jbcodeforce

Guidelines and instructions for generating and updating documentation for this repository.

Define and apply the standard layout for e2e-demos: deployment folders (cc, oss-flink, cp-flink), README requirements, and automation (IaC + app logic). Use when creating or refactoring demos under e2e-demos/.

Scaffolds foundational Flink e2e demo code for flink-studies — Confluent Cloud SQL, local Docker, deploy manifests, and Python producers. Use when creating a new e2e demo, jump-starting a streaming demo, or scaffolding flink-studies demo foundations.

Scaffolds foundational Flink e2e demo code for flink-studies — Confluent Cloud SQL, local Docker, deploy manifests, and Python producers. Use when creating a new e2e demo, jump-starting a streaming demo, or scaffolding flink-studies demo foundations.

Consolidates shift_left test coverage across UT, CLI, and IT layers using a CLI-first ownership model. Maps module functions to Typer commands, removes UT/core overlap, adds missing tests with lowest-level mocks, and updates CLI_IT_COVERAGE.md. Use when assessing or improving test coverage for project_manager, table_mgr, pipeline_mgr, or any shift_left cli_commands module; when reducing duplicate UT vs CLI tests; or when user mentions coverage overlap, CLI-first tests, or IT coverage gaps.

Troubleshoot Confluent Cloud Flink SQL statements using flink-triage CLI, metrics, and exceptions. Use when a statement is FAILED, PENDING, has backpressure, zero output, or high state size.