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Use cases

Modernizing a legacy Java codebase

A grown Spring project on an outdated Java and framework version is broken into checkable slices and moved step by step to a defined target level.

Illustration for the use case “Modernizing a legacy Java codebase” (decorative)

Case study in full

Synthetic example — illustrative magnitudes, not a measurement.

Stack profile: java-spring-boot-4-hexagonal · Data origin: Synthetic example, not a reference run. · Measurement period: —

A grown Spring project runs on an outdated Java and framework version. Dependencies have accumulated over years, part of the test suite is red or skipped, and migrating to a defined target level was repeatedly postponed because it did not break down into small, checkable steps.

Out of scope — not automated: Not automated: which target level is pursued remains a project decision made in advance. Review of every single slice, approval of critical dependency changes, and the final merge decision remain with a human throughout.

Prerequisites

Workflow

  1. A ticket in the connected tracker describes the target level per module.
  2. The plan breaks the migration into ordered, individually checkable slices.
  3. Each slice changes one bounded portion: a dependency, an API adjustment, or a test fix.
  4. Validation per slice: compilation, affected tests, static analysis.
  5. The result goes out as a pull request to the repository — review and merge remain with a human.

Result artifacts

Key figures

Scope

Stories/tickets
1
Slices
34
Files/modules
118

Throughput

Validated slices
31
Retries
9
Human approvals
6

Quality

Checks run
Compile, Unit Tests, Static Analysis
Gates passed
5
Gates failed
1
Remaining debt
Two older test classes do not yet cover the new code path; deferred as a ticket rather than silently removed.

Resources — no pricing

Prompt tokens
500000
Completion tokens
200000
Cache tokens
750000
Model calls
200
Sandbox runtime
90 minutes
Model/stack context
Java 17 → Java 25, Spring Boot 3 → Spring Boot 4 (target profile java-spring-boot-4-hexagonal).

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Every example on this page was created for illustration. It is not a promise about the duration, quality or cost of a future run of your own — your own figures appear in the cockpit after logging in, within your own tenant context.