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Dremel: Interactive Analysis of Web-Scale Datasets

Summary: Dremel: scalable interactive query system for nested data, using multilevel execution trees and columnar layout for aggregations. Nested-columnar storage and tree-based execution enable petabyte-scale analysis on thousands of CPUs, complementing MapReduce. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
ha2f19a0707fe9579
Venue
VLDB
Year
2010
Pagerank
0.00043160717
Overall Rank
49 | 99.68%
DOI
10.14778/1920841.1920886

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{melnik_vldb10,
        title = {{Dremel: Interactive Analysis of Web-Scale Datasets}},
        author = {Melnik, Sergey and Gubarev, Andrey and Long, Jing Jing and Romer, Geoffrey and Shivakumar, Shiva and Tolton, Matt and Vassilakis, Theo},
        journal = {PVLDB},
        series = {{VLDB} '10},
        volume = {3},
        number = {1},
        pages = {330--339},
        doi = {10.14778/1920841.1920886},
        url = {https://doi.org/10.14778/1920841.1920886},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 132 citing papers.

Rank Citing Paper Year Venue Pagerank
3,808 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 7.0097354e-05
3,835 Presto: A Decade of SQL Analytics at Meta 2023 SIGMOD 6.9931698e-05
3,891 Apache Tez: A Unifying Framework for Modeling and Building Data Processing Applications 2015 SIGMOD 6.9432955e-05
3,916 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.9285787e-05
3,928 Big Metadata: When Metadata is Big Data 2021 VLDB 6.9192051e-05
3,930 Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System 2022 VLDB 6.9185978e-05
4,024 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.8472018e-05
4,034 Exploiting Cloud Object Storage for High-Performance Analytics 2023 VLDB 6.8393244e-05
4,059 Database-Agnostic Workload Management 2019 CIDR 6.8251711e-05
4,074 Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine 2024 SIGMOD 6.8198673e-05
4,105 Napa: Powering Scalable Data Warehousing with Robust Query Performance at Google 2021 VLDB 6.8053165e-05
4,172 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 6.7598973e-05
4,287 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.6869736e-05
4,337 Algorithmic Aspects of Parallel Query Processing 2018 SIGMOD 6.6541797e-05
4,530 BigLake: BigQuery’s Evolution toward a Multi-Cloud Lakehouse 2024 SIGMOD 6.5588866e-05
4,635 A Deep Dive into Common Open Formats for Analytical DBMSs 2023 VLDB 6.4932705e-05
4,818 Continuous Cloud-Scale Query Optimization and Processing 2013 VLDB 6.3964573e-05
4,832 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 6.3895407e-05
5,005 Using Cloud Functions as Accelerator for Elastic Data Analytics 2023 SIGMOD 6.3177105e-05
5,127 Fast Database Restarts at Facebook 2014 SIGMOD 6.2608485e-05
5,213 A Padded Encoding Scheme to Accelerate Scans by Leveraging Skew 2015 SIGMOD 6.2250048e-05
5,516 Randomized Error Removal for Online Spread Estimation in Data Streaming 2021 VLDB 6.0970248e-05
5,526 AQWA: Adaptive Query-Workload-Aware Partitioning of Big Spatial Data 2015 VLDB 6.0937354e-05
5,667 Enabling Incremental Query Re-Optimization 2016 SIGMOD 6.0458446e-05
5,745 Scalable Progressive Analytics on Big Data in the Cloud 2013 VLDB 6.0090513e-05
5,817 VectorH: Taking SQL-on-Hadoop to the Next Level 2016 SIGMOD 5.9840356e-05
5,852 An LSM-based Tuple Compaction Framework for Apache AsterixDB 2020 VLDB 5.9711113e-05
5,916 Diva: Making MVCC Systems HTAP-Friendly 2022 SIGMOD 5.9486769e-05
5,930 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 5.9438354e-05
6,278 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.8263939e-05
6,392 Selection Pushdown in Column Stores using Bit Manipulation Instructions 2023 SIGMOD 5.800848e-05
6,438 Scalable Querying of Nested Data 2021 VLDB 5.7851309e-05
6,518 Exploiting Common Patterns for Tree-Structured Data 2017 SIGMOD 5.757997e-05
6,648 Workload Insights From The Snowflake Data Cloud: What Do Production Analytic Queries Really Look Like? 2025 VLDB 5.7215989e-05
6,679 Semistructured Models, Queries and Algebras in the Big Data Era 2016 SIGMOD 5.7106712e-05
6,737 CompressDB: Enabling Efficient Compressed Data Direct Processing for Various Databases 2022 SIGMOD 5.6925989e-05
6,753 Multi-Tenant Cloud Data Services: State-of-the-Art, Challenges and Opportunities 2022 SIGMOD 5.6904085e-05
6,958 JetScope: Reliable and Interactive Analytics at Cloud Scale 2015 VLDB 5.634024e-05
6,984 Leveraging Compression in the Tableau Data Engine 2014 SIGMOD 5.6285605e-05
7,312 Bubble Execution: Resource-aware Reliable Analytics at Cloud Scale 2018 VLDB 5.5555613e-05
7,328 Stat! - An Interactive Analytics Environment for Big Data 2013 SIGMOD 5.5508575e-05
7,456 Closing the functional and Performance Gap between SQL and NoSQL 2016 SIGMOD 5.5223997e-05
7,540 Storing and Querying Tree-Structured Records in Dremel 2014 VLDB 5.4988709e-05
7,693 STEED: An Analytical Database System for TrEE-structured Data 2017 VLDB 5.4768655e-05
7,701 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.474978e-05
8,160 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 5.3871591e-05
8,271 Sigma Workbook: A Spreadsheet for Cloud Data Warehouses 2022 VLDB 5.3643259e-05
8,552 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 5.316708e-05
8,624 Piranha: Optimizing Short Jobs in Hadoop 2013 VLDB 5.3009314e-05
8,784 Extending Polaris to Support Transactions 2024 SIGMOD 5.2771996e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

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