Accelerating Raw Data Analysis with the ACCORDA Software and Hardware Architecture

Summary: ACCORDA: encoding-aware operator interfaces with a uniform runtime for raw data. UDP in memory accelerates parsing/decompression 16–21x and deserialization up to 160x, yielding 2.9x–13.2x speedups vs SparkSQL and ~80% gains from encoding-driven optimizations. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11848
Venue: VLDB
Year: 2019
Pagerank: 6.0567387e-05
Overall Rank: 4,602 | 67.99%
DOI: 10.14778/3342263.3342634

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,841	Farview: Disaggregated Memory with Operator Off-loading for Database Engines	2022	CIDR	6.7103563e-05
5,621	CXL and the Return of Scale-Up Database Engines	2024	VLDB	5.4061827e-05
6,367	Good to the Last Bit: Data-Driven Encoding with CodecDB	2021	SIGMOD	5.0941072e-05
8,094	Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms	2021	VLDB	4.5867812e-05
8,441	Tackling Hardware/Software co-design from a database perspective	2020	CIDR	4.5124343e-05
11,589	Making Search Engines Faster by Lowering the Cost of Querying Business Rules Through FPGAs	2020	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
21	C-Store: A Column-oriented DBMS	2005	VLDB	0.00086087497
66	Spark SQL: Relational Data Processing in Spark	2015	SIGMOD	0.00061639801
131	Integrating Compression and Execution in Column-Oriented Database Systems	2006	SIGMOD	0.0004370331
544	Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources	2018	SIGMOD	0.00020521965
958	Rethinking SIMD Vectorization for In-Memory Databases	2015	SIGMOD	0.00015045316
1,263	Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation	2016	SIGMOD	0.00012982857
1,270	BitWeaving: Fast Scans for Main Memory Data Processing	2013	SIGMOD	0.00012926086
1,343	NoDB: Efficient Query Execution on Raw Data Files	2012	SIGMOD	0.00012482538
1,967	Compressed Linear Algebra for Large-Scale Machine Learning	2016	VLDB	9.9131712e-05
2,322	Instant Loading for Main Memory Databases	2013	VLDB	9.034874e-05
2,390	ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout	2015	SIGMOD	8.9084657e-05
2,700	Filter Before You Parse: Faster Analytics on Raw Data with Sparser	2018	VLDB	8.2728509e-05
2,819	Mison: A Fast JSON Parser for Data Analytics	2017	VLDB	8.0651326e-05
3,548	Adaptive Query Processing on RAW Data	2014	VLDB	6.9859242e-05
4,033	In-RDBMS Hardware Acceleration of Advanced Analytics	2018	VLDB	6.5113267e-05
4,326	Fast Queries Over Heterogeneous Data Through Engine Customization	2016	VLDB	6.288323e-05
4,531	Efficient Document Analytics on Compressed Data: Method, Challenges, Algorithms, Insights	2018	VLDB	6.1073703e-05
5,178	FPGA-based Data Partitioning	2017	SIGMOD	5.6438393e-05
5,301	ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data	2018	VLDB	5.5790928e-05
5,532	A Padded Encoding Scheme to Accelerate Scans by Leveraging Skew	2015	SIGMOD	5.4548897e-05
7,097	Fast Multi-Column Sorting in Main-Memory Column-Stores	2016	SIGMOD	4.8336115e-05
8,202	Accelerating Pattern Matching Queries in Hybrid CPU-FPGA Architectures	2017	SIGMOD	4.5598793e-05
8,443	Histograms as a Side Effect of Data Movement for Big Data	2014	SIGMOD	4.5119257e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,514	An Empirical Evaluation of Columnar Storage Formats	2024	VLDB	6.1204636e-05
4,033	In-RDBMS Hardware Acceleration of Advanced Analytics	2018	VLDB	6.5113267e-05
2,127	SQL-on-Hadoop: Full Circle Back to Shared-Nothing Database Architectures	2014	VLDB	9.4863172e-05
6,367	Good to the Last Bit: Data-Driven Encoding with CodecDB	2021	SIGMOD	5.0941072e-05
4,363	Hardware-conscious Query Processing in GPU-accelerated Analytical Engines	2019	CIDR	6.2552614e-05
11,197	QaaD (Query-as-a-Data): Scalable Execution of Massive Number of Small Queries in Spark	2023	SIGMOD	4.1945683e-05
10,281	GPU Acceleration of SQL Analytics on Compressed Data	2026	VLDB	4.1945683e-05
7,059	Adaptive and Robust Query Execution for Lakehouses at Scale	2024	VLDB	4.8477825e-05
3,305	Robust Query Processing in Co-Processor-accelerated Databases	2016	SIGMOD	7.2460965e-05
3,548	Adaptive Query Processing on RAW Data	2014	VLDB	6.9859242e-05