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Trill: A High-Performance Incremental Query Processor for Diverse Analytics

Summary: Trill's tempo-relational model unifies streaming and relational analytics with early results. Streaming batched-columnar data and dynamic compilation yield 2–4x higher streaming throughput, offline queries competitive with modern columnar DBMS, and integration as a high-level library across fabrics. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h8bbc7cfef190382e
Venue
VLDB
Year
2015
Pagerank
0.00014778299
Overall Rank
685 | 95.40%
DOI
10.14778/2735496.2735502
PDF
Download (CC BY-NC-ND 3.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{chandramouli_vldb15,
        title = {{Trill: A High-Performance Incremental Query Processor for Diverse Analytics}},
        author = {Chandramouli, Badrish and Goldstein, Jonathan and Barnett, Mike and DeLine, Robert and Fisher, Danyel and Platt, John C. and Terwilliger, James F. and Wernsing, John},
        journal = {PVLDB},
        series = {{VLDB} '15},
        volume = {8},
        number = {4},
        pages = {401--412},
        doi = {10.14778/2735496.2735502},
        url = {https://doi.org/10.14778/2735496.2735502},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 60 citing papers.

Rank Citing Paper Year Venue Pagerank
325 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.0002095522
1,061 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012208639
1,123 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.00011926683
1,828 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.547768e-05
1,833 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.5376219e-05
1,939 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.3299482e-05
2,437 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.4668658e-05
2,873 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.9190136e-05
3,034 Chi: A Scalable and Programmable Control Plane for Distributed Stream Processing Systems 2018 VLDB 7.7301387e-05
3,048 Handling Highly Contended OLTP Workloads Using Fast Dynamic Partitioning 2020 SIGMOD 7.7087933e-05
3,108 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.6392673e-05
3,114 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 7.6321464e-05
3,128 How to Win a Hot Dog Eating Contest: Distributed Incremental View Maintenance with Batch Updates 2016 SIGMOD 7.611678e-05
3,923 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.919667e-05
3,985 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 6.8708857e-05
4,453 Consistency and Completeness: Rethinking Distributed Stream Processing in Apache Kafka 2021 SIGMOD 6.59179e-05
4,919 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 6.3519157e-05
5,061 Change Propagation Without Joins 2023 VLDB 6.2897936e-05
5,234 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 6.2159562e-05
5,340 Supporting Our AI Overlords: Redesigning Data Systems to be Agent-First 2026 CIDR 6.1719029e-05
5,454 High-Performance Row Pattern Recognition Using Joins 2023 VLDB 6.1225019e-05
6,125 Parallel Index-based Stream Join on a Multicore CPU 2020 SIGMOD 5.8761704e-05
6,176 Helios: Hyperscale Indexing for the Cloud & Edge 2020 VLDB 5.8585082e-05
6,220 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.8447948e-05
6,248 The Cosmos Big Data Platform at Microsoft: Over a Decade of Progress and a Decade to Look Forward 2021 VLDB 5.8345657e-05
6,389 Maintaining Acyclic Foreign-Key Joins under Updates 2020 SIGMOD 5.8014043e-05
6,444 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 5.7807677e-05
6,543 A Holistic View of Stream Partitioning Costs 2017 VLDB 5.7496377e-05
6,601 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 5.737728e-05
6,626 Watermarks in Stream Processing Systems: Semantics and Comparative Analysis of Apache Flink and Google Cloud Dataflow 2021 VLDB 5.7288333e-05
6,793 Hazelcast Jet: Low-latency Stream Processing at the 99.99th Percentile 2021 VLDB 5.6793645e-05
6,990 FASTER: An Embedded Concurrent Key-Value Store for State Management 2018 VLDB 5.6256457e-05
7,322 Ananke: A Streaming Framework for Live Forward Provenance 2021 VLDB 5.5517489e-05
7,616 Computing Complex Temporal Join Queries Efficiently 2022 SIGMOD 5.4822011e-05
7,728 Resource-efficient Shared Query Execution via Exploiting Time Slackness 2021 SIGMOD 5.4649863e-05
7,840 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 5.4409637e-05
8,137 Thrifty Query Execution via Incrementability 2020 SIGMOD 5.391109e-05
8,147 Concurrent Prefix Recovery: Performing CPR on a Database 2019 SIGMOD 5.3894617e-05
8,338 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 5.3502656e-05
8,410 Spur: Mitigating Slow Instances in Large-Scale Streaming Pipelines 2020 SIGMOD 5.3360542e-05
8,433 Correctness in Stream Processing: Challenges and Opportunities 2022 CIDR 5.3324907e-05
8,549 Serverless State Management Systems 2024 CIDR 5.3164803e-05
8,873 Optimization of Threshold Functions over Streams 2021 VLDB 5.2597749e-05
8,875 T-ReX: Optimizing Pattern Search on Time Series 2023 SIGMOD 5.2592262e-05
9,209 Dalton: Learned Partitioning for Distributed Data Streams 2023 VLDB 5.2060149e-05
9,262 Enabling Signal Processing over Data Streams 2017 SIGMOD 5.2032182e-05
9,482 Elasticutor: Rapid Elasticity for Realtime Stateful Stream Processing 2019 SIGMOD 5.1687151e-05
9,641 Shrink - Prescribing Resiliency Solutions for Streaming 2017 VLDB 5.1446858e-05
9,817 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 5.1233734e-05
10,087 DARQ Matter Binds Everything: Performant and Composable Cloud Programming via Resilient Steps 2023 SIGMOD 5.0806786e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank Cited Paper Year Venue Pagerank
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.0006897844
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00064013679
26 Models and Issues in Data Stream Systems 2002 PODS 0.00052097907
30 SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets 2008 VLDB 0.00050475202
43 A Comparison of Approaches to Large-Scale Data Analysis 2009 SIGMOD 0.0004552807
127 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030414379
218 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00024379041
425 Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems 2012 VLDB 0.00018485358
895 Consistent Streaming Through Time: A Vision for Event Stream Processing 2007 CIDR 0.00013204961
944 Enhancements to SQL Server Column Stores 2013 SIGMOD 0.00012934104
2,233 Shark: Fast Data Analysis Using Coarse-grained Distributed Memory 2012 SIGMOD 8.7921042e-05
3,160 S-Store: A Streaming NewSQL System for Big Velocity Applications 2014 VLDB 7.5773134e-05
3,258 How to Fit when No One Size Fits 2013 CIDR 7.4839611e-05
5,744 Scalable Progressive Analytics on Big Data in the Cloud 2013 VLDB 6.0072829e-05
7,178 REEF: Retainable Evaluator Execution Framework 2013 VLDB 5.5909045e-05
7,331 Stat! - An Interactive Analytics Environment for Big Data 2013 SIGMOD 5.5483611e-05
Previous Page 1 / 1 Next

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