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Data Migration using Datalog Program Synthesis

Yuepeng Wang, Rushi Shah, Abby Criswell, Rong Pan, Isil Dillig

2020Year
30Citations
13Top-tier citations

Abstract

This paper presents a new technique for migrating data between different schemas. Our method expresses the schema mapping as a Datalog program and automatically synthesizes a Datalog program from simple input-output examples to perform data migration. This approach can transform data between different types of schemas (e.g., relational-tograph, document-to-relational) and performs synthesis efficiently by leveraging the semantics of Datalog. We implement the proposed technique as a tool called Dynamite and show its effectiveness by evaluating Dynamite on 28 realistic data migration scenarios.

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