A Taxonomy of Schema Changes for NoSQL Databases

Schema evolution is a crucial aspect in database management. The proposed taxonomies of schema changes have neglected the set of operations that involves relationships between entity types: aggregation and references, as well as the possible existence of structural variations for schema types, as most of NoSQL systems are schemaless. The distinction between entity types and relationship types, which is typical of graph schemas, is also not taken into account in the published works. Moreover, NoSQL schema evolution poses the challenge of having different data models, and no standard specification exists for them. In this paper, a generic approach for evolving NoSQL and relational schemas is presented, which is based on the U-Schema unified data model that includes aggregation and reference relationships, and structural variations. For this data model, we introduce a taxonomy of schema changes for all the U-Schema elements, which is implemented by creating the Orion database-independent language. We will show how Orion can be used to automatically generate evolution scripts for a set of NoSQL databases, and the feasibility of each schema operation will be analyzed through the performance results obtained. The taxonomy has been formally validated by means of Alloy, and two case studies show the application of Orion.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
05/13/2021

A Unified Metamodel for NoSQL and Relational Databases

The Database field is undergoing significant changes. Although relationa...
research
04/23/2021

MigCast in Monte Carlo: The Impact of Data Model Evolution in NoSQL Databases

During the development of NoSQL-backed software, the data model evolves ...
research
02/18/2019

Schema Validation and Evolution for Graph Databases

Despite the maturity of commercial graph databases, little consensus has...
research
01/17/2022

An Approach for System Analysis with MBSE and Graph Data Engineering

Model-Based Systems Engineering aims at creating a model of a system und...
research
08/23/2023

Integrating the Wikidata Taxonomy into YAGO

Wikidata is one of the largest public general-purpose Knowledge Bases (K...
research
02/27/2020

An Improved Generic ER Schema for Conceptual Modeling of Information Systems

The Entity-Relationship (ER) model is widely used for creating ER schema...
research
06/08/2022

Towards Schema Inference for Data Lakes

A data lake is a repository of data with potential for future analysis. ...

Please sign up or login with your details

Forgot password? Click here to reset