Phases of the SDLC
The SDLC typically consists of several key phases:- Planning & Requirements Analysis
- Define project scope, objectives, and stakeholder needs.
- Gather functional and non-functional requirements.
- System Design
- Architectural decisions, tech stack selection, and system specifications.
- Design and documentation of requirements
- Divide the project up into tasks and sprints.
- Implementation (Coding)
- Development of features based on design specifications.
- Track individual tasks and sprints to see if development is on target for planned release date.
- Testing
- Ensures software meets requirements and is free of defects.
- Includes unit, integration, system, and acceptance testing.
- The Testing Pyramid (unit > integration > UI tests) has been debated—some argue it doesn’t fit modern microservices and fast deployments.
- Deployment
- Release to production, often via automated pipelines in DevOps environments.
- Maintenance & Operations
- Bug fixes, performance improvements, and feature updates.
- Monitoring and observability are critical in this phase.

The Changing Landscape of Testing in the SDLC
The traditional Testing Pyramid (favoring many unit tests over fewer UI tests) as a support of the SDLC is being questioned. Challenges include:- Surprise Interactions: with so many microservices and third-party services, it’s very difficult to know from unit tests or even integration tests that the code written locally will perform correctly for users.
- Microservices & Distributed Systems: Integration and contract testing gain importance.
- Shift-Left Testing: Testing earlier in the cycle to catch defects sooner.
- Test Automation & AI: Tools like AI-driven test generation are changing how tests are written and maintained. Currently, there’s a great deal of conflict as AI tools struggle to make tests as useful as human writers.