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Scaling a Declarative Cluster Manager Architecture with Query Optimization Techniques

Summary: C-SQL: a formal SQL-like language to express cluster placement as constraint optimization. Using query-optimizer techniques (incremental view maintenance, predicate pushdown) scales DCM to 10^4 nodes, yielding ~3000× DB latency speedup and up to 300× reduction in problem size (Kubernetes scheduler case study). (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h5432d9ddb4fe670a
Venue
VLDB
Year
2023
Pagerank
5.3573407e-05
Overall Rank
8,231 | 44.83%
DOI
10.14778/3603581.3603599
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{rong_vldb23,
        title = {{Scaling a Declarative Cluster Manager Architecture with Query Optimization Techniques}},
        author = {Rong, Kexin and Budiu, Mihai and Skiadopoulos, Athinagoras and Suresh, Lalith and Tai, Amy},
        journal = {PVLDB},
        series = {{VLDB} '23},
        volume = {16},
        number = {10},
        pages = {2618--2631},
        doi = {10.14778/3603581.3603599},
        url = {https://doi.org/10.14778/3603581.3603599},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
4,898 Solver-In-The-Loop Cluster Resource Management for Database-as-a-Service 2023 VLDB 6.3489037e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
62 Maintaining Views Incrementally 1993 SIGMOD 0.00038944207
125 Predicate Migration: Optimizing Queries with Expensive Predicates 1993 SIGMOD 0.00030398363
273 NoScope: Optimizing Neural Network Queries over Video at Scale 2017 VLDB 0.00022518449
278 Accelerating Machine Learning Inference with Probabilistic Predicates 2018 SIGMOD 0.00022277737
388 Incremental Maintenance of Views with Duplicates 1995 SIGMOD 0.0001928135
400 View Maintenance in a Warehousing Environment 1995 SIGMOD 0.00019089369
408 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00018836656
444 Differential dataflow 2013 CIDR 0.0001815754
927 Materialized View Selection and Maintenance Using Multi-Query Optimization 2001 SIGMOD 0.00013020035
1,032 Cost-Based Optimization for Magic: Algebra and Implementation 1996 SIGMOD 0.00012376627
1,122 Query Optimization by Predicate Move-Around 1994 VLDB 0.00011915958
1,150 Algorithms for Deferred View Maintenance 1996 SIGMOD 0.00011766641
1,790 Lazy Maintenance of Materialized Views 2007 VLDB 9.6228433e-05
2,124 Opening the Black Boxes in Data Flow Optimization 2012 VLDB 8.9915327e-05
3,476 DBOS: A DBMS-oriented Operating System 2022 VLDB 7.2552418e-05
3,702 Implementation of Magic-sets in a Relational Database System 1994 SIGMOD 7.0617354e-05
3,946 Operator Placement for In-Network Stream Query Processing 2005 PODS 6.8915706e-05
7,547 CONSTRAINT QUERY LANGUAGES (preliminary report) 1990 PODS 5.4816503e-05
8,042 Optimizing Iceberg Queries with Complex Joins 2017 SIGMOD 5.3852464e-05
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