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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
11341
Venue
VLDB
Year
2015
Pagerank
0.00014715033
Overall Rank
710 | 95.14%
DOI
10.14778/2735496.2735502

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 58 citing papers.

Rank Citing Paper Year Venue Pagerank
361 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020138717
1,108 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012145154
1,190 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.00011743246
1,792 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.7436856e-05
1,799 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.7326398e-05
1,915 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.4884706e-05
2,391 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.6413407e-05
2,868 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 8.0156936e-05
2,998 Handling Highly Contended OLTP Workloads Using Fast Dynamic Partitioning 2020 SIGMOD 7.8727047e-05
3,060 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.8062155e-05
3,087 How to Win a Hot Dog Eating Contest: Distributed Incremental View Maintenance with Batch Updates 2016 SIGMOD 7.7702906e-05
3,117 Chi: A Scalable and Programmable Control Plane for Distributed Stream Processing Systems 2018 VLDB 7.7382559e-05
3,206 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 7.6367549e-05
3,851 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 7.0735328e-05
3,930 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 7.0102082e-05
4,389 Consistency and Completeness: Rethinking Distributed Stream Processing in Apache Kafka 2021 SIGMOD 6.7304854e-05
4,820 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 6.493623e-05
4,985 Change Propagation Without Joins 2023 VLDB 6.412102e-05
5,301 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 6.2750553e-05
5,321 High-Performance Row Pattern Recognition Using Joins 2023 VLDB 6.2659937e-05
6,012 Parallel Index-based Stream Join on a Multicore CPU 2020 SIGMOD 6.0102675e-05
6,045 Helios: Hyperscale Indexing for the Cloud & Edge 2020 VLDB 5.9957544e-05
6,121 The Cosmos Big Data Platform at Microsoft: Over a Decade of Progress and a Decade to Look Forward 2021 VLDB 5.9688569e-05
6,122 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 5.9687498e-05
6,210 Supporting Our AI Overlords: Redesigning Data Systems to be Agent-First 2026 CIDR 5.9425753e-05
6,332 Maintaining Acyclic Foreign-Key Joins under Updates 2020 SIGMOD 5.9107433e-05
6,349 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 5.9049304e-05
6,410 A Holistic View of Stream Partitioning Costs 2017 VLDB 5.884019e-05
6,482 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 5.8668582e-05
6,502 Watermarks in Stream Processing Systems: Semantics and Comparative Analysis of Apache Flink and Google Cloud Dataflow 2021 VLDB 5.8604458e-05
7,294 Hazelcast Jet: Low-latency Stream Processing at the 99.99th Percentile 2021 VLDB 5.6532162e-05
7,437 FASTER: An Embedded Concurrent Key-Value Store for State Management 2018 VLDB 5.6191179e-05
7,579 Resource-efficient Shared Query Execution via Exploiting Time Slackness 2021 SIGMOD 5.592546e-05
7,590 Ananke: A Streaming Framework for Live Forward Provenance 2021 VLDB 5.5904584e-05
7,709 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 5.5628268e-05
7,967 Thrifty Query Execution via Incrementability 2020 SIGMOD 5.5169373e-05
7,973 Concurrent Prefix Recovery: Performing CPR on a Database 2019 SIGMOD 5.5157734e-05
8,158 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 5.4756587e-05
8,235 Computing Complex Temporal Join Queries Efficiently 2022 SIGMOD 5.4608734e-05
8,258 Correctness in Stream Processing: Challenges and Opportunities 2022 CIDR 5.4574671e-05
8,309 Spur: Mitigating Slow Instances in Large-Scale Streaming Pipelines 2020 SIGMOD 5.4560857e-05
8,375 Serverless State Management Systems 2024 CIDR 5.4391978e-05
8,697 Optimization of Threshold Functions over Streams 2021 VLDB 5.3830471e-05
8,717 T-ReX: Optimizing Pattern Search on Time Series 2023 SIGMOD 5.3774918e-05
9,077 Enabling Signal Processing over Data Streams 2017 SIGMOD 5.3251649e-05
9,128 Dalton: Learned Partitioning for Distributed Data Streams 2023 VLDB 5.3189314e-05
9,336 Elasticutor: Rapid Elasticity for Realtime Stateful Stream Processing 2019 SIGMOD 5.2878276e-05
9,531 Shrink - Prescribing Resiliency Solutions for Streaming 2017 VLDB 5.2540895e-05
9,633 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 5.2434488e-05
9,895 DARQ Matter Binds Everything: Performant and Composable Cloud Programming via Resilient Steps 2023 SIGMOD 5.1997534e-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.

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