Vodka: Rethink Benchmarking Philosophy in HTAP Systems

Summary: Vodka is an HTAP benchmark that jointly evaluates resource isolation, consistency, and data sharing by enforcing consistent workload complexity via formalized manipulation of query operator cardinalities across data sizes. Introduces column-value-grained versioning for query-oriented freshness and a lightweight point-query method to precisely measure synchronization and data-sharing efficiency. (summarized by gpt-5-mini on Mar 13 2026)

Paper ID: 14334
Venue: VLDB
Year: 2026
Pagerank: 4.1945683e-05
Overall Rank: 10,293 | 28.40%
DOI: 10.14778/3778092.3778107

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Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 39 of 39 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
488	TiDB: A Raft-based HTAP Database	2020	VLDB	0.000220409
596	HYRISE—A Main Memory Hybrid Storage Engine	2011	VLDB	0.00019481482
826	ALEX: An Updatable Adaptive Learned Index	2020	SIGMOD	0.00016224841
857	The PGM-index: a fully-dynamic compressed learned index with provable worst-case bounds	2020	VLDB	0.00015882892
1,419	Highly Available Transactions: Virtues and Limitations	2014	VLDB	0.00012079793
1,432	An Empirical Evaluation of In-Memory Multi-Version Concurrency Control	2017	VLDB	0.00012017544
1,507	BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications	2017	SIGMOD	0.00011617967
1,593	PolarFS: An Ultra-low Latency and Failure Resilient Distributed File System for Shared Storage Cloud Database	2018	VLDB	0.00011224049
1,638	Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation	2022	VLDB	0.00011049779
1,984	Amazon Aurora: On Avoiding Distributed Consensus for I/Os, Commits, and Membership Changes	2018	SIGMOD	9.8607096e-05
2,252	Compiling Mappings to Bridge Applications and Databases	2007	SIGMOD	9.1976999e-05
2,312	Real-Time Analytical Processing with SQL Server	2015	VLDB	9.0530853e-05
2,670	Efficient Oblivious Database Joins	2020	VLDB	8.3379158e-05
2,691	Greenplum: A Hybrid Database for Transactional and Analytical Workloads	2021	SIGMOD	8.2909126e-05
2,926	Design Principles for Scaling Multi-core OLTP Under High Contention	2016	SIGMOD	7.884983e-05
3,471	Parallel Replication across Formats in SAP HANA for Scaling Out Mixed OLTP/OLAP Workloads	2017	VLDB	7.0639872e-05
3,768	F1 Lightning: HTAP as a Service	2020	VLDB	6.7782774e-05
3,954	Efficiently Approximating Selectivity Functions using Low Overhead Regression Models	2020	VLDB	6.5926838e-05
4,284	HTAP Databases: What is New and What is Next	2022	SIGMOD	6.2914924e-05
4,694	Scalable Reservoir Sampling on Many-Core CPUs	2019	SIGMOD	5.9944898e-05
5,005	Adaptive HTAP through Elastic Resource Scheduling	2020	SIGMOD	5.7641797e-05
5,865	ByteHTAP: ByteDance’s HTAP System with High Data Freshness and Strong Data Consistency	2022	VLDB	5.296893e-05
5,923	HyBench: A New Benchmark for HTAP Databases	2024	VLDB	5.2721765e-05
6,170	PolarDB-IMCI: A Cloud-Native HTAP Database System at Alibaba	2023	SIGMOD	5.171601e-05
6,302	Diva: Making MVCC Systems HTAP-Friendly	2022	SIGMOD	5.1215989e-05
6,501	How Good is My HTAP System?	2022	SIGMOD	5.0374293e-05
6,685	How Good are Learned Cost Models, Really? Insights from Query Optimization Tasks	2025	SIGMOD	4.9627485e-05
7,123	ASM: Harmonizing Autoregressive Model, Sampling, and Multi-dimensional Statistics Merging for Cardinality Estimation	2024	SIGMOD	4.8251036e-05
7,683	TDSQL: Tencent Distributed Database System	2024	VLDB	4.6799361e-05
7,688	Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads	2022	VLDB	4.6772837e-05
7,755	Timestamp as a Service, not an Oracle	2024	VLDB	4.6599935e-05
7,876	Two Birds With One Stone: Designing a Hybrid Cloud Storage Engine for HTAP	2024	VLDB	4.6298182e-05
8,806	Online Schema Evolution is (Almost) Free for Snapshot Databases	2023	VLDB	4.446517e-05
8,834	ByteCard: Enhancing ByteDance’s Data Warehouse with Learned Cardinality Estimation	2024	SIGMOD	4.4394021e-05
9,084	From Nested-Loop to Join Queries in OODB	1994	VLDB	4.3996109e-05
9,958	OceanBase Paetica: A Hybrid Shared-nothing/Shared-everything Database for Supporting Single Machine and Distributed Cluster	2023	VLDB	4.2364477e-05
10,421	A Query-Aware Enormous Database Generator For System Performance Evaluation	2025	SIGMOD	4.1945683e-05
10,633	AQETuner: Reliable Query-level Configuration Tuning for Analytical Query Engines	2025	VLDB	4.1945683e-05
11,092	Native Distributed Databases: Problems, Challenges and Opportunities	2024	VLDB	4.1945683e-05

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