CI/CD

Terraform stores real secret values (API tokens, database passwords) in plaintext state files and plan output despite showing (sensitive value) in the CLI. When plan files are uploaded as CI/CD artifacts, they become security liabilities if accessible to unauthorized parties.

Automated tests fail unpredictably due to environmental issues (browser crashes, connectivity loss, updates) unrelated to code changes. Teams report 15%+ failure rates in large test suites, forcing QA to spend hours re-testing valid code and blocking releases.

Developers spend 40-60% of their time on non-coding tasks including environment setup, CI/CD configuration, dependency management, infrastructure provisioning, and debugging environment drift instead of core development work.

Most teams take days or weeks to deploy code from commit to production, while elite teams achieve sub-day deployments. The bottleneck typically stems from specialized deployment knowledge residing with individual team members, creating single points of failure and reducing deployment velocity.

Developers are blocked waiting for QA test results after committing code, facing waits from 10 minutes to 10+ hours depending on test suite size. This creates productivity bottlenecks and forces developers to context-switch or risk introducing rework.

Automation pipelines and scripting struggle to handle stateful resource management and state logistics across multiple code paths, despite being critical for continuous integration.

Continuous deployment makes safe, effective rollback mandatory—not optional. This requires developers to be skilled at rapid testing and mean-time-to-resolution practices, effectively requiring a different skill set than traditional deployment strategies.

Front-end developers list CI configuration (26%) and code writing (28%) as primary challenges. CI/CD complexity isn't traditionally in their wheelhouse but increasingly required.