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: 11849
Venue: VLDB
Year: 2019
Pagerank: 6.0515823e-05
Overall Rank: 4,603 | 68.02%
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
3,829	Farview: Disaggregated Memory with Operator Off-loading for Database Engines	2022	CIDR	6.7187307e-05
5,631	CXL and the Return of Scale-Up Database Engines	2024	VLDB	5.4009909e-05
6,366	Good to the Last Bit: Data-Driven Encoding with CodecDB	2021	SIGMOD	5.0892171e-05
8,098	Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms	2021	VLDB	4.5824106e-05
8,432	Tackling Hardware/Software co-design from a database perspective	2020	CIDR	4.5081086e-05
11,593	Making Search Engines Faster by Lowering the Cost of Querying Business Rules Through FPGAs	2020	SIGMOD	4.1905499e-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
20	C-Store: A Column-oriented DBMS	2005	VLDB	0.00086163998
66	Spark SQL: Relational Data Processing in Spark	2015	SIGMOD	0.00061707583
132	Integrating Compression and Execution in Column-Oriented Database Systems	2006	SIGMOD	0.00043697853
542	Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources	2018	SIGMOD	0.00020522627
959	Rethinking SIMD Vectorization for In-Memory Databases	2015	SIGMOD	0.00015034808
1,260	Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation	2016	SIGMOD	0.00012990853
1,267	BitWeaving: Fast Scans for Main Memory Data Processing	2013	SIGMOD	0.00012917585
1,346	NoDB: Efficient Query Execution on Raw Data Files	2012	SIGMOD	0.00012472598
1,970	Compressed Linear Algebra for Large-Scale Machine Learning	2016	VLDB	9.9024431e-05
2,326	Instant Loading for Main Memory Databases	2013	VLDB	9.0271498e-05
2,390	ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout	2015	SIGMOD	8.9006978e-05
2,706	Filter Before You Parse: Faster Analytics on Raw Data with Sparser	2018	VLDB	8.2655235e-05
2,825	Mison: A Fast JSON Parser for Data Analytics	2017	VLDB	8.0575959e-05
3,548	Adaptive Query Processing on RAW Data	2014	VLDB	6.9798836e-05
4,040	In-RDBMS Hardware Acceleration of Advanced Analytics	2018	VLDB	6.5052227e-05
4,319	Fast Queries Over Heterogeneous Data Through Engine Customization	2016	VLDB	6.2823814e-05
4,533	Efficient Document Analytics on Compressed Data: Method, Challenges, Algorithms, Insights	2018	VLDB	6.1015426e-05
5,179	FPGA-based Data Partitioning	2017	SIGMOD	5.6384436e-05
5,304	ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data	2018	VLDB	5.5738777e-05
5,541	A Padded Encoding Scheme to Accelerate Scans by Leveraging Skew	2015	SIGMOD	5.4501856e-05
7,095	Fast Multi-Column Sorting in Main-Memory Column-Stores	2016	SIGMOD	4.8289712e-05
8,201	Accelerating Pattern Matching Queries in Hybrid CPU-FPGA Architectures	2017	SIGMOD	4.5555217e-05
8,433	Histograms as a Side Effect of Data Movement for Big Data	2014	SIGMOD	4.5078508e-05

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