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The Vertica Analytic Database: C-Store 7 Years Later

Summary: Describes Vertica, a commercial evolution of C-Store: a distributed, columnar RDBMS combining a classical relational interface, full ACID transactions, and petabyte-scale analytic performance. Distills architectural deviations and deployment lessons from seven years of commercialization. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hb82f629297c2feef
Venue
VLDB
Year
2012
Pagerank
0.00026571747
Overall Rank
177 | 98.82%
DOI
10.14778/2367502.2367510

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{lamb_vldb12,
        title = {{The Vertica Analytic Database: C-Store 7 Years Later}},
        author = {Lamb, Andrew and Fuller, Matt and Varadarajan, Ramakrishna and Tran, Nga and Vandiver, Ben and Doshi, Lyric and Bear, Chuck},
        journal = {PVLDB},
        series = {{VLDB} '12},
        volume = {5},
        number = {12},
        pages = {1790--1801},
        doi = {10.14778/2367502.2367510},
        url = {https://doi.org/10.14778/2367502.2367510},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 42 of 92 citing papers.

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5,154 Fast Database Restarts at Facebook 2014 SIGMOD 6.2372301e-05
5,181 NashDB: An End-to-End Economic Method for Elastic Database Fragmentation, Replication, and Provisioning 2018 SIGMOD 6.2255681e-05
5,192 PolarDB-IMCI: A Cloud-Native HTAP Database System at Alibaba 2023 SIGMOD 6.2209024e-05
5,236 A Padded Encoding Scheme to Accelerate Scans by Leveraging Skew 2015 SIGMOD 6.2037372e-05
5,324 CliffGuard: A Principled Framework for Finding Robust Database Designs 2015 SIGMOD 6.1645235e-05
5,339 OctopusFS: A Distributed File System with Tiered Storage Management 2017 SIGMOD 6.1607752e-05
5,367 Adaptive and Robust Query Execution for Lakehouses at Scale 2024 VLDB 6.1462017e-05
5,399 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 6.1336701e-05
5,633 A Topology-Aware Localized Update Strategy for Graph-Based ANN Index 2026 VLDB 6.039647e-05
5,707 Large-scale Predictive Analytics in Vertica: Fast Data Transfer, Distributed Model Creation, and In-database Prediction 2015 SIGMOD 6.011012e-05
5,788 Diva: Making MVCC Systems HTAP-Friendly 2022 SIGMOD 5.9763511e-05
5,839 Design and Evaluation of Storage Organizations for Read-Optimized Main Memory Databases 2013 VLDB 5.957817e-05
6,056 Page As You Go: Piecewise Columnar Access In SAP HANA 2016 SIGMOD 5.8840335e-05
6,157 DataXFormer: Leveraging the Web for Semantic Transformations 2015 CIDR 5.8532316e-05
6,463 Heracles: An Efficient Storage Model and Data Flushing for Performance Monitoring Timeseries 2021 VLDB 5.7601255e-05
6,920 MILC: Inverted List Compression in Memory 2017 VLDB 5.631163e-05
6,977 Jigsaw: A Data Storage and Query Processing Engine for Irregular Table Partitioning 2021 SIGMOD 5.6135617e-05
7,169 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 5.5789764e-05
7,369 Bullion: A Column Store for Machine Learning 2025 CIDR 5.5261972e-05
7,508 Building the Enterprise Fabric for Big Data with Vertica and Spark Integration 2016 SIGMOD 5.4919012e-05
7,918 Using VDMS to Index and Search 100M Images 2021 VLDB 5.4112841e-05
8,596 Practical DB-OS Co-Design with Privileged Kernel Bypass 2025 SIGMOD 5.2926896e-05
9,031 ByteCard: Enhancing ByteDance’s Data Warehouse with Learned Cardinality Estimation 2024 SIGMOD 5.219814e-05
9,067 Bringing Cloud-Native Storage to SAP IQ 2021 SIGMOD 5.2134185e-05
9,079 Optimizing Disjunctive Queries with Tagged Execution 2024 SIGMOD 5.2106452e-05
9,363 Meta's Next-generation Realtime Monitoring and Analytics Platform 2022 VLDB 5.1727202e-05
9,367 Hybrid Row-Column Partitioning in Teradata 2016 VLDB 5.1726624e-05
9,396 Extending SQL to Return a Subdatabase 2025 SIGMOD 5.1672232e-05
9,468 Data Stream Warehousing in Tidalrace 2015 CIDR 5.1588779e-05
9,594 Global Hash Tables Strike Back! An Analysis of Parallel GROUP BY Aggregation 2026 VLDB 5.1376962e-05
9,608 A Step Toward Deep Online Aggregation 2023 SIGMOD 5.1376962e-05
10,039 Selective Late Materialization in Modern Analytical Databases 2025 VLDB 5.0786422e-05
10,299 Shared Load(ing): Efficient Bulk Loading into Optimized Storage 2020 CIDR 5.0302708e-05
10,631 Counting Is All You Need for Instant Tuple Discovery: Enabling Real-Time HTAP in Standalone DBMSs 2026 SIGMOD 4.9605343e-05
10,985 Reaching the Pinnacle of TPC-DS: Co-design of Architecture, Executor, and Storage in TDSQL 2026 VLDB 4.9605343e-05
10,986 AutoLiquid: Autonomic Data Layout Optimization for the Databricks Lakehouse 2026 VLDB 4.9605343e-05
10,992 Virtualizing Recursion: Just-In-Time Graph Analytics in a Hyperscale Relational Warehouse 2026 VLDB 4.9605343e-05
10,996 Benchmarking Native In-Database TPCx-AI at 100 Terabytes in Ocient Hyperscale Data Warehouse: An Eight-Use-Case Study of Classical and Statistical ML on Relational Primitives 2026 VLDB 4.9605343e-05
11,186 Rapid Data Ingestion through DB-OS Co-design 2025 SIGMOD 4.9605343e-05
11,967 High-dimensional Data Cubes 2022 VLDB 4.9605343e-05
12,342 Fast Searchable Encryption With Tunable Locality 2017 SIGMOD 4.9605343e-05
12,599 Designing Query Optimizers for Big Data Problems of The Future 2013 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

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