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How Good is My HTAP System?

Summary: Introduces throughput frontier to visualize joint HTAP OLTP/OLAP throughput and interference, plus a freshness metric for real-time analytics. Presents HATtrick, a practical benchmark combining these metrics, and evaluates three HTAP systems across configurations. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hf70ed9f094cfc0a4
Venue
SIGMOD
Year
2022
Pagerank
6.0193298e-05
Overall Rank
5,712 | 61.61%
DOI
10.1145/3514221.3526148

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{milkai_sigmod22,
        title = {{How Good is My HTAP System?}},
        author = {Milkai, Elena and Chronis, Yannis and Gaffney, Kevin P. and Guo, Zhihan and Patel, Jignesh M. and Yu, Xiangyao},
        series = {{SIGMOD} '22},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3514221.3526148},
        url = {https://dl.acm.org/doi/10.1145/3514221.3526148},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
34 The Design Of Postgres 1986 SIGMOD 0.00049129967
35 Hekaton: SQL Server’s Memory-Optimized OLTP Engine 2013 SIGMOD 0.00047996489
99 The Design of the POSTGRES Storage System 1987 VLDB 0.00034019355
163 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027480091
228 Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems 2015 SIGMOD 0.00023915456
234 TiDB: A Raft-based HTAP Database 2020 VLDB 0.00023756332
401 A Case for Fractured Mirrors 2002 VLDB 0.00019102313
575 Efficient Transaction Processing in SAP HANA Database – The End of a Column Store Myth 2012 SIGMOD 0.00016134406
861 An Empirical Evaluation of In-Memory Multi-Version Concurrency Control 2017 VLDB 0.00013401147
1,200 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011559584
1,242 BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications 2017 SIGMOD 0.00011378275
1,321 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00011038031
1,675 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.9136747e-05
1,791 Greenplum: A Hybrid Database for Transactional and Analytical Workloads 2021 SIGMOD 9.6213736e-05
2,181 Leveraging Lock Contention to Improve OLTP Application Performance 2016 VLDB 8.907952e-05
2,279 Design Principles for Scaling Multi-core OLTP Under High Contention 2016 SIGMOD 8.7047643e-05
2,499 Towards Scalable Real-time Analytics: An Architecture for Scale-out of OLxP Workloads 2015 VLDB 8.3795899e-05
2,873 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.9190136e-05
2,998 F1 Lightning: HTAP as a Service 2020 VLDB 7.7667188e-05
3,048 Handling Highly Contended OLTP Workloads Using Fast Dynamic Partitioning 2020 SIGMOD 7.7087933e-05
3,644 Db2 Event Store: A Purpose-Built IoT Database Engine 2020 VLDB 7.1393043e-05
3,804 Evolving Databases for New-Gen Big Data Applications 2017 CIDR 7.010309e-05
3,934 The Case For Heterogeneous HTAP 2017 CIDR 6.9145781e-05
4,401 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD 6.6121514e-05
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