One of the most common concerns raised during a COBOL migration project is the amount of testing required. Many organisations assume that migrating to Java or C# means creating an entirely new suite of functional tests. In practice, this is rarely necessary. The original COBOL application already defines the required behaviour, making it the reference implementation against which the translated application is validated.
For COBOL batch applications, testing is normally performed end-to-end using representative business data. The original COBOL program and the translated Java or C# application are executed with the same input files, database content and execution parameters. Where required, SoftwareMining utilities convert EBCDIC data files to ASCII or Unicode before the translated application is executed using the generated JCL translation or equivalent Windows or Linux execution script.
The original COBOL application is executed to produce the reference results. The translated Java or C# application is then executed using the same business data, allowing direct comparison of output files, reports, database updates and return codes. Successful comparison demonstrates that the translated application preserves the behaviour of the original COBOL system.
Validation is based on comparing the outputs produced by the original COBOL application with those generated by the translated Java or C# application. This typically includes output files, reports and database updates. SoftwareMining provides utilities to support this validation process and integrates readily with the client's existing testing environment.
SoftwareMining uses the original COBOL application as the functional specification for the translated Java or C# application. Validation is therefore based on comparing the behaviour of both systems using the same business data, providing confidence that business logic, file handling, numeric calculations, report generation, database updates and exception handling have been faithfully preserved.
SoftwareMining uses a deterministic translation engine that applies the same translation rules to every COBOL program. The same COBOL construct always generates the same Java or C# implementation pattern, producing a consistent architecture across the entire application. This consistency simplifies code reviews, testing and long-term maintenance because developers encounter familiar programming patterns throughout the migrated system.
Common COBOL infrastructure is implemented within well-tested SoftwareMining runtime libraries rather than repeatedly generating identical code in every translated program. File handling, database access, transaction management and data conversion are therefore implemented once and reused throughout the application.
For example, every COBOL OPEN, READ, WRITE and CLOSE operation is translated into the same runtime library calls throughout the application.
This reduces generated code, improves maintainability and allows testing to concentrate on the translated business logic.
The translation engine also applies consistent implementation strategies throughout the application. Similar COBOL programs therefore generate similar Java or C# applications, making the translated system easier to understand, validate and maintain over its lifetime.
For a technical evaluation comparing AI-assisted translation with SoftwareMining's deterministic translation approach, please see Claude Code Technical Evaluation for Enterprise COBOL Modernization.
Once the translated application has been accepted, future business enhancements are normally made directly to the Java or C# source code. Unlike AI-generated code that may be regenerated repeatedly, SoftwareMining performs a one-time deterministic translation that becomes the client's long-term application. The objective of migration testing is therefore to demonstrate behavioural equivalence with the original COBOL system, after which the translated application is maintained as a standard Java or C# application.
Testing a translated COBOL application is generally much simpler than many organisations expect. Because the original COBOL application serves as the functional specification, existing business scenarios and representative test data can normally be reused. SoftwareMining's deterministic translation engine generates consistent Java and C# applications, allowing organisations to validate the migration by comparing the behaviour of both systems rather than creating an entirely new functional test suite.