Data Management for Data Science: Towards Embedded Analytics

Summary: Proposes “embedded analytical systems”: lightweight RDBMS engines embedded in data‑science tools to replace ad‑hoc storage+script stacks and provide fast in‑process analytics. Identifies workload, resilience, and cooperation challenges and outlines DuckDB design responses. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 359
Venue: CIDR
Year: 2020
Pagerank: 8.8078476e-05
Overall Rank: 2,443 | 83.01%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Mark Raasveldt
2. Hannes Mühleisen

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,254	Query Processing on Tensor Computation Runtimes	2022	VLDB	7.3161051e-05
4,518	The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code	2023	VLDB	6.117844e-05
6,291	Lightweight Inspection of Data Preprocessing in Native Machine Learning Pipelines	2021	CIDR	5.1269764e-05
6,305	Free Join: Unifying Worst-Case Optimal and Traditional Joins	2023	SIGMOD	5.1209718e-05
6,327	The Tensor Data Platform: Towards an AI-centric Database System	2023	CIDR	5.1083405e-05
6,455	DuckDB-Wasm: Fast Analytical Processing for the Web	2022	VLDB	5.0569626e-05
6,541	ConnectorX: Accelerating Data Loading From Databases to Dataframes	2022	VLDB	5.0216945e-05
6,604	MotherDuck: DuckDB in the cloud and in the client	2024	CIDR	4.9971118e-05
7,306	DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines	2022	CIDR	4.7678574e-05
7,328	BOSS - An Architecture for Database Kernel Composition	2024	VLDB	4.7610909e-05
8,118	Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems	2025	SIGMOD	4.5814829e-05
8,278	Constant Optimization Driven Database System Testing	2025	SIGMOD	4.5435639e-05
8,578	Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems	2022	VLDB	4.4923477e-05
8,600	Making RDBMSs Efficient on Graph Workloads Through Predefined Joins	2022	VLDB	4.4876776e-05
9,675	Trampoline-Style Queries for SQL	2025	CIDR	4.3047774e-05
10,121	TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap	2026	SIGMOD	4.1945683e-05
10,284	FlowLog: Efficient and Extensible Datalog via Incrementality	2026	VLDB	4.1945683e-05
10,488	HoneyComb: A Parallel Worst-Case Optimal Join on Multicores	2025	SIGMOD	4.1945683e-05
11,069	Hardware-Efficient Data Imputation through DBMS Extensibility	2024	VLDB	4.1945683e-05
11,149	Git is for Data	2023	CIDR	4.1945683e-05
11,429	Leam: An Interactive System for In-situ Visual Text Analysis	2021	CIDR	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
35	MonetDB/X100: Hyper-Pipelining Query Execution	2005	CIDR	0.00076197749
60	Efficiently Compiling Efficient Query Plans for Modern Hardware	2011	VLDB	0.00064439773
359	Self-Driving Database Management Systems	2017	CIDR	0.0002592783
419	Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems	2015	SIGMOD	0.00023720338
853	Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask	2018	VLDB	0.00015940507
2,724	Design and Implementation of an Extensible Database Management System Supporting User Defined Data Types and Functions	1988	VLDB	8.2303311e-05
4,419	Don't Hold My Data Hostage - A Case For Client Protocol Redesign	2017	VLDB	6.2022597e-05
6,010	MonetDBLite: An Embedded Analytical Database	2018	SIGMOD	5.2415551e-05
7,137	AHEAD: Adaptable Data Hardening for On-the-Fly Hardware Error Detection during Database Query Processing	2018	SIGMOD	4.8217393e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,239	The Composable Data Management System Manifesto	2023	VLDB	6.3318452e-05
13,486	Managing Scientific Data: Lessons, Challenges, and Opportunities	2011	SIGMOD	-
8,637	Machine Learning for Data Management: Problems and Solutions	2018	SIGMOD	4.479892e-05
9,973	End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure	2026	CIDR	4.1945683e-05
711	A Case for A Collaborative Query Management System	2009	CIDR	0.00017751589
6,604	MotherDuck: DuckDB in the cloud and in the client	2024	CIDR	4.9971118e-05
2,367	Here are my Data Files. Here are my Queries. Where are my Results?	2011	CIDR	8.9511058e-05
8,276	DuckPGQ: Efficient Property Graph Queries in an analytical RDBMS	2023	CIDR	4.5439811e-05
1,532	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011472681
185	DuckDB: an Embeddable Analytical Database	2019	SIGMOD	0.00036538405