Slalom: Coasting Through Raw Data via Adaptive Partitioning and Indexing

Summary: Slalom enables in-situ processing with online partitioning and per-partition indexes guided by lightweight access-pattern monitoring. Its adaptive partitioning and indexing tailor layouts to workload shifts, yielding 3-10x faster queries than prior in-situ engines and DBMS-like latency on unpredictable access. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11398
Venue: VLDB
Year: 2017
Pagerank: 6.653922e-05
Overall Rank: 3,893 | 72.95%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,608	Qd-tree: Learning Data Layouts for Big Data Analytics	2020	SIGMOD	0.00011169837
2,706	Filter Before You Parse: Faster Analytics on Raw Data with Sparser	2018	VLDB	8.2655235e-05
3,482	Optimal Column Layout for Hybrid Workloads	2019	VLDB	7.0514808e-05
3,923	Pushing Data-Induced Predicates Through Joins in Big-Data Clusters	2020	VLDB	6.6232068e-05
4,447	MorphoSys: Automatic Physical Design Metamorphosis for Distributed Database Systems	2020	VLDB	6.1745324e-05
5,304	ReCache: Reactive Caching for Fast Analytics over Heterogeneous Data	2018	VLDB	5.5738777e-05
6,461	Pando: Enhanced Data Skipping with Logical Data Partitioning	2023	VLDB	5.0479786e-05
8,221	Sieve: A Learned Data-Skipping Index for Data Analytics	2023	VLDB	4.5511941e-05
8,704	Incremental Partitioning for Efficient Spatial Data Analytics	2022	VLDB	4.4596039e-05
8,714	Tiresias: Enabling Predictive Autonomous Storage and Indexing	2022	VLDB	4.457682e-05
9,052	RawVis: A System for Efficient In-situ Visual Analytics	2021	SIGMOD	4.3997447e-05
9,762	Adaptive data transformations for QaaS	2025	CIDR	4.2815042e-05
9,917	Shared Load(ing): Efficient Bulk Loading into Optimized Storage	2020	CIDR	4.2520778e-05
11,024	SeLeP: Learning Based Semantic Prefetching for Exploratory Database Workloads	2024	VLDB	4.1905499e-05
11,751	DfAnalyzer: Runtime Dataflow Analysis of Scientific Applications using Provenance	2018	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 33 of 33 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
70	Hive - A Warehousing Solution Over a Map-Reduce Framework	2009	VLDB	0.00059744625
109	Dremel: Interactive Analysis of Web-Scale Datasets	2010	VLDB	0.00048217028
237	An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server	1997	VLDB	0.00031727601
258	DB2 Design Advisor: Integrated Automatic Physical Database Design	2004	VLDB	0.00030196528
283	Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design	2004	SIGMOD	0.00029024583
367	Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing	1998	VLDB	0.00025518228
407	Database Cracking	2007	CIDR	0.00023941779
476	Impala: A Modern, Open-Source SQL Engine for Hadoop	2015	CIDR	0.00022216002
594	HYRISE—A Main Memory Hybrid Storage Engine	2011	VLDB	0.00019515008
662	Database Tuning Advisor for Microsoft SQL Server 2005	2004	VLDB	0.00018478597
981	Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads	2012	VLDB	0.00014866268
1,346	NoDB: Efficient Query Execution on Raw Data Files	2012	SIGMOD	0.00012472598
1,468	Adaptive Range Filters for Cold Data: Avoiding Trips to Siberia	2013	VLDB	0.00011831457
1,473	Fine-grained Partitioning for Aggressive Data Skipping	2014	SIGMOD	0.00011786148
1,909	BF-Tree: Approximate Tree Indexing	2014	VLDB	0.00010123661
1,980	Split Query Processing in Polybase	2013	SIGMOD	9.8740305e-05
1,993	Column Imprints: A Secondary Index Structure	2013	SIGMOD	9.8403548e-05
2,231	Self-organizing Tuple Reconstruction in Column-stores	2009	SIGMOD	9.2367968e-05
2,326	Instant Loading for Main Memory Databases	2013	VLDB	9.0271498e-05
2,361	Merging What’s Cracked, Cracking What’s Merged: Adaptive Indexing in Main-Memory Column-Stores	2011	VLDB	8.9648608e-05
2,367	Here are my Data Files. Here are my Queries. Where are my Results?	2011	CIDR	8.9502761e-05
2,764	Parallel Data Analysis Directly on Scientific File Formats	2014	SIGMOD	8.1607305e-05
2,975	Parallel In-Situ Data Processing with Speculative Loading	2014	SIGMOD	7.7871791e-05
2,979	The Uncracked Pieces in Database Cracking	2014	VLDB	7.7833926e-05
3,548	Adaptive Query Processing on RAW Data	2014	VLDB	6.9798836e-05
4,319	Fast Queries Over Heterogeneous Data Through Engine Customization	2016	VLDB	6.2823814e-05
4,507	Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores	2012	VLDB	6.1271582e-05
5,118	Design Tradeoffs of Data Access Methods	2016	SIGMOD	5.6781464e-05
5,341	UpBit: Scalable In-Memory Updatable Bitmap Indexing	2016	SIGMOD	5.5592799e-05
5,378	Holistic Indexing in Main-memory Column-stores	2015	SIGMOD	5.5379945e-05
6,403	Just-In-Time Data Virtualization: Lightweight Data Management with ViDa	2015	CIDR	5.0717043e-05
7,928	Indexing HDFS Data in PDW: Splitting the data from the index	2014	VLDB	4.6095647e-05
11,792	Alpine: Efficient In situ Data Exploration in the Presence of Updates	2017	SIGMOD	4.1905499e-05

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