Friday, February 13, 2026

AI Prompt - Integration testing

AI Prompt (integration level)

Prompt text

“Propose integration test cases for how \[component A] interacts with \[component B/service]. Include setup data, API contracts, dependency assumptions, and validation points. Cover success, failure, and timeout scenarios.”

How to apply critical thinking

·         Understand the integration surface

·         What exact APIs/events/interfaces are used between A and B?

·         What are the guarantees on order, idempotency, and eventual consistency?

·         Generate test cases for each interaction

·         Happy path: component A calls B with valid data; B responds as expected.

·         Contract mismatch: missing fields, versioned schemas, optional vs required fields.

·         Failure modes: B returns 4xx/5xx, malformed response, partial data.

·         Timeouts/retries: B is slow or unreachable; how does A behave?

·         Data consistency: verify that side effects (DB writes, messages) are consistent across both components.

·         Questions on ambiguities

·         Who is the source of truth for shared fields?

·         Expected behavior when one side is upgraded and the other is not?

·         How long should A wait before giving up on B?

·         What test ideas might be missed

·         Race conditions when multiple A instances talk to B concurrently.

·         Integration behavior under partial outages (e.g., one region down).

·         Back-pressure or throttling scenarios across components.

Output template (integration testing)

Context: [component A, component B/service, integration style (REST, queue, db, event bus)]

Assumptions: [API version, auth mechanism, network reliability, contract stability]

Test Types: [integration]

Test Cases:

ID: [TC-IT-001]

Type: [integration]

Title: [e.g., "A saves order when B confirms payment"]

Preconditions/Setup: 

  - [Deploy A+B in test env]

  - [Seed DBs or queues]

  - [Configure stubs only for external systems, not between A and B]

Steps:

  1. [Trigger A via API/event]

  2. [A calls B as part of flow]

Variations:

  - [B returns success]

  - [B returns 4xx, 5xx]

  - [B times out]

Expected Results:

  - [A’s behavior: commit/rollback, messages emitted, logs, metrics]

Cleanup:

  - [Clear DB, queues, reset configs]

Coverage notes:

  - [Which integration paths and contracts are validated; untested paths]

Non-functionals:

  - [Latency expectations across A↔B, retry limits]

Data/fixtures:

  - [Shared IDs, domain objects, schema versions]

Environments:

  - [Integration env with A+B only; prod-like configs]

Ambiguity Questions:

- [Ownership of fields, error-handling strategy, retry/backoff policy]

Potential Missed Ideas:

- [Multi-instance interactions, failover, schema evolution tests]

AI Prompt - API Testing

Prompt (API level) Prompt text “Create API test cases for endpoint \[METHOD /path]. List preconditions, request variations (valid/invalid/...