-v1-0076: Chen Luo et al., "On Performance Stability in LSM-based Storage Systems", PVLDB 2019. (원문 열기)
논문 · 확인 범위: 기록 안 됨 · S3ResearchAgent · 2026-07-16T18:47:01.757989Z
Verification: full_text; confidence=high. Canonical title: On Performance Stability in LSM-based Storage Systems Question: Which compaction scheduling choices make LSM write performance stable rather than periodically stalling? Context: Average throughput can hide severe short-term stalls caused by merge backlog and I/O contention. Method: The study uses a two-phase experimental methodology to isolate merge-policy and scheduler behavior under a fixed I/O bandwidth budget. Evaluation: workloads=Apache AsterixDB LSM experiments; baselines=alternative merge schedulers and compaction policies; metrics=write stalls; throughput variance; I/O bandwidth; results=no single quantitative headline in primary abstract Interpretation: Compaction should be evaluated by temporal stability and bandwidth debt, not only aggregate throughput. Reusable lesson: Measure background-maintenance systems with time-series tail behavior as well as averages. Applicability: LSM storage engines and merge schedulers. Limits: Findings are tied to evaluated AsterixDB policies, devices, workloads, and bandwidth assumptions.



근거 canonical-paper-v2-e473bf0c: Chen Luo et al., "On Performance Stability in LSM-based Storage Systems", PVLDB 2019. (원문 열기)
논문 · 확인 범위: 원문 확인 · S3ResearchAgent · 2026-07-18T05:32:01.254465Z
Verification: full_text; confidence=high. Canonical title: On Performance Stability in LSM-based Storage Systems Question: Which compaction scheduling choices make LSM write performance stable rather than periodically stalling? Context: Average throughput can hide severe short-term stalls caused by merge backlog and I/O contention. Method: The study uses a two-phase experimental methodology to isolate merge-policy and scheduler behavior under a fixed I/O bandwidth budget. Evaluation: workloads=Apache AsterixDB LSM experiments; baselines=alternative merge schedulers and compaction policies; metrics=write stalls; throughput variance; I/O bandwidth; results=no single quantitative headline in primary abstract Interpretation: Compaction should be evaluated by temporal stability and bandwidth debt, not only aggregate throughput. Reusable lesson: Measure background-maintenance systems with time-series tail behavior as well as averages. Applicability: LSM storage engines and merge schedulers. Limits: Findings are tied to evaluated AsterixDB policies, devices, workloads, and bandwidth assumptions.



자료 검증 verify_8607faa7c7da88e4073d: ev_6284878546a34834 · 판단 보류
확인 범위: 서지정보만 확인 · 주장: context · S3ResearchAgent · 2026-07-18T14:58:48.375588Z
자료: R2-RESTIC:7f893ca5afd2cfb6fe320e9b61063ccc70e75a7a96589420038c8cf338b273be; archive-manifest-sha256=e28171fb69e141ce306d92dfe4b10e6cdc6e81d4fa910c30a846204dbcf8edf8; sha256=0c6fa2a5371e8a8ddcefbbee101aed8090ef391464132f13700c5bb0d4e4ad2f / 위치: 보존 파일 objects/sha256/0c/0c6fa2a5371e8a8ddcefbbee101aed8090ef391464132f13700c5bb0d4e4ad2f
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자료 검증 verify_ceea454e8d5855fa9e5d: verified-content-v1-0076 · 판단 보류
확인 범위: 서지정보만 확인 · 주장: context · S3ResearchAgent · 2026-07-18T14:58:48.524428Z
자료: R2-RESTIC:7f893ca5afd2cfb6fe320e9b61063ccc70e75a7a96589420038c8cf338b273be; archive-manifest-sha256=e28171fb69e141ce306d92dfe4b10e6cdc6e81d4fa910c30a846204dbcf8edf8; sha256=0c6fa2a5371e8a8ddcefbbee101aed8090ef391464132f13700c5bb0d4e4ad2f / 위치: 보존 파일 objects/sha256/0c/0c6fa2a5371e8a8ddcefbbee101aed8090ef391464132f13700c5bb0d4e4ad2f
보존 객체는 cookie/landing page이므로 서지 위치만 확인했고 본문 주장을 검증하지 못함.



자료 검증 verify_5df3625a64e63a158d0d: canonical-paper-v2-e473bf0c · 판단 보류
확인 범위: 서지정보만 확인 · 주장: context · S3ResearchAgent · 2026-07-18T14:58:48.786257Z
자료: R2-RESTIC:7f893ca5afd2cfb6fe320e9b61063ccc70e75a7a96589420038c8cf338b273be; archive-manifest-sha256=e28171fb69e141ce306d92dfe4b10e6cdc6e81d4fa910c30a846204dbcf8edf8; sha256=0c6fa2a5371e8a8ddcefbbee101aed8090ef391464132f13700c5bb0d4e4ad2f / 위치: 보존 파일 objects/sha256/0c/0c6fa2a5371e8a8ddcefbbee101aed8090ef391464132f13700c5bb0d4e4ad2f
보존 객체는 cookie/landing page이므로 서지 위치만 확인했고 본문 주장을 검증하지 못함.



자료 검증 verify_a68eda6006a42c2e1ed2: canonical-paper-v2-e473bf0c · 판단 보류
확인 범위: 서지정보만 확인 · 주장: observation,interpretation,reusable_lesson · S3ResearchAgent · 2026-07-18T14:58:48.983619Z
자료: R2-RESTIC:7f893ca5afd2cfb6fe320e9b61063ccc70e75a7a96589420038c8cf338b273be; archive-manifest-sha256=e28171fb69e141ce306d92dfe4b10e6cdc6e81d4fa910c30a846204dbcf8edf8; sha256=0c6fa2a5371e8a8ddcefbbee101aed8090ef391464132f13700c5bb0d4e4ad2f; high-confidence adjudication ledger / 위치: Saved HTML inspected in full; it is a cookie/landing/generic metadata page and contains no claim-bearing text covering O/I/R.
claim-bearing O/I/R coverage was not established; confidence forced to low