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Product: Flyway

Test Data Management (10)

All databases

All levels

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Simplifying Data Import and Export for Database Development

Extracting and importing data for development and testing is made trickier due to issues such as constraints, dependencies, and special data types. This article introduces a cross-RDBMS solution with JSON for data storage and PowerShell cmdlets that use ODBC to help automate extraction and import, and JSON Schema for validation.… Read more

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Managing Test Datasets for a Database: What's Required?

The management of datasets is intrinsic to effective team-based database development. This article reviews what's required of test datasets in database development and then proposes a system of managing them in a migration-based approach that adopts a common standard for their storage, using JSON. Read more

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A Test Data Management Strategy for Database Migrations

This article will help you understand the steps to better test data management, when using a migrations-based approach to database development and deployment. It explains the different types of data required and why, the need for separation of DDL and DML code, and the most efficient way to create, load… Read more

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Managing Datasets for Database Development Work using Flyway

A cross-RDBMS way of exporting, deleting and inserting data, for database development work. It is a PowerShell automation technique for Flyway that uses JSON files for data storage. It should help a team maintain datasets between database versions, as well as to switch between the datasets required to support different… Read more

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Planning a Database Testing Strategy for Flyway

With Flyway, you can adopt a test-driven development strategy that will allow you to test and evaluate databases, and database objects, at every phase of the database development lifecycle. The further down the delivery pipeline that bugs appear, the more costly in time and resources they are to fix. This… Read more

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Dealing with Database Data and Metadata in Flyway Developments

Before you get very far with database development and testing, you need to be clear about your strategy for handling data. In this article I'll explain some of these issues in general terms, and then demonstrate how you can navigate these problems easily with Flyway. Read more

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Bulk Loading Data via a PowerShell Script in Flyway

The test data management strategy for any RDBMS needs to include a fast, automated way of allowing developers to "build-and-fill" multiple copies of any version of the database, for ad-hoc or automated testing. The technique presented in this article uses a baseline migration script to create the empty database at… Read more

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Adding Test Data to Databases During Flyway Migrations

How to generate "realistic but fake" SQL Server test data, using SQL Data Generator, and then use SQL Data Compare to produce an INSERT script that Flyway can run to load the data into the database. The technique is useful for managing small volumes of test data or for "topping… Read more

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Getting Data In and Out of SQL Server Flyway Builds

This article provides SQL "bulk copy" routines to extract data from and load it into a SQL Server database, rapidly, and demonstrates a way to automatically bulk insert the test data in a Flyway build, using a SQL callback. Read more

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Testing Databases: What's Required?

An overview of the challenges of database testing and test data management, reviewing the different types of database test that need to run during development work, what sort of test data they require, and how to manage all the required data sets, during development, in a way that allows rapid… Read more

Security and compliance

Database monitoring and observability

Database change management

Productivity and workflow automation

AI data readiness

Database modernization

Efficiency and cost optimization

Cloud migration and workload optimization

Redgate Flyway

Redgate Monitor

SQL Toolbelt Essentials

Redgate Test Data Manager

Redgate Hub

Product: Flyway

Simplifying Data Import and Export for Database Development

Managing Test Datasets for a Database: What's Required?

A Test Data Management Strategy for Database Migrations

Managing Datasets for Database Development Work using Flyway

Planning a Database Testing Strategy for Flyway

Dealing with Database Data and Metadata in Flyway Developments

Bulk Loading Data via a PowerShell Script in Flyway

Adding Test Data to Databases During Flyway Migrations

Getting Data In and Out of SQL Server Flyway Builds

Testing Databases: What's Required?

2026 State of the Database Landscape

Introduction to PostgreSQL for the data professional

Security and compliance

Database monitoring and observability

Database change management

Productivity and workflow automation

AI data readiness

Database modernization

Efficiency and cost optimization

Cloud migration and workload optimization

Redgate Flyway

Redgate Monitor

SQL Toolbelt Essentials

Redgate Test Data Manager

Product: Flyway

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