Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources
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Abstract (arXiv)
Apache Calcite is a foundational software framework that provides query processing, optimization, and query language support to many popular open-source data processing systems such as Apache Hive, Apache Storm, Apache Flink, Druid, and MapD. Calcite's architecture consists of a modular and extensible query optimizer with hundreds of built-in optimization rules, a query processor capable of processing a variety of query languages, an adapter architecture designed for extensibility, and support for heterogeneous data models and stores (relational, semi-structured, streaming, and geospatial). This flexible, embeddable, and extensible architecture is what makes Calcite an attractive choice for adoption in big-data frameworks. It is an active project that continues to introduce support for the new types of data sources, query languages, and approaches to query processing and optimization.
Key facts. Cited by 24 papers in the map (data through 7 Oct 2026). First posted on arXiv 28 Feb 2018.
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Citing papers per year: 2022: 2; 2023: 4; 2024: 6; 2025: 7; 2026: 5.
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- 2023D-Bot: Database Diagnosis System using Large Language Modelscited by 28
- 2024LLM-R2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiencycited by 16
- 2024R-Bot: An LLM-based Query Rewrite Systemcited by 16
- 2022Query Processing on Tensor Computation Runtimescited by 12
- 2023LLM-SQL-Solver: Can LLMs Determine SQL Equivalence?cited by 10
- 2024LLM-Enhanced Data Managementcited by 7
- 2025Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Rewardcited by 7
- 2025QUITE: A Query Rewrite System Beyond Rules with LLM Agentscited by 6
- 2022Analytical Engines With Context-Rich Processing: Towards Efficient Next-Generation Analyticscited by 4
- 2023A Unified and Efficient Coordinating Framework for Autonomous DBMS Tuningcited by 4
- 2024Sibyl: Forecasting Time-Evolving Query Workloadscited by 4
- 2024Learned Graph Rewriting with Equality Saturation: A New Paradigm in Relational Query Rewrite and Beyondcited by 3
12 more
- 2025OpenMLDB: A Real-Time Relational Data Feature Computation System for Online MLcited by 3
- 2023ML-Powered Index Tuning: An Overview of Recent Progress and Open Challengescited by 2
- 2025A Learned Cost Model-based Cross-engine Optimizer for SQL Workloadscited by 2
- 2026AI-Driven Research for Databasescited by 2
- 2024FuncEvalGMN: Evaluating Functional Correctness of SQL via Graph Matching Networkcited by 1
- 2025Low Rank Learning for Offline Query Optimizationcited by 0
- 2025InferF: Declarative Factorization of AI/ML Inferences over Joinscited by 0
- 2025Bridging Global Intent with Local Details: A Hierarchical Representation Approach for Semantic Validation in Text-to-SQLcited by 0
- 2026Beyond Text-to-SQL: Can LLMs Really Debug Enterprise ETL SQL?cited by 0
- 2026Health+: Empowering Individuals via Unifying Health Datacited by 0
- 2026RedParrot: Accelerating NL-to-DSL for Business Analytics via Query Semantic Cachingcited by 0
- 2026Closing the Cross-Dialect Gap: Query Plans as a Portable Interface in Text-to-SQLcited by 0
- 2026Closing the Cross-Dialect Gap: Query Plans as a Portable Interface in Text-to-SQL27 Sep 2026
- 2026AI-Driven Research for Databases8 Apr 2026
- 2026RedParrot: Accelerating NL-to-DSL for Business Analytics via Query Semantic Caching7 Mar 2026
- 2026Health+: Empowering Individuals via Unifying Health Data22 Feb 2026
- 2026Beyond Text-to-SQL: Can LLMs Really Debug Enterprise ETL SQL?26 Jan 2026
- 2025Bridging Global Intent with Local Details: A Hierarchical Representation Approach for Semantic Validation in Text-to-SQL28 Dec 2025
- 2025InferF: Declarative Factorization of AI/ML Inferences over Joins25 Nov 2025
- 2025QUITE: A Query Rewrite System Beyond Rules with LLM Agents9 Jun 2025
- 2025A Learned Cost Model-based Cross-engine Optimizer for SQL Workloads3 Jun 2025
- 2025Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward18 May 2025
- 2025Low Rank Learning for Offline Query Optimization8 Apr 2025
- 2025OpenMLDB: A Real-Time Relational Data Feature Computation System for Online ML15 Jan 2025
12 more
- 2024R-Bot: An LLM-based Query Rewrite System2 Dec 2024
- 2024FuncEvalGMN: Evaluating Functional Correctness of SQL via Graph Matching Network9 Jul 2024
- 2024Learned Graph Rewriting with Equality Saturation: A New Paradigm in Relational Query Rewrite and Beyond19 Jun 2024
- 2024LLM-R2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiency19 Apr 2024
- 2024LLM-Enhanced Data Management4 Feb 2024
- 2024Sibyl: Forecasting Time-Evolving Query Workloads8 Jan 2024
- 2023LLM-SQL-Solver: Can LLMs Determine SQL Equivalence?16 Dec 2023
- 2023D-Bot: Database Diagnosis System using Large Language Models3 Dec 2023
- 2023ML-Powered Index Tuning: An Overview of Recent Progress and Open Challenges25 Aug 2023
- 2023A Unified and Efficient Coordinating Framework for Autonomous DBMS Tuning10 Mar 2023
- 2022Analytical Engines With Context-Rich Processing: Towards Efficient Next-Generation Analytics14 Dec 2022
- 2022Query Processing on Tensor Computation Runtimes3 Mar 2022
- 2023D-Bot: Database Diagnosis System using Large Language Modelscited by 28
- 2024LLM-R2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiencycited by 16
- 2024R-Bot: An LLM-based Query Rewrite Systemcited by 16
- 2022Query Processing on Tensor Computation Runtimescited by 12
- 2023LLM-SQL-Solver: Can LLMs Determine SQL Equivalence?cited by 10
- 2024LLM-Enhanced Data Managementcited by 7
- 2022Analytical Engines With Context-Rich Processing: Towards Efficient Next-Generation Analyticscited by 4
- 2023A Unified and Efficient Coordinating Framework for Autonomous DBMS Tuningcited by 4
- 2024Sibyl: Forecasting Time-Evolving Query Workloadscited by 4
- 2024Learned Graph Rewriting with Equality Saturation: A New Paradigm in Relational Query Rewrite and Beyondcited by 3
- 2025OpenMLDB: A Real-Time Relational Data Feature Computation System for Online MLcited by 3
- 2023ML-Powered Index Tuning: An Overview of Recent Progress and Open Challengescited by 2
12 most cited of 22 All 22 (JSON)
- 2026Closing the Cross-Dialect Gap: Query Plans as a Portable Interface in Text-to-SQL27 Sep 2026
- 2026AI-Driven Research for Databases8 Apr 2026
- 2026RedParrot: Accelerating NL-to-DSL for Business Analytics via Query Semantic Caching7 Mar 2026
- 2026Health+: Empowering Individuals via Unifying Health Data22 Feb 2026
- 2026Beyond Text-to-SQL: Can LLMs Really Debug Enterprise ETL SQL?26 Jan 2026
- 2025Bridging Global Intent with Local Details: A Hierarchical Representation Approach for Semantic Validation in Text-to-SQL28 Dec 2025
- 2025InferF: Declarative Factorization of AI/ML Inferences over Joins25 Nov 2025
- 2025A Learned Cost Model-based Cross-engine Optimizer for SQL Workloads3 Jun 2025
- 2025Low Rank Learning for Offline Query Optimization8 Apr 2025
- 2025OpenMLDB: A Real-Time Relational Data Feature Computation System for Online ML15 Jan 2025
- 2024R-Bot: An LLM-based Query Rewrite System2 Dec 2024
- 2024FuncEvalGMN: Evaluating Functional Correctness of SQL via Graph Matching Network9 Jul 2024
12 newest of 22 All 22 (JSON)