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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
0.00043085722
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
3,809 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 6.9890843e-05
3,847 Presto: A Decade of SQL Analytics at Meta 2023 SIGMOD 6.9668258e-05
3,901 Apache Tez: A Unifying Framework for Modeling and Building Data Processing Applications 2015 SIGMOD 6.9183133e-05
3,927 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.9025015e-05
3,941 Big Metadata: When Metadata is Big Data 2021 VLDB 6.8939123e-05
3,945 Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System 2022 VLDB 6.8925046e-05
4,029 CLAMShell: Speeding up Crowds for Low-latency Data Labeling 2016 VLDB 6.8285702e-05
4,058 Exploiting Cloud Object Storage for High-Performance Analytics 2023 VLDB 6.8134824e-05
4,061 Database-Agnostic Workload Management 2019 CIDR 6.8129772e-05
4,095 Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine 2024 SIGMOD 6.7952274e-05
4,126 Napa: Powering Scalable Data Warehousing with Robust Query Performance at Google 2021 VLDB 6.7797675e-05
4,187 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 6.7378942e-05
4,284 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.6710929e-05
4,357 Algorithmic Aspects of Parallel Query Processing 2018 SIGMOD 6.6290396e-05
4,373 A Deep Dive into Common Open Formats for Analytical DBMSs 2023 VLDB 6.6191786e-05
4,546 BigLake: BigQuery’s Evolution toward a Multi-Cloud Lakehouse 2024 SIGMOD 6.5341042e-05
4,842 Continuous Cloud-Scale Query Optimization and Processing 2013 VLDB 6.3734445e-05
4,855 ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data 2018 VLDB 6.3657929e-05
4,999 Using Cloud Functions as Accelerator for Elastic Data Analytics 2023 SIGMOD 6.3086259e-05
5,154 Fast Database Restarts at Facebook 2014 SIGMOD 6.2372301e-05
5,236 A Padded Encoding Scheme to Accelerate Scans by Leveraging Skew 2015 SIGMOD 6.2037372e-05
5,540 Randomized Error Removal for Online Spread Estimation in Data Streaming 2021 VLDB 6.0739875e-05
5,554 AQWA: Adaptive Query-Workload-Aware Partitioning of Big Spatial Data 2015 VLDB 6.0707181e-05
5,673 Enabling Incremental Query Re-Optimization 2016 SIGMOD 6.0252485e-05
5,756 Scalable Progressive Analytics on Big Data in the Cloud 2013 VLDB 5.987569e-05
5,788 Diva: Making MVCC Systems HTAP-Friendly 2022 SIGMOD 5.9763511e-05
5,833 VectorH: Taking SQL-on-Hadoop to the Next Level 2016 SIGMOD 5.9622515e-05
5,867 An LSM-based Tuple Compaction Framework for Apache AsterixDB 2020 VLDB 5.9486081e-05
5,944 Hillview: A trillion-cell spreadsheet for big data 2019 VLDB 5.9213827e-05
6,293 Just-In-Time Data Virtualization: Lightweight Data Management with ViDa 2015 CIDR 5.8045404e-05
6,400 Selection Pushdown in Column Stores using Bit Manipulation Instructions 2023 SIGMOD 5.7811299e-05
6,452 Scalable Querying of Nested Data 2021 VLDB 5.7633655e-05
6,532 Exploiting Common Patterns for Tree-Structured Data 2017 SIGMOD 5.7362407e-05
6,658 Workload Insights From The Snowflake Data Cloud: What Do Production Analytic Queries Really Look Like? 2025 VLDB 5.7025639e-05
6,696 Semistructured Models, Queries and Algebras in the Big Data Era 2016 SIGMOD 5.6892156e-05
6,737 CompressDB: Enabling Efficient Compressed Data Direct Processing for Various Databases 2022 SIGMOD 5.6777728e-05
6,768 Multi-Tenant Cloud Data Services: State-of-the-Art, Challenges and Opportunities 2022 SIGMOD 5.6693759e-05
6,975 Leveraging Compression in the Tableau Data Engine 2014 SIGMOD 5.6142085e-05
6,981 JetScope: Reliable and Interactive Analytics at Cloud Scale 2015 VLDB 5.6127553e-05
7,332 Bubble Execution: Resource-aware Reliable Analytics at Cloud Scale 2018 VLDB 5.5351368e-05
7,350 Stat! - An Interactive Analytics Environment for Big Data 2013 SIGMOD 5.5300606e-05
7,479 Closing the functional and Performance Gap between SQL and NoSQL 2016 SIGMOD 5.5015337e-05
7,562 Storing and Querying Tree-Structured Records in Dremel 2014 VLDB 5.478096e-05
7,712 STEED: An Analytical Database System for TrEE-structured Data 2017 VLDB 5.4561733e-05
7,720 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.4542911e-05
8,175 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 5.3689261e-05
8,294 Sigma Workbook: A Spreadsheet for Cloud Data Warehouses 2022 VLDB 5.344057e-05
8,578 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 5.2966191e-05
8,650 Piranha: Optimizing Short Jobs in Hadoop 2013 VLDB 5.2809021e-05
8,809 Extending Polaris to Support Transactions 2024 SIGMOD 5.2574524e-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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