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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
11154
Venue
VLDB
Year
2015
Pagerank
0.00014083973
Overall Rank
1,097 | 92.38%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 58 citing papers.

Rank Citing Paper Year Venue Pagerank
536 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020651621
1,546 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.00011418993
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011289028
2,129 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.4799835e-05
2,270 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.149662e-05
2,494 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 8.6457436e-05
2,825 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.0575959e-05
3,335 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.2023806e-05
3,443 Handling Highly Contended OLTP Workloads Using Fast Dynamic Partitioning 2020 SIGMOD 7.0871666e-05
3,551 Chi: A Scalable and Programmable Control Plane for Distributed Stream Processing Systems 2018 VLDB 6.9776252e-05
3,703 How to Win a Hot Dog Eating Contest: Distributed Incremental View Maintenance with Batch Updates 2016 SIGMOD 6.8249334e-05
3,771 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 6.7738535e-05
3,878 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 6.6669911e-05
4,200 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 6.3618329e-05
4,490 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.137834e-05
4,824 Consistency and Completeness: Rethinking Distributed Stream Processing in Apache Kafka 2021 SIGMOD 5.8902451e-05
5,049 High-Performance Row Pattern Recognition Using Joins 2023 VLDB 5.7275467e-05
5,357 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 5.5512343e-05
5,741 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 5.3450701e-05
5,973 Change Propagation Without Joins 2023 VLDB 5.2459364e-05
6,241 Helios: Hyperscale Indexing for the Cloud & Edge 2020 VLDB 5.1357476e-05
6,278 The Cosmos Big Data Platform at Microsoft: Over a Decade of Progress and a Decade to Look Forward 2021 VLDB 5.1241654e-05
6,469 Parallel Index-based Stream Join on a Multicore CPU 2020 SIGMOD 5.0448159e-05
6,628 A Holistic View of Stream Partitioning Costs 2017 VLDB 4.9833118e-05
6,631 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 4.9805704e-05
6,649 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 4.9724735e-05
6,699 Maintaining Acyclic Foreign-Key Joins under Updates 2020 SIGMOD 4.9534535e-05
6,760 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 4.9304882e-05
6,769 Watermarks in Stream Processing Systems: Semantics and Comparative Analysis of Apache Flink and Google Cloud Dataflow 2021 VLDB 4.9274854e-05
7,371 Hazelcast Jet: Low-latency Stream Processing at the 99.99th Percentile 2021 VLDB 4.744863e-05
7,441 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 4.7251588e-05
7,560 FASTER: An Embedded Concurrent Key-Value Store for State Management 2018 VLDB 4.7060511e-05
7,600 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 4.697054e-05
7,699 Resource-efficient Shared Query Execution via Exploiting Time Slackness 2021 SIGMOD 4.6696504e-05
7,709 Ananke: A Streaming Framework for Live Forward Provenance 2021 VLDB 4.667502e-05
7,941 Correctness in Stream Processing: Challenges and Opportunities 2022 CIDR 4.6089395e-05
7,989 Concurrent Prefix Recovery: Performing CPR on a Database 2019 SIGMOD 4.6088612e-05
8,049 Thrifty Query Execution via Incrementability 2020 SIGMOD 4.5939412e-05
8,163 Computing Complex Temporal Join Queries Efficiently 2022 SIGMOD 4.5685178e-05
8,214 Spur: Mitigating Slow Instances in Large-Scale Streaming Pipelines 2020 SIGMOD 4.5524768e-05
8,402 Serverless State Management Systems 2024 CIDR 4.5167942e-05
8,478 Optimization of Threshold Functions over Streams 2021 VLDB 4.4968401e-05
8,729 T-ReX: Optimizing Pattern Search on Time Series 2023 SIGMOD 4.4530689e-05
8,925 Enabling Signal Processing over Data Streams 2017 SIGMOD 4.4229886e-05
9,220 Elasticutor: Rapid Elasticity for Realtime Stateful Stream Processing 2019 SIGMOD 4.3670162e-05
9,306 Shrink – Prescribing Resiliency Solutions for Streaming 2017 VLDB 4.3545376e-05
9,497 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 4.3300131e-05
9,731 DARQ Matter Binds Everything: Performant and Composable Cloud Programming via Resilient Steps 2023 SIGMOD 4.2901665e-05
9,800 Dalton: Learned Partitioning for Distributed Data Streams 2023 VLDB 4.2777144e-05
9,803 Cquirrel: Continuous Query Processing over Acyclic Relational Schemas 2021 VLDB 4.2777144e-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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