Breaking the Chains: On Declarative Data Analysis and Data Independence in the Big Data Era

Summary: Argues that big-data systems’ lack of data independence and declarative specifications forces data scientists to hand-tune analyses for data and execution environments, hindering broad adoption. Calls for declarative analytics abstractions to restore database-style usability. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: 11054
Venue: VLDB
Year: 2014
Pagerank: 5.2175099e-05
Overall Rank: 9,801 | 32.76%
DOI: 10.14778/2733004.2733075

Incoming Non-self Citations Over Time

Authors

1. Volker Markl (Technical University of Berlin)

BibTeX Citation

@article{markl_vldb14,
        title = {{Breaking the Chains: On Declarative Data Analysis and Data Independence in the Big Data Era}},
        author = {Markl, Volker},
        journal = {PVLDB},
        series = {{VLDB} '14},
        volume = {7},
        number = {13},
        pages = {1730},
        doi = {10.14778/2733004.2733075},
        url = {https://doi.org/10.14778/2733004.2733075},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,049	Resource Elasticity for Large-Scale Machine Learning	2015	SIGMOD	6.9369379e-05

Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
2,196	Spinning Fast Iterative Data Flows	2012	VLDB	8.9704984e-05
2,354	epiC: an Extensible and Scalable System for Processing Big Data	2014	VLDB	8.7060612e-05
4,778	ASTERIX: An Open Source System for "Big Data" Management and Analysis (Demo)	2012	VLDB	6.5133529e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	6,576	Toward Interpretable and Actionable Data Analysis with Explanations and Causality	2022	VLDB
2	14,185	From Data Independence to Knowledge Independence: An on-going Story	1998	VLDB
3	663	A Formal Approach to Finding Explanations for Database Queries	2014	SIGMOD
4	13,557	Big Data Science Needs Big Data Middleware	2015	CIDR
5	5,220	Databases Unbound: Querying All of the World’s Bytes with AI	2024	VLDB
6	427	Big Data Integration	2013	VLDB
7	250	Answering Queries using Humans, Algorithms and Databases	2011	CIDR
8	7,484	On Scale Independence for Querying Big Data	2014	PODS
9	7,878	Dependency-Driven Analytics: a Compass for Uncharted Data Oceans	2017	CIDR
10	10,121	End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure	2026	CIDR