Self-Organizing Data Containers

Summary: Self-Organizing Data Containers (SDCs): a metadata-rich cloud storage format that instance-optimizes data representation to exploit actual data distributions and workloads, promising large speedups over static formats like Arrow/Parquet. Unifies partitioning, replication, indexing and materialization while capturing access histories and distributional statistics; presents a preliminary design, motivating experiments, and open optimization/systems challenges. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 454
Venue: CIDR
Year: 2022
Pagerank: 5.1371094e-05
Overall Rank: 6,237 | 56.66%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,516	An Empirical Evaluation of Columnar Storage Formats	2024	VLDB	6.1146215e-05
5,105	Analyzing and Comparing Lakehouse Storage Systems	2023	CIDR	5.6916018e-05
5,571	A Deep Dive into Common Open Formats for Analytical DBMSs	2023	VLDB	5.4279553e-05
6,461	Pando: Enhanced Data Skipping with Logical Data Partitioning	2023	VLDB	5.0479786e-05
9,762	Adaptive data transformations for QaaS	2025	CIDR	4.2815042e-05
9,787	The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format	2024	SIGMOD	4.2799988e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
407	Database Cracking	2007	CIDR	0.00023941779
704	Query-based Workload Forecasting for Self-Driving Database Management Systems	2018	SIGMOD	0.00017785557
715	Building a Database on S3	2008	SIGMOD	0.00017636409
796	SageDB: A Learned Database System	2019	CIDR	0.00016541749
1,464	Learning Multi-dimensional Indexes	2020	SIGMOD	0.0001184772
1,608	Qd-tree: Learning Data Layouts for Big Data Analytics	2020	SIGMOD	0.00011169837
1,884	Tuplex: Data Science in Python at Native Code Speed	2021	SIGMOD	0.00010206514
1,887	Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads	2021	VLDB	0.00010201938
2,421	Tupleware: "Big" Data, Big Analytics, Small Clusters	2015	CIDR	8.8471956e-05
3,279	The Case for RodentStore, an Adaptive, Declarative Storage System	2009	CIDR	7.2816693e-05
3,753	Choosing A Cloud DBMS: Architectures and Tradeoffs	2019	VLDB	6.7850001e-05
3,777	Instance-Optimized Data Layouts for Cloud Analytics Workloads	2021	SIGMOD	6.7713324e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
12,172	Cloud Resource Orchestration: A Data-Centric Approach	2011	CIDR	4.1905499e-05
11,070	Partition, Don’t Sort! Compression Boosters for Cloud Data Ingestion Pipelines	2024	VLDB	4.1905499e-05
3,777	Instance-Optimized Data Layouts for Cloud Analytics Workloads	2021	SIGMOD	6.7713324e-05
7,557	Invisible Glue: Scalable Self-Tuning Multi-Stores	2015	CIDR	4.7070194e-05
8,362	WWHow! Freeing Data Storage from Cages	2013	CIDR	4.531362e-05
6,108	Automating Distributed Tiered Storage Management in Cluster Computing	2020	VLDB	5.2030492e-05
6,440	From Auto-tuning One Size Fits All to Self-designed and Learned Data-intensive Systems	2019	SIGMOD	5.0546781e-05
2,263	Towards Elastic Transactional Cloud Storage with Range Query Support	2010	VLDB	9.1600588e-05
4,516	An Empirical Evaluation of Columnar Storage Formats	2024	VLDB	6.1146215e-05
9,700	Towards Functional Decomposition of Storage Formats	2025	CIDR	4.2967256e-05