Shared Load(ing): Efficient Bulk Loading into Optimized Storage

Summary: Shows deserialization and compression-oriented data transformations dominate and destabilize bulk loading into in-memory, compression-optimized columnar storage. Proposes Shared Loading, offloading transformations to input-host nodes to speed loads and improve throughput/predictability of concurrent queries. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 354
Venue: CIDR
Year: 2020
Pagerank: 5.1643809e-05
Overall Rank: 10,067 | 30.94%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Stefan Noll (SAP; Technical University of Dortmund)
2. Jens Teubner (Technical University of Dortmund)
3. Norman May (SAP)
4. Alexander Böhm (SAP)

BibTeX Citation

@inproceedings{noll_cidr20,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '20},
        title = {{Shared Load(ing): Efficient Bulk Loading into Optimized Storage}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Noll, Stefan and Teubner, Jens and May, Norman and Böhm, Alexander},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,761	Fast and Scalable Data Transfer Across Data Systems	2025	SIGMOD	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
67	Making B+-Trees Cache Conscious in Main Memory	2000	SIGMOD	0.00038461275
186	The Vertica Analytic Database: C-Store 7 Years Later	2012	VLDB	0.00026182534
925	Dictionary-based Order-preserving String Compression for Main Memory Column Stores	2009	SIGMOD	0.00013182044
1,070	NoDB: Efficient Query Execution on Raw Data Files	2012	SIGMOD	0.0001232307
1,222	Data Compression in Oracle	2003	VLDB	0.00011602327
1,747	SQL Server Column Store Indexes	2011	SIGMOD	9.8494706e-05
1,903	Instant Loading for Main Memory Databases	2013	VLDB	9.5049156e-05
2,389	Parallel Data Analysis Directly on Scientific File Formats	2014	SIGMOD	8.6439053e-05
2,435	Parallel In-Situ Data Processing with Speculative Loading	2014	SIGMOD	8.5811022e-05
2,792	All-Distances Sketches, Revisited: HIP Estimators for Massive Graphs Analysis	2014	PODS	8.1191853e-05
3,074	Speculative Distributed CSV Data Parsing for Big Data Analytics	2019	SIGMOD	7.7844208e-05
3,413	Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing	2017	VLDB	7.4326381e-05
3,638	Fast Queries Over Heterogeneous Data Through Engine Customization	2016	VLDB	7.2338361e-05
4,036	Don’t Hold My Data Hostage – A Case For Client Protocol Redesign	2017	VLDB	6.9436548e-05
8,799	FishStore: Faster Ingestion with Subset Hashing	2019	SIGMOD	5.369237e-05

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#	Overall Rank	Paper	Year	Venue
1	670	SharedDB: Killing One Thousand Queries With One Stone	2012	VLDB
2	4,668	Performance Analysis of a Load Balancing Hash-Join Algorithm for a Shared Memory Multiprocessor	1991	VLDB
3	4,241	Dynamic Multi-Resource Load Balancing in Parallel Database Systems	1995	VLDB
4	7,585	Query Centric Partitioning and Allocation for Partially Replicated Database Systems	2017	SIGMOD
5	2,276	Shared Workload Optimization	2014	VLDB
6	2,846	Dynamic Load Balancing in Hierarchical Parallel Database Systems	1996	VLDB
7	4,792	Analysis of Dynamic Load Balancing Strategies for Parallel Shared Nothing Database Systems	1993	VLDB
8	7,637	Workload Optimization using SharedDB	2013	SIGMOD
9	1,903	Instant Loading for Main Memory Databases	2013	VLDB
10	1,637	On the Design and Scalability of Distributed Shared-Data Databases	2015	SIGMOD