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Unified Data Analytics: State-of-the-art and Open Problems

Summary: Taxonomy of unifying data analytics across prep, analytics, and ML pipelines, clarifying why multi-platform scripts hinder productivity. Survey of Beam and Wayang; contrasts design choices and outlines open problems for unified analytics. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12887
Venue
VLDB
Year
2022
Pagerank
4.3177432e-05
Overall Rank
9,608 | 33.16%
DOI
10.14778/3554821.3554898

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
9,473 Apache Wayang in Action: Enabling Data Systems Integration via a Unified Data Analytics Framework 2025 SIGMOD 4.3341665e-05
10,591 Accio: Bolt-on Query Federation 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

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