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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
0.00014997628
Overall Rank
699 | 95.15%
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
358 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.0002031664
1,098 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012272786
1,139 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.0001209681
1,766 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.882533e-05
1,822 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.771749e-05
1,901 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.6066443e-05
2,356 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.7744892e-05
2,868 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 8.0819785e-05
2,956 Handling Highly Contended OLTP Workloads Using Fast Dynamic Partitioning 2020 SIGMOD 7.9731713e-05
2,961 Chi: A Scalable and Programmable Control Plane for Distributed Stream Processing Systems 2018 VLDB 7.9686889e-05
3,000 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.9260014e-05
3,039 How to Win a Hot Dog Eating Contest: Distributed Incremental View Maintenance with Batch Updates 2016 SIGMOD 7.8829044e-05
3,390 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 7.5251617e-05
3,778 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 7.1851487e-05
3,879 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 7.1089955e-05
4,318 Consistency and Completeness: Rethinking Distributed Stream Processing in Apache Kafka 2021 SIGMOD 6.8363529e-05
4,749 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 6.5984973e-05
5,233 Babelfish: Efficient Execution of Polyglot Queries 2022 VLDB 6.3762566e-05
5,296 High-Performance Row Pattern Recognition Using Joins 2023 VLDB 6.3476452e-05
5,469 Change Propagation Without Joins 2023 VLDB 6.2747725e-05
5,927 Parallel Index-based Stream Join on a Multicore CPU 2020 SIGMOD 6.1006673e-05
5,958 Helios: Hyperscale Indexing for the Cloud & Edge 2020 VLDB 6.0886149e-05
6,031 The Cosmos Big Data Platform at Microsoft: Over a Decade of Progress and a Decade to Look Forward 2021 VLDB 6.0613008e-05
6,057 iOLAP: Managing Uncertainty for Efficient Incremental OLAP 2016 SIGMOD 6.0536473e-05
6,255 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 6.0003158e-05
6,262 Maintaining Acyclic Foreign-Key Joins under Updates 2020 SIGMOD 5.9987624e-05
6,342 A Holistic View of Stream Partitioning Costs 2017 VLDB 5.9697897e-05
6,357 Watermarks in Stream Processing Systems: Semantics and Comparative Analysis of Apache Flink and Google Cloud Dataflow 2021 VLDB 5.9654209e-05
6,403 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 5.952729e-05
7,161 Hazelcast Jet: Low-latency Stream Processing at the 99.99th Percentile 2021 VLDB 5.7442397e-05
7,307 FASTER: An Embedded Concurrent Key-Value Store for State Management 2018 VLDB 5.7054377e-05
7,442 Resource-efficient Shared Query Execution via Exploiting Time Slackness 2021 SIGMOD 5.6790236e-05
7,450 Ananke: A Streaming Framework for Live Forward Provenance 2021 VLDB 5.6770418e-05
7,474 Continual Observation of Joins under Differential Privacy 2024 SIGMOD 5.6713039e-05
7,583 Quill: Efficient, Transferable, and Rich Analytics at Scale 2016 VLDB 5.6487011e-05
7,844 Thrifty Query Execution via Incrementability 2020 SIGMOD 5.6022439e-05
7,848 Concurrent Prefix Recovery: Performing CPR on a Database 2019 SIGMOD 5.6012001e-05
7,988 Computing Complex Temporal Join Queries Efficiently 2022 SIGMOD 5.5685415e-05
8,068 Spur: Mitigating Slow Instances in Large-Scale Streaming Pipelines 2020 SIGMOD 5.5526491e-05
8,122 Correctness in Stream Processing: Challenges and Opportunities 2022 CIDR 5.5419908e-05
8,198 Serverless State Management Systems 2024 CIDR 5.5365756e-05
8,591 Optimization of Threshold Functions over Streams 2021 VLDB 5.4664182e-05
8,602 T-ReX: Optimizing Pattern Search on Time Series 2023 SIGMOD 5.4607769e-05
8,949 Enabling Signal Processing over Data Streams 2017 SIGMOD 5.4076395e-05
9,200 Elasticutor: Rapid Elasticity for Realtime Stateful Stream Processing 2019 SIGMOD 5.3688031e-05
9,323 Shrink – Prescribing Resiliency Solutions for Streaming 2017 VLDB 5.3457875e-05
9,491 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 5.3246578e-05
9,719 DARQ Matter Binds Everything: Performant and Composable Cloud Programming via Resilient Steps 2023 SIGMOD 5.2849709e-05
9,790 Dalton: Learned Partitioning for Distributed Data Streams 2023 VLDB 5.2719963e-05
9,793 Cquirrel: Continuous Query Processing over Acyclic Relational Schemas 2021 VLDB 5.2719963e-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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