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215 lines
515 KiB
JSON
215 lines
515 KiB
JSON
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{"parentUuid":"73036204-56cb-4e0f-906f-abfc1aee609a","isSidechain":false,"attachment":{"type":"hook_success","hookName":"SessionStart:startup","toolUseID":"4e5f8505-b125-4b55-bbb6-948aa6a1ac9d","hookEvent":"SessionStart","content":"","stdout":"{\n \"hookSpecificOutput\": {\n \"hookEventName\": \"SessionStart\",\n \"additionalContext\": \"<EXTREMELY_IMPORTANT>\\nYou have superpowers.\\n\\n**Below is the full content of your 'superpowers:using-superpowers' skill - your introduction to using skills. For all other skills, use the 'Skill' tool:**\\n\\n---\\nname: using-superpowers\\ndescription: Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions\\n---\\n\\n<SUBAGENT-STOP>\\nIf you were dispatched as a subagent to execute a specific task, skip this skill.\\n</SUBAGENT-STOP>\\n\\n<EXTREMELY-IMPORTANT>\\nIf you think there is even a 1% chance a skill might apply to what you are doing, you ABSOLUTELY MUST invoke the skill.\\n\\nIF A SKILL APPLIES TO YOUR TASK, YOU DO NOT HAVE A CHOICE. YOU MUST USE IT.\\n\\nThis is not negotiable. This is not optional. You cannot rationalize your way out of this.\\n</EXTREMELY-IMPORTANT>\\n\\n## Instruction Priority\\n\\nSuperpowers skills override default system prompt behavior, but **user instructions always take precedence**:\\n\\n1. **User's explicit instructions** (CLAUDE.md, GEMINI.md, AGENTS.md, direct requests) — highest priority\\n2. **Superpowers skills** — override default system behavior where they conflict\\n3. **Default system prompt** — lowest priority\\n\\nIf CLAUDE.md, GEMINI.md, or AGENTS.md says \\\"don't use TDD\\\" and a skill says \\\"always use TDD,\\\" follow the user's instructions. The user is in control.\\n\\n## How to Access Skills\\n\\n**In Claude Code:** Use the `Skill` tool. When you invoke a skill, its content is loaded and presented to you—follow it directly. Never use the Read tool on skill files.\\n\\n**In Copilot CLI:** Use the `skill` tool. Skills are auto-discovered from installed plugins. The `skill` tool works the same as Claude Code's `Skill` tool.\\n\\n**In Gemini CLI:** Skills activate via the `activate_skill` tool. Gemini loads skill metadata at session start and activates the full content on demand.\\n\\n**In other environments:** Check your platform's documentation for how skills are loaded.\\n\\n## Platform Adaptation\\n\\nSkills use Claude Code tool names. Non-CC platforms: see `references/copilot-tools.md` (Copilot CLI), `references/codex-tools.md` (Codex) for tool equivalents. Gemini CLI users get the tool mapping loaded automatically via GEMINI.md.\\n\\n# Using Skills\\n\\n## The Rule\\n\\n**Invoke relevant or requested skills BEFORE any response or action.** Even a 1% chance a skill might apply means that you should invoke the skill to check. If an invoked skill turns out to be wrong for the situation, you don't need to use it.\\n\\n```dot\\ndigraph skill_flow {\\n \\\"User message received\\\" [shape=doublecircle];\\n \\\"About to EnterPlanMode?\\\" [shape=doublecircle];\\n \\\"Already brainstormed?\\\" [shape=diamond];\\n \\\"Invoke brainstorming skill\\\" [shape=box];\\n \\\"Might any skill apply?\\\" [shape=diamond];\\n \\\"Invoke Skill tool\\\" [shape=box];\\n \\\"Announce: 'Using [skill] to [purpose]'\\\" [shape=box];\\n \\\"Has checklist?\\\" [shape=diamond];\\n \\\"Create TodoWrite todo per item\\\" [shape=box];\\n \\\"Follow skill exactly\\\" [shape=box];\\n \\\"Respond (including clarifications)\\\" [shape=doublecircle];\\n\\n \\\"About to EnterPlanMode?\\\" -> \\\"Already brainstormed?\\\";\\n \\\"Already brainstormed?\\\" -> \\\"Invoke brainstorming skill\\\" [label=\\\"no\\\"];\\n \\\"Already brainstormed?\\\" -> \\\"Might any skill apply?\\\" [label=\\\"yes\\\"];\\n \\\"Invoke brainstorming skill\\\" -> \\\"Might any skill apply?\\\";\\n\\n \\\"User message received\\\" -> \\\"Might any skill apply?\\\";\\n \\\"Might any skill apply?\\\" -> \\\"Invoke Skill tool\\\" [label=\\\"yes, even 1%\\\"];\\n \\\"Might any skill apply?\\\" -> \\\"Respond (including clarifications)\\\" [label=\\\"definitely not\\\"];\\n \\\"Invoke Skill tool\\\" -> \\\"Announce: 'Using [skill] to [purpose]'\\\";\\n \\\"Announce: 'Using [skill] to [purpose]'\\\" -> \\\"Has checklist?\\\";\\n \\\"Has checklist?\\\" -> \\\"Create TodoWrite todo per item\\\" [label=\\\"yes\\\"];\\n \\\"Has checklist?\\\" -> \\\"Follow skill exactly\\\" [label=\\\"no\\\"];\\n \\\"Create TodoWrite todo per item\\\" -> \\\"Follow skill exactly\\\";\\n}\\n```\\n\\n## Red Flags\\n\\nThese thoughts mean STOP—you're rationalizing:\\n\\n| Thought | Reality |\\n|---------|---------|\\n| \\\"This is just a simple question\\\" | Questions are tasks. Check for skills. |\\n| \\\"I need more context first\\\" | Skill check comes BEFORE clarifying questions. |\\n| \\\"Let me explore the codebase first\\\" | Skills tell you HOW to explore. Check first. |\\n| \\\"I can check git/files quickly\\\" | Files lack conversation context. Check for skills. |\\n| \\\"Let me gather information first\\\" | Skills tell you HOW to gather information. |\\n| \\\"This doesn't need a formal skill\\\" | If a skill exists, use it. |\\n| \\\"I remember this skill\\\" | Skills evolve. Read current version. |\\n| \\\"This doesn't count as a task\\\" | Action = task. Check for skills. |\\n| \\\"The skill is overkill\\\" | Simple things become complex. Use it. |\\n| \\\"I'll just do this one thing first\\\" | Check BEFORE doing anything. |\\n| \\\"This feels productive\\\" | Undisciplined action wastes time. Skills prevent this. |\\n| \\\"I know what that means\\\" | Knowing the concept ≠ using the skill. Invoke it. |\\n\\n## Skill Priority\\n\\nWhen multiple skills could apply, use this order:\\n\\n1. **Process skills first** (brainstorming, debugging) - these determine HOW to approach the task\\n2. **Implementation skills second** (frontend-design, mcp-builder) - these guide execution\\n\\n\\\"Let's build X\\\" → brainstorming first, then implementation skills.\\n\\\"Fix this bug\\\" → debugging first, then domain-specific skills.\\n\\n## Skill Types\\n\\n**Rigid** (TDD, debugging): Follow exactly. 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{"parentUuid":"8d3e30df-bad7-4315-9276-77409915d6d6","isSidechain":false,"attachment":{"type":"hook_additional_context","content":["<memvid-mind-context>\n# 🧠 Claude Mind Active\n\n📁 Project: **churn-renewal-forecast**\n💾 Memory: `.claude/mind.mv2` (51523 KB)\n\n**Commands:**\n- `/mind:search <query>` - Search memories\n- `/mind:ask <question>` - Ask your memory\n- `/mind:recent` - View timeline\n- `/mind:stats` - View statistics\n\n_Memories are captured automatically from your tool use._\n</memvid-mind-context>","<EXTREMELY_IMPORTANT>\nYou have superpowers.\n\n**Below is the full content of your 'superpowers:using-superpowers' skill - your introduction to using skills. For all other skills, use the 'Skill' tool:**\n\n---\nname: using-superpowers\ndescription: Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions\n---\n\n<SUBAGENT-STOP>\nIf you were dispatched as a subagent to execute a specific task, skip this skill.\n</SUBAGENT-STOP>\n\n<EXTREMELY-IMPORTANT>\nIf you think there is even a 1% chance a skill might apply to what you are doing, you ABSOLUTELY MUST invoke the skill.\n\nIF A SKILL APPLIES TO YOUR TASK, YOU DO NOT HAVE A CHOICE. YOU MUST USE IT.\n\nThis is not negotiable. This is not optional. You cannot rationalize your way out of this.\n</EXTREMELY-IMPORTANT>\n\n## Instruction Priority\n\nSuperpowers skills override default system prompt behavior, but **user instructions always take precedence**:\n\n1. **User's explicit instructions** (CLAUDE.md, GEMINI.md, AGENTS.md, direct requests) — highest priority\n2. **Superpowers skills** — override default system behavior where they conflict\n3. **Default system prompt** — lowest priority\n\nIf CLAUDE.md, GEMINI.md, or AGENTS.md says \"don't use TDD\" and a skill says \"always use TDD,\" follow the user's instructions. The user is in control.\n\n## How to Access Skills\n\n**In Claude Code:** Use the `Skill` tool. When you invoke a skill, its content is loaded and presented to you—follow it directly. Never use the Read tool on skill files.\n\n**In Copilot CLI:** Use the `skill` tool. Skills are auto-discovered from installed plugins. The `skill` tool works the same as Claude Code's `Skill` tool.\n\n**In Gemini CLI:** Skills activate via the `activate_skill` tool. Gemini loads skill metadata at session start and activates the full content on demand.\n\n**In other environments:** Check your platform's documentation for how skills are loaded.\n\n## Platform Adaptation\n\nSkills use Claude Code tool names. Non-CC platforms: see `references/copilot-tools.md` (Copilot CLI), `references/codex-tools.md` (Codex) for tool equivalents. Gemini CLI users get the tool mapping loaded automatically via GEMINI.md.\n\n# Using Skills\n\n## The Rule\n\n**Invoke relevant or requested skills BEFORE any response or action.** Even a 1% chance a skill might apply means that you should invoke the skill to check. If an invoked skill turns out to be wrong for the situation, you don't need to use it.\n\n```dot\ndigraph skill_flow {\n \"User message received\" [shape=doublecircle];\n \"About to EnterPlanMode?\" [shape=doublecircle];\n \"Already brainstormed?\" [shape=diamond];\n \"Invoke brainstorming skill\" [shape=box];\n \"Might any skill apply?\" [shape=diamond];\n \"Invoke Skill tool\" [shape=box];\n \"Announce: 'Using [skill] to [purpose]'\" [shape=box];\n \"Has checklist?\" [shape=diamond];\n \"Create TodoWrite todo per item\" [shape=box];\n \"Follow skill exactly\" [shape=box];\n \"Respond (including clarifications)\" [shape=doublecircle];\n\n \"About to EnterPlanMode?\" -> \"Already brainstormed?\";\n \"Already brainstormed?\" -> \"Invoke brainstorming skill\" [label=\"no\"];\n \"Already brainstormed?\" -> \"Might any skill apply?\" [label=\"yes\"];\n \"Invoke brainstorming skill\" -> \"Might any skill apply?\";\n\n \"User message received\" -> \"Might any skill apply?\";\n \"Might any skill apply?\" -> \"Invoke Skill tool\" [label=\"yes, even 1%\"];\n \"Might any skill apply?\" -> \"Respond (including clarifications)\" [label=\"definitely not\"];\n \"Invoke Skill tool\" -> \"Announce: 'Using [skill] to [purpose]'\";\n \"Announce: 'Using [skill] to [purpose]'\" -> \"Has checklist?\";\n \"Has checklist?\" -> \"Create TodoWrite todo per item\" [label=\"yes\"];\n \"Has checklist?\" -> \"Follow skill exactly\" [label=\"no\"];\n \"Create TodoWrite todo per item\" -> \"Follow skill exactly\";\n}\n```\n\n## Red Flags\n\nThese thoughts mean STOP—you're rationalizing:\n\n| Thought | Reality |\n|---------|---------|\n| \"This is just a simple question\" | Questions are tasks. Check for skills. |\n| \"I need more context first\" | Skill check comes BEFORE clarifying questions. |\n| \"Let me explore the codebase first\" | Skills tell you HOW to explore. Check first. |\n| \"I can check git/files quickly\" | Files lack conversation context. Check for skills. |\n| \"Let me gather information first\" | Skills tell you HOW to gather information. |\n| \"This doesn't need a formal skill\" | If a skill exists, use it. |\n| \"I remember this skill\" | Skills evolve. Read current version. |\n| \"This doesn't count as a task\" | Action = task. Check for skills. |\n| \"The skill is overkill\" | Simple things become complex. Use it. |\n| \"I'll just do this one thing first\" | Check BEFORE doing anything. |\n| \"This feels productive\" | Undisciplined action wastes time. Skills prevent this. |\n| \"I know what that means\" | Knowing the concept ≠ using the skill. Invoke it. |\n\n## Skill Priority\n\nWhen multiple skills could apply, use this order:\n\n1. **Process skills first** (brainstorming, debugging) - these determine HOW to approach the task\n2. **Implementation skills second** (frontend-design, mcp-builder) - these guide execution\n\n\"Let's build X\" → brainstorming first, then implementation skills.\n\"Fix this bug\" → debugging first, then domain-specific skills.\n\n## Skill Types\n\n**Rigid** (TDD, debugging): Follow exactly. Don't adapt away discipline.\n\n**Flexible** (patterns): Adapt principles to context.\n\nThe skill itself tells you which.\n\n## User Instructions\n\nInstructions say WHAT, not HOW. \"Add X\" or \"Fix Y\" doesn't mean skip workflows.\n\n\n</EXTREMELY_IMPORTANT>"],"hookName":"SessionStart","toolUseID":"SessionStart","hookEvent":"SessionStart"},"type":"attachment","uuid":"c1c8ef7d-26d5-4b23-b4c4-34f5354daef7","timestamp":"2026-05-21T17:32:08.123Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"cd"}
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{"parentUuid":"4721d9c5-9f9c-447e-bae3-a6b1f34f6cf7","isSidechain":false,"attachment":{"type":"skill_listing","content":"- obsidian-load: Load context from Obsidian notes in the `Claude/` directory into the current conversation.\n- obsidian-save: Save current conversation context to an Obsidian note under the `Claude/` directory.\n- mind:stats: Show memory statistics and storage information\n- mind:search: Search memories for specific content or patterns\n- mind:recent: Show recent memories and activity timeline\n- mind:ask: Ask questions about memories and get context-aware answers\n- mind:mind: Claude Mind - Search and manage Claude's persistent memory stored in a single portable .mv2 file\n- mind:memory: Claude Mind - Search and manage Claude's persistent memory stored in a single portable .mv2 file\n- superpowers:test-driven-development: Use when implementing any feature or bugfix, before writing implementation code\n- superpowers:writing-plans: Use when you have a spec or requirements for a multi-step task, before touching code\n- superpowers:finishing-a-development-branch: Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup\n- superpowers:using-git-worktrees: Use when starting feature work that needs isolation from current workspace or before executing implementation plans - ensures an isolated workspace exists via native tools or git worktree fallback\n- superpowers:dispatching-parallel-agents: Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies\n- superpowers:receiving-code-review: Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation\n- superpowers:using-superpowers: Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions\n- superpowers:requesting-code-review: Use when completing tasks, implementing major features, or before merging to verify work meets requirements\n- superpowers:systematic-debugging: Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes\n- superpowers:executing-plans: Use when you have a written implementation plan to execute in a separate session with review checkpoints\n- superpowers:brainstorming: You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.\n- superpowers:writing-skills: Use when creating new skills, editing existing skills, or verifying skills work before deployment\n- superpowers:verification-before-completion: Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always\n- superpowers:subagent-driven-development: Use when executing implementation plans with independent tasks in the current session\n- update-config: Use this skill to configure the Claude Code harness via settings.json. Automated behaviors (\"from now on when X\", \"each time X\", \"whenever X\", \"before/after X\") require hooks configured in settings.json - the harness executes these, not Claude, so memory/preferences cannot fulfill them. Also use for: permissions (\"allow X\", \"add permission\", \"move permission to\"), env vars (\"set X=Y\"), hook troubleshooting, or any changes to settings.json/settings.local.json files. Examples: \"allow npm commands\", \"add bq permission to global settings\", \"move permission to user settings\", \"set DEBUG=true\", \"when claude stops show X\". For simple settings like theme/model, suggest the /config command.\n- keybindings-help: Use when the user wants to customize keyboard shortcuts, rebind keys, add chord bindings, or modify ~/.claude/keybindings.json. Examples: \"rebind ctrl+s\", \"add a chord shortcut\", \"change the submit key\", \"customize keybindings\".\n- verify: Verify that a code change actually does what it's supposed to by running the app and observing behavior. Use when asked to verify a PR, confirm a fix works, test a change manually, check that a feature works, or validate local changes before pushing.\n- code-review: Review changed code for reuse, quality, and efficiency, then fix any issues found.\n- fewer-permission-prompts: Scan your transcripts for common read-only Bash and MCP tool calls, then add a prioritized allowlist to project .claude/settings.json to reduce permission prompts.\n- loop: Run a prompt or slash command on a recurring interval (e.g. /loop 5m /foo). Omit the interval to let the model self-pace. - When the user wants to set up a recurring task, poll for status, or run something repeatedly on an interval (e.g. \"check the deploy every 5 minutes\", \"keep running /babysit-prs\"). Do NOT invoke for one-off tasks.\n- schedule: Create, update, list, or run scheduled remote agents (routines) that execute on a cron schedule. - When the user wants to schedule a recurring remote agent, set up automated tasks, create a cron job for Claude Code, or manage their scheduled agents/routines. Also use when the user wants a one-time scheduled run (\"run this once at 3pm\", \"remind me to check X tomorrow\").\n- claude-api: Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching. 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First looks for a project skill that already covers launching the app; otherwise falls back to built-in patterns per project type (CLI, server, TUI, Electron, browser-driven, library).\n- init: Initialize a new CLAUDE.md file with codebase documentation\n- review: Review a pull request\n- security-review: Complete a security review of the pending changes on the current branch","skillCount":34,"isInitial":true},"type":"attachment","uuid":"3bc00a3f-2502-43e0-a4f0-c0de915a3bc8","timestamp":"2026-05-21T18:20:07.760Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"type":"ai-title","aiTitle":"Fix CI/CD OCI artifact update issue","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"type":"last-prompt","lastPrompt":"i am having issues with the cd portion (.github/workflows/cd.yml) for some reason it seems that the OCI artifact isn't actually updated so flux does not see any changes to deploy?","leafUuid":"9a0d617d-6fa5-4360-9ffa-37a7eff47b38","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"type":"ai-title","aiTitle":"Fix CI/CD OCI artifact update issue","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"type":"permission-mode","permissionMode":"default","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"parentUuid":"9a0d617d-6fa5-4360-9ffa-37a7eff47b38","isSidechain":false,"promptId":"8b2d3f38-48ab-4f1a-b229-93a26b8cef8b","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Y4ywYPZNFnw9C7p17UQMZC","type":"tool_result","content":"1\tname: CD\n2\t\n3\ton:\n4\t workflow_dispatch:\n5\t inputs:\n6\t reason:\n7\t description: \"Reason for running manually\"\n8\t required: false\n9\t default: \"Testing\"\n10\t push:\n11\t branches:\n12\t - main\n13\t paths-ignore:\n14\t - \"**/*.md\"\n15\t - \"docs/**\"\n16\t - \"LICENSE\"\n17\t - \".gitignore\"\n18\t - \".gitattributes\"\n19\t - \".github/CODEOWNERS\"\n20\t\n21\tenv:\n22\t REGISTRY: registry.ic-ops.net\n23\t\n24\tjobs:\n25\t build-and-push:\n26\t name: Build and Push Docker Image\n27\t runs-on: self-hosted-rocky-x64-16g\n28\t outputs:\n29\t rev_tag: ${{ steps.tag.outputs.rev_tag }}\n30\t steps:\n31\t - name: Checkout repo\n32\t uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2\n33\t\n34\t - name: Generate image tag\n35\t id: tag\n36\t run: |\n37\t REV_TAG=\"git-$(git rev-parse --short=8 HEAD)\"\n38\t echo \"rev_tag=$REV_TAG\" >> \"$GITHUB_OUTPUT\"\n39\t\n40\t - name: Docker login\n41\t uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0\n42\t with:\n43\t registry: ${{ env.REGISTRY }}\n44\t username: ${{ vars.REGISTRY_USERNAME }}\n45\t password: ${{ secrets.REGISTRY_PASSWORD }}\n46\t\n47\t - name: Set up BuildKit fleet\n48\t uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0\n49\t with:\n50\t name: eks-fleet\n51\t driver: remote\n52\t endpoint: tcp://buildkit-amd64-svc.buildkit-fleet.svc.cluster.local:4400\n53\t platforms: linux/amd64\n54\t append: |\n55\t - endpoint: tcp://buildkit-arm64-svc.buildkit-fleet.svc.cluster.local:4400\n56\t platforms: linux/arm64\n57\t\n58\t - name: Build and push\n59\t uses: docker/build-push-action@bcafcacb16a39f128d818304e6c9c0c18556b85f # v7\n60\t with:\n61\t builder: eks-fleet\n62\t push: true\n63\t platforms: linux/amd64,linux/arm64\n64\t tags: |\n65\t ${{ env.REGISTRY }}/internal-tooling/churn-renewal-forecast:${{ steps.tag.outputs.rev_tag }}\n66\t ${{ env.REGISTRY }}/internal-tooling/churn-renewal-forecast:latest\n67\t cache-from: type=registry,ref=${{ env.REGISTRY }}/image-build-cache/internal-tooling/churn-renewal-forecast:cache\n68\t cache-to: type=registry,ref=${{ env.REGISTRY }}/image-build-cache/internal-tooling/churn-renewal-forecast:cache,mode=max,image-manifest=true,ignore-error=true\n69\t\n70\t - name: Build overlays\n71\t env:\n72\t DEPLOY_DIR: deploy/kubernetes/deploy\n73\t BUILD_VARS: ''\n74\t run: |\n75\t SET_ARGS=()\n76\t if [ -n \"${BUILD_VARS}\" ]; then\n77\t IFS=',' read -ra PAIRS <<< \"${BUILD_VARS}\"\n78\t for pair in \"${PAIRS[@]}\"; do\n79\t SET_ARGS+=( --set \"${pair}\" )\n80\t done\n81\t fi\n82\t pack build \\\n83\t --directory \"${DEPLOY_DIR}\" \\\n84\t --recursive \\\n85\t --debug \\\n86\t \"${SET_ARGS[@]}\"\n87\t\n88\t - name: Push overlays\n89\t env:\n90\t DEPLOY_DIR: deploy/kubernetes/deploy\n91\t TAG: ${{ steps.tag.outputs.rev_tag }}\n92\t OCI_USERNAME: ${{ vars.REGISTRY_USERNAME }}\n93\t OCI_PASSWORD: ${{ secrets.REGISTRY_PASSWORD }}\n94\t run: |\n95\t pack push \\\n96\t --directory \"${DEPLOY_DIR}\" \\\n97\t --tag \"${TAG}\" \\\n98\t --recursive \\\n99\t --debug\n100\t\n101\t\n102\t\n103\t"}]},"uuid":"88f68bf0-8c7b-4071-8937-997b1955316f","timestamp":"2026-05-21T18:20:11.995Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/churn-renewal-forecast/.github/workflows/cd.yml","content":"name: CD\n\non:\n workflow_dispatch:\n inputs:\n reason:\n description: \"Reason for running manually\"\n required: false\n default: \"Testing\"\n push:\n branches:\n - main\n paths-ignore:\n - \"**/*.md\"\n - \"docs/**\"\n - \"LICENSE\"\n - \".gitignore\"\n - \".gitattributes\"\n - \".github/CODEOWNERS\"\n\nenv:\n REGISTRY: registry.ic-ops.net\n\njobs:\n build-and-push:\n name: Build and Push Docker Image\n runs-on: self-hosted-rocky-x64-16g\n outputs:\n rev_tag: ${{ steps.tag.outputs.rev_tag }}\n steps:\n - name: Checkout repo\n uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2\n\n - name: Generate image tag\n id: tag\n run: |\n REV_TAG=\"git-$(git rev-parse --short=8 HEAD)\"\n echo \"rev_tag=$REV_TAG\" >> \"$GITHUB_OUTPUT\"\n\n - name: Docker login\n uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0\n with:\n registry: ${{ env.REGISTRY }}\n username: ${{ vars.REGISTRY_USERNAME }}\n password: ${{ secrets.REGISTRY_PASSWORD }}\n\n - name: Set up BuildKit fleet\n uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd # v4.0.0\n with:\n name: eks-fleet\n driver: remote\n endpoint: tcp://buildkit-amd64-svc.buildkit-fleet.svc.cluster.local:4400\n platforms: linux/amd64\n append: |\n - endpoint: tcp://buildkit-arm64-svc.buildkit-fleet.svc.cluster.local:4400\n platforms: linux/arm64\n\n - name: Build and push\n uses: docker/build-push-action@bcafcacb16a39f128d818304e6c9c0c18556b85f # v7\n with:\n builder: eks-fleet\n push: true\n platforms: linux/amd64,linux/arm64\n tags: |\n ${{ env.REGISTRY }}/internal-tooling/churn-renewal-forecast:${{ steps.tag.outputs.rev_tag }}\n ${{ env.REGISTRY }}/internal-tooling/churn-renewal-forecast:latest\n cache-from: type=registry,ref=${{ env.REGISTRY }}/image-build-cache/internal-tooling/churn-renewal-forecast:cache\n cache-to: type=registry,ref=${{ env.REGISTRY }}/image-build-cache/internal-tooling/churn-renewal-forecast:cache,mode=max,image-manifest=true,ignore-error=true\n\n - name: Build overlays\n env:\n DEPLOY_DIR: deploy/kubernetes/deploy\n BUILD_VARS: ''\n run: |\n SET_ARGS=()\n if [ -n \"${BUILD_VARS}\" ]; 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{"parentUuid":"819c7d83-4123-401e-bae1-af4cc4e3d122","isSidechain":false,"promptId":"8b2d3f38-48ab-4f1a-b229-93a26b8cef8b","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01US6dP4UKCsMgHwPRLVwUhM","type":"tool_result","content":"1\t# Kustomize Deployment Implementation Plan\n2\t\n3\t> **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking.\n4\t\n5\t**Goal:** Create a complete Kustomize deployment under `deploy/kubernetes/` with a base layer and a single cluster overlay for `eks-shared-infra-use1-2`.\n6\t\n7\t**Architecture:** Base layer is split into four sub-directories (bootstrap, init, netpol, services) each with their own `kustomization.yaml`. The cluster overlay at `deploy/kubernetes/deploy/eks-shared-infra-use1-2/` references the base and applies cluster-specific patches (ingress visibility, service account). All resources share a single container image with command overrides per workload.\n8\t\n9\t**Tech Stack:** Kustomize v4+, Kubernetes manifests (apps/v1, batch/v1, networking.k8s.io/v1), external-secrets.io v1beta1 (ExternalSecret), cilium.io/v2 (CiliumNetworkPolicy)\n10\t\n11\t---\n12\t\n13\t## File Map\n14\t\n15\t**Create — base bootstrap:**\n16\t- `deploy/kubernetes/base/bootstrap/namespace.yaml`\n17\t- `deploy/kubernetes/base/bootstrap/serviceaccount.yaml`\n18\t- `deploy/kubernetes/base/bootstrap/secret.yaml`\n19\t- `deploy/kubernetes/base/bootstrap/app-config.env`\n20\t- `deploy/kubernetes/base/bootstrap/kustomization.yaml`\n21\t\n22\t**Create — base init:**\n23\t- `deploy/kubernetes/base/init/job.yaml`\n24\t- `deploy/kubernetes/base/init/kustomization.yaml`\n25\t\n26\t**Create — base netpol:**\n27\t- `deploy/kubernetes/base/netpol/allow-dns.yaml`\n28\t- `deploy/kubernetes/base/netpol/allow-rds.yaml`\n29\t- `deploy/kubernetes/base/netpol/allow-external.yaml`\n30\t- `deploy/kubernetes/base/netpol/kustomization.yaml`\n31\t\n32\t**Create — base services:**\n33\t- `deploy/kubernetes/base/services/web-deployment.yaml`\n34\t- `deploy/kubernetes/base/services/worker-deployment.yaml`\n35\t- `deploy/kubernetes/base/services/service.yaml`\n36\t- `deploy/kubernetes/base/services/ingress.yaml`\n37\t- `deploy/kubernetes/base/services/kustomization.yaml`\n38\t\n39\t**Create — base root:**\n40\t- `deploy/kubernetes/base/kustomization.yaml`\n41\t\n42\t**Create — overlay:**\n43\t- `deploy/kubernetes/deploy/eks-shared-infra-use1-2/kustomization.yaml`\n44\t- `deploy/kubernetes/deploy/eks-shared-infra-use1-2/.app.yaml`\n45\t- `deploy/kubernetes/deploy/eks-shared-infra-use1-2/ingress-patch.yaml`\n46\t- `deploy/kubernetes/deploy/eks-shared-infra-use1-2/serviceaccount.yaml`\n47\t\n48\t---\n49\t\n50\t## Task 1: Bootstrap Resources\n51\t\n52\tCreates the namespace, service account, ExternalSecret, and ConfigMap source.\n53\t\n54\t**Files:**\n55\t- Create: `deploy/kubernetes/base/bootstrap/namespace.yaml`\n56\t- Create: `deploy/kubernetes/base/bootstrap/serviceaccount.yaml`\n57\t- Create: `deploy/kubernetes/base/bootstrap/secret.yaml`\n58\t- Create: `deploy/kubernetes/base/bootstrap/app-config.env`\n59\t- Create: `deploy/kubernetes/base/bootstrap/kustomization.yaml`\n60\t\n61\t- [ ] **Step 1: Create directory structure**\n62\t\n63\t```bash\n64\tmkdir -p deploy/kubernetes/base/bootstrap\n65\t```\n66\t\n67\t- [ ] **Step 2: Create namespace.yaml**\n68\t\n69\t```yaml\n70\t# deploy/kubernetes/base/bootstrap/namespace.yaml\n71\tapiVersion: v1\n72\tkind: Namespace\n73\tmetadata:\n74\t name: churn-renewal-forecast\n75\t labels:\n76\t app.kubernetes.io/name: churn-renewal-forecast\n77\t```\n78\t\n79\t- [ ] **Step 3: Create serviceaccount.yaml**\n80\t\n81\t```yaml\n82\t# deploy/kubernetes/base/bootstrap/serviceaccount.yaml\n83\tapiVersion: v1\n84\tkind: ServiceAccount\n85\tmetadata:\n86\t name: churn-renewal-forecast\n87\t namespace: churn-renewal-forecast\n88\t labels:\n89\t app.kubernetes.io/name: churn-renewal-forecast\n90\t```\n91\t\n92\t- [ ] **Step 4: Create secret.yaml (ExternalSecret)**\n93\t\n94\t```yaml\n95\t# deploy/kubernetes/base/bootstrap/secret.yaml\n96\tapiVersion: external-secrets.io/v1beta1\n97\tkind: ExternalSecret\n98\tmetadata:\n99\t name: churn-renewal-forecast\n100\t namespace: churn-renewal-forecast\n101\t labels:\n102\t app.kubernetes.io/name: churn-renewal-forecast\n103\tspec:\n104\t refreshInterval: 1h\n105\t secretStoreRef:\n106\t name: vault\n107\t kind: ClusterSecretStore\n108\t target:\n109\t name: churn-renewal-forecast\n110\t creationPolicy: Owner\n111\t data:\n112\t - secretKey: DATABASE_URL\n113\t remoteRef:\n114\t key: /internal/churn-renewal-forecast\n115\t property: DATABASE_URL\n116\t - secretKey: CLERK_SECRET_KEY\n117\t remoteRef:\n118\t key: /internal/churn-renewal-forecast\n119\t property: CLERK_SECRET_KEY\n120\t - secretKey: FRONT_API_TOKEN\n121\t remoteRef:\n122\t key: /internal/churn-renewal-forecast\n123\t property: FRONT_API_TOKEN\n124\t - secretKey: FRONT_API_TOKEN_2\n125\t remoteRef:\n126\t key: /internal/churn-renewal-forecast\n127\t property: FRONT_API_TOKEN_2\n128\t - secretKey: PRODUCTBOARD_API_KEY\n129\t remoteRef:\n130\t key: /internal/churn-renewal-forecast\n131\t property: PRODUCTBOARD_API_KEY\n132\t - secretKey: SLACK_BOT_TOKEN\n133\t remoteRef:\n134\t key: /internal/churn-renewal-forecast\n135\t property: SLACK_BOT_TOKEN\n136\t```\n137\t\n138\t- [ ] **Step 5: Create app-config.env**\n139\t\n140\t```env\n141\t# deploy/kubernetes/base/bootstrap/app-config.env\n142\tAPP_URL=https://churn-forecast.infrastructure.immuta.io\n143\tNEXT_PUBLIC_CLERK_PUBLISHABLE_KEY=PLACEHOLDER\n144\tNEXT_PUBLIC_PRODUCTBOARD_WORKSPACE=PLACEHOLDER\n145\tSLACK_TEST_CHANNEL=\n146\tPG_POOL_MAX=10\n147\tPG_POOL_IDLE_TIMEOUT_MS=30000\n148\tPG_POOL_CONNECTION_TIMEOUT_MS=2000\n149\tNEXT_PUBLIC_CLERK_SIGN_IN_URL=/sign-in\n150\tNEXT_PUBLIC_CLERK_SIGN_UP_URL=/sign-up\n151\tNEXT_PUBLIC_CLERK_AFTER_SIGN_IN_URL=/\n152\tNEXT_PUBLIC_CLERK_AFTER_SIGN_UP_URL=/\n153\t```\n154\t\n155\t- [ ] **Step 6: Create bootstrap/kustomization.yaml**\n156\t\n157\t`configMapGenerator` produces the ConfigMap from `app-config.env`. `disableNameSuffixHash: true` keeps the name stable so `envFrom` references don't need to change on every deploy.\n158\t\n159\t```yaml\n160\t# deploy/kubernetes/base/bootstrap/kustomization.yaml\n161\tapiVersion: kustomize.config.k8s.io/v1beta1\n162\tkind: Kustomization\n163\t\n164\tresources:\n165\t - namespace.yaml\n166\t - serviceaccount.yaml\n167\t - secret.yaml\n168\t\n169\tconfigMapGenerator:\n170\t - name: churn-renewal-forecast-config\n171\t envs:\n172\t - app-config.env\n173\t\n174\tgeneratorOptions:\n175\t disableNameSuffixHash: true\n176\t```\n177\t\n178\t- [ ] **Step 7: Validate bootstrap kustomization builds**\n179\t\n180\t```bash\n181\tkustomize build deploy/kubernetes/base/bootstrap\n182\t```\n183\t\n184\tExpected: YAML output containing Namespace, ServiceAccount, ExternalSecret, and ConfigMap. No errors.\n185\t\n186\t- [ ] **Step 8: Commit**\n187\t\n188\t```bash\n189\tgit add deploy/kubernetes/base/bootstrap/\n190\tgit commit -m \"feat: add k8s bootstrap resources (namespace, sa, secret, configmap)\"\n191\t```\n192\t\n193\t---\n194\t\n195\t## Task 2: Init Job\n196\t\n197\tCreates the one-shot Prisma migration Job that runs before the app starts.\n198\t\n199\t**Files:**\n200\t- Create: `deploy/kubernetes/base/init/job.yaml`\n201\t- Create: `deploy/kubernetes/base/init/kustomization.yaml`\n202\t\n203\t- [ ] **Step 1: Create directory**\n204\t\n205\t```bash\n206\tmkdir -p deploy/kubernetes/base/init\n207\t```\n208\t\n209\t- [ ] **Step 2: Create job.yaml**\n210\t\n211\t`ttlSecondsAfterFinished: 300` auto-deletes the Job pod 5 minutes after it completes. `backoffLimit: 3` retries up to 3 times on failure. `prisma migrate deploy` is idempotent — safe to re-run.\n212\t\n213\t```yaml\n214\t# deploy/kubernetes/base/init/job.yaml\n215\tapiVersion: batch/v1\n216\tkind: Job\n217\tmetadata:\n218\t name: churn-renewal-forecast-migrate\n219\t namespace: churn-renewal-forecast\n220\t labels:\n221\t app.kubernetes.io/name: churn-renewal-forecast\n222\t app.kubernetes.io/component: migrate\n223\tspec:\n224\t ttlSecondsAfterFinished: 300\n225\t backoffLimit: 3\n226\t template:\n227\t metadata:\n228\t labels:\n229\t app.kubernetes.io/name: churn-renewal-forecast\n230\t app.kubernetes.io/component: migrate\n231\t spec:\n232\t serviceAccountName: churn-renewal-forecast\n233\t restartPolicy: OnFailure\n234\t containers:\n235\t - name: migrate\n236\t image: registry.ic-ops.net/churn-renewal-forecast:latest\n237\t command: [\"bunx\", \"prisma\", \"migrate\", \"deploy\"]\n238\t envFrom:\n239\t - configMapRef:\n240\t name: churn-renewal-forecast-config\n241\t - secretRef:\n242\t name: churn-renewal-forecast\n243\t```\n244\t\n245\t- [ ] **Step 3: Create init/kustomization.yaml**\n246\t\n247\t```yaml\n248\t# deploy/kubernetes/base/init/kustomization.yaml\n249\tapiVersion: kustomize.config.k8s.io/v1beta1\n250\tkind: Kustomization\n251\t\n252\tresources:\n253\t - job.yaml\n254\t```\n255\t\n256\t- [ ] **Step 4: Validate**\n257\t\n258\t```bash\n259\tkustomize build deploy/kubernetes/base/init\n260\t```\n261\t\n262\tExpected: YAML output containing a single Job. No errors.\n263\t\n264\t- [ ] **Step 5: Commit**\n265\t\n266\t```bash\n267\tgit add deploy/kubernetes/base/init/\n268\tgit commit -m \"feat: add k8s init job for prisma migrations\"\n269\t```\n270\t\n271\t---\n272\t\n273\t## Task 3: Network Policies\n274\t\n275\tCreates three CiliumNetworkPolicy resources covering DNS, RDS, and external HTTPS egress.\n276\t\n277\t**Files:**\n278\t- Create: `deploy/kubernetes/base/netpol/allow-dns.yaml`\n279\t- Create: `deploy/kubernetes/base/netpol/allow-rds.yaml`\n280\t- Create: `deploy/kubernetes/base/netpol/allow-external.yaml`\n281\t- Create: `deploy/kubernetes/base/netpol/kustomization.yaml`\n282\t\n283\t- [ ] **Step 1: Create directory**\n284\t\n285\t```bash\n286\tmkdir -p deploy/kubernetes/base/netpol\n287\t```\n288\t\n289\t- [ ] **Step 2: Create allow-dns.yaml**\n290\t\n291\tAllows pods with `app.kubernetes.io/name: churn-renewal-forecast` to reach `kube-dns` on UDP 53. The `rules.dns` section tells Cilium to track DNS responses so FQDN policies in `allow-external.yaml` can resolve correctly.\n292\t\n293\t```yaml\n294\t# deploy/kubernetes/base/netpol/allow-dns.yaml\n295\tapiVersion: cilium.io/v2\n296\tkind: CiliumNetworkPolicy\n297\tmetadata:\n298\t name: churn-renewal-forecast-allow-dns\n299\t namespace: churn-renewal-forecast\n300\t labels:\n301\t app.kubernetes.io/name: churn-renewal-forecast\n302\tspec:\n303\t endpointSelector:\n304\t matchLabels:\n305\t app.kubernetes.io/name: churn-renewal-forecast\n306\t egress:\n307\t - toEndpoints:\n308\t - matchLabels:\n309\t k8s:io.kubernetes.pod.namespace: kube-system\n310\t k8s-app: kube-dns\n311\t toPorts:\n312\t - ports:\n313\t - port: \"53\"\n314\t protocol: UDP\n315\t rules:\n316\t dns:\n317\t - matchPattern: \"*\"\n318\t```\n319\t\n320\t- [ ] **Step 3: Create allow-rds.yaml**\n321\t\n322\tAllows outbound TCP 5432 to any IP. Scoped to CIDR 0.0.0.0/0 because RDS runs outside the cluster — you cannot use an endpoint selector for external IPs.\n323\t\n324\t```yaml\n325\t# deploy/kubernetes/base/netpol/allow-rds.yaml\n326\tapiVersion: cilium.io/v2\n327\tkind: CiliumNetworkPolicy\n328\tmetadata:\n329\t name: churn-renewal-forecast-allow-rds\n330\t namespace: churn-renewal-forecast\n331\t labels:\n332\t app.kubernetes.io/name: churn-renewal-forecast\n333\tspec:\n334\t endpointSelector:\n335\t matchLabels:\n336\t app.kubernetes.io/name: churn-renewal-forecast\n337\t egress:\n338\t - toCIDR:\n339\t - 0.0.0.0/0\n340\t toPorts:\n341\t - ports:\n342\t - port: \"5432\"\n343\t protocol: TCP\n344\t```\n345\t\n346\t- [ ] **Step 4: Create allow-external.yaml**\n347\t\n348\t`toFQDNs` with `matchName` locks to the exact hostname. `matchPattern: \"*.clerk.com\"` covers Clerk's subdomains (e.g. `accounts.clerk.com`). `*.slack.com` covers Slack API endpoints. Requires `allow-dns.yaml` to be active so Cilium can resolve these FQDNs.\n349\t\n350\t```yaml\n351\t# deploy/kubernetes/base/netpol/allow-external.yaml\n352\tapiVersion: cilium.io/v2\n353\tkind: CiliumNetworkPolicy\n354\tmetadata:\n355\t name: churn-renewal-forecast-allow-external\n356\t namespace: churn-renewal-forecast\n357\t labels:\n358\t app.kubernetes.io/name: churn-renewal-forecast\n359\tspec:\n360\t endpointSelector:\n361\t matchLabels:\n362\t app.kubernetes.io/name: churn-renewal-forecast\n363\t egress:\n364\t - toFQDNs:\n365\t - matchName: \"clerk.com\"\n366\t - matchPattern: \"*.clerk.com\"\n367\t - matchName: \"api.frontapp.com\"\n368\t - matchName: \"api.productboard.com\"\n369\t - matchName: \"slack.com\"\n370\t - matchPattern: \"*.slack.com\"\n371\t toPorts:\n372\t - ports:\n373\t - port: \"443\"\n374\t protocol: TCP\n375\t```\n376\t\n377\t- [ ] **Step 5: Create netpol/kustomization.yaml**\n378\t\n379\t```yaml\n380\t# deploy/kubernetes/base/netpol/kustomization.yaml\n381\tapiVersion: kustomize.config.k8s.io/v1beta1\n382\tkind: Kustomization\n383\t\n384\tresources:\n385\t - allow-dns.yaml\n386\t - allow-rds.yaml\n387\t - allow-external.yaml\n388\t```\n389\t\n390\t- [ ] **Step 6: Validate**\n391\t\n392\t```bash\n393\tkustomize build deploy/kubernetes/base/netpol\n394\t```\n395\t\n396\tExpected: YAML output with three CiliumNetworkPolicy resources. No errors.\n397\t\n398\t- [ ] **Step 7: Commit**\n399\t\n400\t```bash\n401\tgit add deploy/kubernetes/base/netpol/\n402\tgit commit -m \"feat: add cilium network policies (dns, rds, external egress)\"\n403\t```\n404\t\n405\t---\n406\t\n407\t## Task 4: Services (Deployments, Service, Ingress)\n408\t\n409\tCreates the web Deployment (Next.js), worker Deployment (pg-boss), ClusterIP Service, and Nginx Ingress.\n410\t\n411\t**Files:**\n412\t- Create: `deploy/kubernetes/base/services/web-deployment.yaml`\n413\t- Create: `deploy/kubernetes/base/services/worker-deployment.yaml`\n414\t- Create: `deploy/kubernetes/base/services/service.yaml`\n415\t- Create: `deploy/kubernetes/base/services/ingress.yaml`\n416\t- Create: `deploy/kubernetes/base/services/kustomization.yaml`\n417\t\n418\t- [ ] **Step 1: Create directory**\n419\t\n420\t```bash\n421\tmkdir -p deploy/kubernetes/base/services\n422\t```\n423\t\n424\t- [ ] **Step 2: Create web-deployment.yaml**\n425\t\n426\t`command: [\"bun\", \"run\", \"start\"]` maps to `next start` from the project's `package.json`. Liveness checks `/api/health/live` to detect a hung process; readiness checks `/api/health/ready` to gate traffic until the app is warm.\n427\t\n428\t```yaml\n429\t# deploy/kubernetes/base/services/web-deployment.yaml\n430\tapiVersion: apps/v1\n431\tkind: Deployment\n432\tmetadata:\n433\t name: churn-renewal-forecast-web\n434\t namespace: churn-renewal-forecast\n435\t labels:\n436\t app.kubernetes.io/name: churn-renewal-forecast\n437\t app.kubernetes.io/component: web\n438\tspec:\n439\t replicas: 1\n440\t selector:\n441\t matchLabels:\n442\t app.kubernetes.io/name: churn-renewal-forecast\n443\t app.kubernetes.io/component: web\n444\t template:\n445\t metadata:\n446\t labels:\n447\t app.kubernetes.io/name: churn-renewal-forecast\n448\t app.kubernetes.io/component: web\n449\t spec:\n450\t serviceAccountName: churn-renewal-forecast\n451\t containers:\n452\t - name: web\n453\t image: registry.ic-ops.net/churn-renewal-forecast:latest\n454\t command: [\"bun\", \"run\", \"start\"]\n455\t ports:\n456\t - containerPort: 3000\n457\t name: http\n458\t envFrom:\n459\t - configMapRef:\n460\t name: churn-renewal-forecast-config\n461\t - secretRef:\n462\t name: churn-renewal-forecast\n463\t resources:\n464\t requests:\n465\t memory: 256Mi\n466\t cpu: 100m\n467\t limits:\n468\t memory: 512Mi\n469\t cpu: 500m\n470\t livenessProbe:\n471\t httpGet:\n472\t path: /api/health/live\n473\t port: 3000\n474\t initialDelaySeconds: 15\n475\t periodSeconds: 20\n476\t readinessProbe:\n477\t httpGet:\n478\t path: /api/health/ready\n479\t port: 3000\n480\t initialDelaySeconds: 10\n481\t periodSeconds: 10\n482\t```\n483\t\n484\t- [ ] **Step 3: Create worker-deployment.yaml**\n485\t\n486\t`command: [\"bunx\", \"tsx\", \"src/worker/index.ts\"]` maps to `bun run worker` from `package.json`. No HTTP port or probes — the worker is a queue consumer that runs until killed; Kubernetes monitors the process exit code.\n487\t\n488\t```yaml\n489\t# deploy/kubernetes/base/services/worker-deployment.yaml\n490\tapiVersion: apps/v1\n491\tkind: Deployment\n492\tmetadata:\n493\t name: churn-renewal-forecast-worker\n494\t namespace: churn-renewal-forecast\n495\t labels:\n496\t app.kubernetes.io/name: churn-renewal-forecast\n497\t app.kubernetes.io/component: worker\n498\tspec:\n499\t replicas: 1\n500\t selector:\n501\t matchLabels:\n502\t app.kubernetes.io/name: churn-renewal-forecast\n503\t app.kubernetes.io/component: worker\n504\t template:\n505\t metadata:\n506\t labels:\n507\t app.kubernetes.io/name: churn-renewal-forecast\n508\t app.kubernetes.io/component: worker\n509\t spec:\n510\t serviceAccountName: churn-renewal-forecast\n511\t containers:\n512\t - name: worker\n513\t image: registry.ic-ops.net/churn-renewal-forecast:latest\n514\t command: [\"bunx\", \"tsx\", \"src/worker/index.ts\"]\n515\t envFrom:\n516\t - configMapRef:\n517\t name: churn-renewal-forecast-config\n518\t - secretRef:\n519\t name: churn-renewal-forecast\n520\t resources:\n521\t requests:\n522\t memory: 256Mi\n523\t cpu: 100m\n524\t limits:\n525\t memory: 512Mi\n526\t cpu: 500m\n527\t```\n528\t\n529\t- [ ] **Step 4: Create service.yaml**\n530\t\n531\tClusterIP routes traffic to web pods only (selector scoped to `component: web`). Port 80 externally → 3000 on the container.\n532\t\n533\t```yaml\n534\t# deploy/kubernetes/base/services/service.yaml\n535\tapiVersion: v1\n536\tkind: Service\n537\tmetadata:\n538\t name: churn-renewal-forecast\n539\t namespace: churn-renewal-forecast\n540\t labels:\n541\t app.kubernetes.io/name: churn-renewal-forecast\n542\t app.kubernetes.io/component: web\n543\tspec:\n544\t type: ClusterIP\n545\t selector:\n546\t app.kubernetes.io/name: churn-renewal-forecast\n547\t app.kubernetes.io/component: web\n548\t ports:\n549\t - port: 80\n550\t targetPort: 3000\n551\t name: http\n552\t```\n553\t\n554\t- [ ] **Step 5: Create ingress.yaml**\n555\t\n556\tTLS terminates at the ingress; the `churn-renewal-forecast-tls` secret is managed externally (cert-manager or equivalent). The `ingressClassName` field replaces the deprecated `kubernetes.io/ingress.class` annotation in Kubernetes 1.18+.\n557\t\n558\t```yaml\n559\t# deploy/kubernetes/base/services/ingress.yaml\n560\tapiVersion: networking.k8s.io/v1\n561\tkind: Ingress\n562\tmetadata:\n563\t name: churn-renewal-forecast\n564\t namespace: churn-renewal-forecast\n565\t labels:\n566\t app.kubernetes.io/name: churn-renewal-forecast\n567\tspec:\n568\t ingressClassName: nginx\n569\t tls:\n570\t - hosts:\n571\t - churn-forecast.infrastructure.immuta.io\n572\t secretName: churn-renewal-forecast-tls\n573\t rules:\n574\t - host: churn-forecast.infrastructure.immuta.io\n575\t http:\n576\t paths:\n577\t - path: /\n578\t pathType: Prefix\n579\t backend:\n580\t service:\n581\t name: churn-renewal-forecast\n582\t port:\n583\t name: http\n584\t```\n585\t\n586\t- [ ] **Step 6: Create services/kustomization.yaml**\n587\t\n588\t```yaml\n589\t# deploy/kubernetes/base/services/kustomization.yaml\n590\tapiVersion: kustomize.config.k8s.io/v1beta1\n591\tkind: Kustomization\n592\t\n593\tresources:\n594\t - web-deployment.yaml\n595\t - worker-deployment.yaml\n596\t - service.yaml\n597\t - ingress.yaml\n598\t```\n599\t\n600\t- [ ] **Step 7: Validate**\n601\t\n602\t```bash\n603\tkustomize build deploy/kubernetes/base/services\n604\t```\n605\t\n606\tExpected: YAML output with two Deployments, one Service, one Ingress. No errors.\n607\t\n608\t- [ ] **Step 8: Commit**\n609\t\n610\t```bash\n611\tgit add deploy/kubernetes/base/services/\n612\tgit commit -m \"feat: add k8s service resources (web, worker deployments, svc, ingress)\"\n613\t```\n614\t\n615\t---\n616\t\n617\t## Task 5: Base Root Kustomization\n618\t\n619\tTies all four base sub-directories together into a single root kustomization.\n620\t\n621\t**Files:**\n622\t- Create: `deploy/kubernetes/base/kustomization.yaml`\n623\t\n624\t- [ ] **Step 1: Create base/kustomization.yaml**\n625\t\n626\t```yaml\n627\t# deploy/kubernetes/base/kustomization.yaml\n628\tapiVersion: kustomize.config.k8s.io/v1beta1\n629\tkind: Kustomization\n630\t\n631\tresources:\n632\t - bootstrap/\n633\t - init/\n634\t - netpol/\n635\t - services/\n636\t```\n637\t\n638\t- [ ] **Step 2: Validate full base build**\n639\t\n640\t```bash\n641\tkustomize build deploy/kubernetes/base\n642\t```\n643\t\n644\tExpected: Combined YAML output with all resources — Namespace, ServiceAccount, ExternalSecret, ConfigMap, Job, three CiliumNetworkPolicies, two Deployments, Service, Ingress. No errors.\n645\t\n646\t- [ ] **Step 3: Commit**\n647\t\n648\t```bash\n649\tgit add deploy/kubernetes/base/kustomization.yaml\n650\tgit commit -m \"feat: add k8s base kustomization root\"\n651\t```\n652\t\n653\t---\n654\t\n655\t## Task 6: Cluster Overlay (eks-shared-infra-use1-2)\n656\t\n657\tCreates the overlay that references the base and applies cluster-specific patches: private ingress visibility and a service account patch stub for optional IRSA.\n658\t\n659\t**Files:**\n660\t- Create: `deploy/kubernetes/deploy/eks-shared-infra-use1-2/kustomization.yaml`\n661\t- Create: `deploy/kubernetes/deploy/eks-shared-infra-use1-2/.app.yaml`\n662\t- Create: `deploy/kubernetes/deploy/eks-shared-infra-use1-2/ingress-patch.yaml`\n663\t- Create: `deploy/kubernetes/deploy/eks-shared-infra-use1-2/serviceaccount.yaml`\n664\t\n665\t- [ ] **Step 1: Create directory**\n666\t\n667\t```bash\n668\tmkdir -p deploy/kubernetes/deploy/eks-shared-infra-use1-2\n669\t```\n670\t\n671\t- [ ] **Step 2: Create .app.yaml**\n672\t\n673\tFlux metadata file consumed by the cluster's GitOps tooling. Update the `cluster` field if the cluster name differs.\n674\t\n675\t```yaml\n676\t# deploy/kubernetes/deploy/eks-shared-infra-use1-2/.app.yaml\n677\tapp: churn-renewal-forecast\n678\tnamespace: churn-renewal-forecast\n679\tcluster: eks-shared-infra-use1-2\n680\t```\n681\t\n682\t- [ ] **Step 3: Create ingress-patch.yaml**\n683\t\n684\tStrategic merge patch that adds the internal-load-balancer annotation to the base Ingress. This restricts the ALB to private subnets only.\n685\t\n686\t```yaml\n687\t# deploy/kubernetes/deploy/eks-shared-infra-use1-2/ingress-patch.yaml\n688\tapiVersion: networking.k8s.io/v1\n689\tkind: Ingress\n690\tmetadata:\n691\t name: churn-renewal-forecast\n692\t namespace: churn-renewal-forecast\n693\t annotations:\n694\t service.beta.kubernetes.io/aws-load-balancer-internal: \"true\"\n695\t nginx.ingress.kubernetes.io/scheme: internal\n696\t```\n697\t\n698\t- [ ] **Step 4: Create serviceaccount.yaml**\n699\t\n700\tStrategic merge patch stub. The IRSA annotation is commented out because this app does not need AWS API access. Uncomment and supply the role ARN if that changes.\n701\t\n702\t```yaml\n703\t# deploy/kubernetes/deploy/eks-shared-infra-use1-2/serviceaccount.yaml\n704\tapiVersion: v1\n705\tkind: ServiceAccount\n706\tmetadata:\n707\t name: churn-renewal-forecast\n708\t namespace: churn-renewal-forecast\n709\t # annotations:\n710\t # eks.amazonaws.com/role-arn: arn:aws:iam::ACCOUNT_ID:role/churn-renewal-forecast\n711\t```\n712\t\n713\t- [ ] **Step 5: Create overlay kustomization.yaml**\n714\t\n715\t```yaml\n716\t# deploy/kubernetes/deploy/eks-shared-infra-use1-2/kustomization.yaml\n717\tapiVersion: kustomize.config.k8s.io/v1beta1\n718\tkind: Kustomization\n719\t\n720\tresources:\n721\t - ../../base\n722\t\n723\tpatches:\n724\t - path: ingress-patch.yaml\n725\t - path: serviceaccount.yaml\n726\t```\n727\t\n728\t- [ ] **Step 6: Validate full overlay build**\n729\t\n730\tThis is the final validation — it produces the exact manifests that would be applied to the cluster.\n731\t\n732\t```bash\n733\tkustomize build deploy/kubernetes/deploy/eks-shared-infra-use1-2\n734\t```\n735\t\n736\tExpected: All base resources with the Ingress now carrying both `service.beta.kubernetes.io/aws-load-balancer-internal: \"true\"` and `nginx.ingress.kubernetes.io/scheme: internal` annotations. No errors.\n737\t\n738\t- [ ] **Step 7: Commit**\n739\t\n740\t```bash\n741\tgit add deploy/kubernetes/deploy/\n742\tgit commit -m \"feat: add eks-shared-infra-use1-2 overlay (private ingress, sa stub)\"\n743\t```\n744\t\n745\t---\n746\t\n747\t## Self-Review Checklist\n748\t\n749\t- [x] Namespace `churn-renewal-forecast` created — Task 1\n750\t- [x] ServiceAccount created — Task 1\n751\t- [x] ExternalSecret with all 6 vault keys — Task 1\n752\t- [x] ConfigMap with all non-sensitive env vars — Task 1\n753\t- [x] Prisma migration Job — Task 2\n754\t- [x] CiliumNetworkPolicy: DNS UDP 53 — Task 3\n755\t- [x] CiliumNetworkPolicy: RDS TCP 5432 — Task 3\n756\t- [x] CiliumNetworkPolicy: External TCP 443 (clerk, front, productboard, slack) — Task 3\n757\t- [x] Web Deployment with liveness/readiness probes on `/api/health/live` and `/api/health/ready` — Task 4\n758\t- [x] Worker Deployment, no probes — Task 4\n759\t- [x] ClusterIP Service port 80→3000 — Task 4\n760\t- [x] Nginx Ingress for `churn-forecast.infrastructure.immuta.io` — Task 4\n761\t- [x] `app.kubernetes.io/name: churn-renewal-forecast` on all resources — Tasks 1–4\n762\t- [x] `app.kubernetes.io/component` on Deployments and Service — Tasks 1, 4\n763\t- [x] Both Deployments use `envFrom` for ConfigMap and Secret — Tasks 2, 4\n764\t- [x] Init Job uses `envFrom` for ConfigMap and Secret — Task 2\n765\t- [x] Single image `registry.ic-ops.net/churn-renewal-forecast:latest` across all workloads — Tasks 2, 4\n766\t- [x] Overlay adds private ingress annotations — Task 6\n767\t- [x] IRSA annotation stub (commented out) — Task 6\n768\t- [x] Every task has a `kustomize build` validation step — Tasks 1–6\n769\t"}]},"uuid":"3421c841-6e43-44d6-9fc8-dbf337cdd239","timestamp":"2026-05-21T18:20:15.984Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/churn-renewal-forecast/docs/superpowers/plans/2026-05-18-kustomize-deployment.md","content":"# Kustomize Deployment Implementation Plan\n\n> **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking.\n\n**Goal:** Create a complete Kustomize deployment under `deploy/kubernetes/` with a base layer and a single cluster overlay for `eks-shared-infra-use1-2`.\n\n**Architecture:** Base layer is split into four sub-directories (bootstrap, init, netpol, services) each with their own `kustomization.yaml`. The cluster overlay at `deploy/kubernetes/deploy/eks-shared-infra-use1-2/` references the base and applies cluster-specific patches (ingress visibility, service account). All resources share a single container image with command overrides per workload.\n\n**Tech Stack:** Kustomize v4+, Kubernetes manifests (apps/v1, batch/v1, networking.k8s.io/v1), external-secrets.io v1beta1 (ExternalSecret), cilium.io/v2 (CiliumNetworkPolicy)\n\n---\n\n## File Map\n\n**Create — base bootstrap:**\n- `deploy/kubernetes/base/bootstrap/namespace.yaml`\n- `deploy/kubernetes/base/bootstrap/serviceaccount.yaml`\n- `deploy/kubernetes/base/bootstrap/secret.yaml`\n- `deploy/kubernetes/base/bootstrap/app-config.env`\n- `deploy/kubernetes/base/bootstrap/kustomization.yaml`\n\n**Create — base init:**\n- `deploy/kubernetes/base/init/job.yaml`\n- `deploy/kubernetes/base/init/kustomization.yaml`\n\n**Create — base netpol:**\n- `deploy/kubernetes/base/netpol/allow-dns.yaml`\n- `deploy/kubernetes/base/netpol/allow-rds.yaml`\n- `deploy/kubernetes/base/netpol/allow-external.yaml`\n- `deploy/kubernetes/base/netpol/kustomization.yaml`\n\n**Create — base services:**\n- `deploy/kubernetes/base/services/web-deployment.yaml`\n- `deploy/kubernetes/base/services/worker-deployment.yaml`\n- `deploy/kubernetes/base/services/service.yaml`\n- `deploy/kubernetes/base/services/ingress.yaml`\n- `deploy/kubernetes/base/services/kustomization.yaml`\n\n**Create — base root:**\n- `deploy/kubernetes/base/kustomization.yaml`\n\n**Create — overlay:**\n- `deploy/kubernetes/deploy/eks-shared-infra-use1-2/kustomization.yaml`\n- `deploy/kubernetes/deploy/eks-shared-infra-use1-2/.app.yaml`\n- `deploy/kubernetes/deploy/eks-shared-infra-use1-2/ingress-patch.yaml`\n- `deploy/kubernetes/deploy/eks-shared-infra-use1-2/serviceaccount.yaml`\n\n---\n\n## Task 1: Bootstrap Resources\n\nCreates the namespace, service account, ExternalSecret, and ConfigMap source.\n\n**Files:**\n- Create: `deploy/kubernetes/base/bootstrap/namespace.yaml`\n- Create: `deploy/kubernetes/base/bootstrap/serviceaccount.yaml`\n- Create: `deploy/kubernetes/base/bootstrap/secret.yaml`\n- Create: `deploy/kubernetes/base/bootstrap/app-config.env`\n- Create: `deploy/kubernetes/base/bootstrap/kustomization.yaml`\n\n- [ ] **Step 1: Create directory structure**\n\n```bash\nmkdir -p deploy/kubernetes/base/bootstrap\n```\n\n- [ ] **Step 2: Create namespace.yaml**\n\n```yaml\n# deploy/kubernetes/base/bootstrap/namespace.yaml\napiVersion: v1\nkind: Namespace\nmetadata:\n name: churn-renewal-forecast\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\n```\n\n- [ ] **Step 3: Create serviceaccount.yaml**\n\n```yaml\n# deploy/kubernetes/base/bootstrap/serviceaccount.yaml\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: churn-renewal-forecast\n namespace: churn-renewal-forecast\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\n```\n\n- [ ] **Step 4: Create secret.yaml (ExternalSecret)**\n\n```yaml\n# deploy/kubernetes/base/bootstrap/secret.yaml\napiVersion: external-secrets.io/v1beta1\nkind: ExternalSecret\nmetadata:\n name: churn-renewal-forecast\n namespace: churn-renewal-forecast\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\nspec:\n refreshInterval: 1h\n secretStoreRef:\n name: vault\n kind: ClusterSecretStore\n target:\n name: churn-renewal-forecast\n creationPolicy: Owner\n data:\n - secretKey: DATABASE_URL\n remoteRef:\n key: /internal/churn-renewal-forecast\n property: DATABASE_URL\n - secretKey: CLERK_SECRET_KEY\n remoteRef:\n key: /internal/churn-renewal-forecast\n property: CLERK_SECRET_KEY\n - secretKey: FRONT_API_TOKEN\n remoteRef:\n key: /internal/churn-renewal-forecast\n property: FRONT_API_TOKEN\n - secretKey: FRONT_API_TOKEN_2\n remoteRef:\n key: /internal/churn-renewal-forecast\n property: FRONT_API_TOKEN_2\n - secretKey: PRODUCTBOARD_API_KEY\n remoteRef:\n key: /internal/churn-renewal-forecast\n property: PRODUCTBOARD_API_KEY\n - secretKey: SLACK_BOT_TOKEN\n remoteRef:\n key: /internal/churn-renewal-forecast\n property: SLACK_BOT_TOKEN\n```\n\n- [ ] **Step 5: Create app-config.env**\n\n```env\n# deploy/kubernetes/base/bootstrap/app-config.env\nAPP_URL=https://churn-forecast.infrastructure.immuta.io\nNEXT_PUBLIC_CLERK_PUBLISHABLE_KEY=PLACEHOLDER\nNEXT_PUBLIC_PRODUCTBOARD_WORKSPACE=PLACEHOLDER\nSLACK_TEST_CHANNEL=\nPG_POOL_MAX=10\nPG_POOL_IDLE_TIMEOUT_MS=30000\nPG_POOL_CONNECTION_TIMEOUT_MS=2000\nNEXT_PUBLIC_CLERK_SIGN_IN_URL=/sign-in\nNEXT_PUBLIC_CLERK_SIGN_UP_URL=/sign-up\nNEXT_PUBLIC_CLERK_AFTER_SIGN_IN_URL=/\nNEXT_PUBLIC_CLERK_AFTER_SIGN_UP_URL=/\n```\n\n- [ ] **Step 6: Create bootstrap/kustomization.yaml**\n\n`configMapGenerator` produces the ConfigMap from `app-config.env`. `disableNameSuffixHash: true` keeps the name stable so `envFrom` references don't need to change on every deploy.\n\n```yaml\n# deploy/kubernetes/base/bootstrap/kustomization.yaml\napiVersion: kustomize.config.k8s.io/v1beta1\nkind: Kustomization\n\nresources:\n - namespace.yaml\n - serviceaccount.yaml\n - secret.yaml\n\nconfigMapGenerator:\n - name: churn-renewal-forecast-config\n envs:\n - app-config.env\n\ngeneratorOptions:\n disableNameSuffixHash: true\n```\n\n- [ ] **Step 7: Validate bootstrap kustomization builds**\n\n```bash\nkustomize build deploy/kubernetes/base/bootstrap\n```\n\nExpected: YAML output containing Namespace, ServiceAccount, ExternalSecret, and ConfigMap. No errors.\n\n- [ ] **Step 8: Commit**\n\n```bash\ngit add deploy/kubernetes/base/bootstrap/\ngit commit -m \"feat: add k8s bootstrap resources (namespace, sa, secret, configmap)\"\n```\n\n---\n\n## Task 2: Init Job\n\nCreates the one-shot Prisma migration Job that runs before the app starts.\n\n**Files:**\n- Create: `deploy/kubernetes/base/init/job.yaml`\n- Create: `deploy/kubernetes/base/init/kustomization.yaml`\n\n- [ ] **Step 1: Create directory**\n\n```bash\nmkdir -p deploy/kubernetes/base/init\n```\n\n- [ ] **Step 2: Create job.yaml**\n\n`ttlSecondsAfterFinished: 300` auto-deletes the Job pod 5 minutes after it completes. `backoffLimit: 3` retries up to 3 times on failure. `prisma migrate deploy` is idempotent — safe to re-run.\n\n```yaml\n# deploy/kubernetes/base/init/job.yaml\napiVersion: batch/v1\nkind: Job\nmetadata:\n name: churn-renewal-forecast-migrate\n namespace: churn-renewal-forecast\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\n app.kubernetes.io/component: migrate\nspec:\n ttlSecondsAfterFinished: 300\n backoffLimit: 3\n template:\n metadata:\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\n app.kubernetes.io/component: migrate\n spec:\n serviceAccountName: churn-renewal-forecast\n restartPolicy: OnFailure\n containers:\n - name: migrate\n image: registry.ic-ops.net/churn-renewal-forecast:latest\n command: [\"bunx\", \"prisma\", \"migrate\", \"deploy\"]\n envFrom:\n - configMapRef:\n name: churn-renewal-forecast-config\n - secretRef:\n name: churn-renewal-forecast\n```\n\n- [ ] **Step 3: Create init/kustomization.yaml**\n\n```yaml\n# deploy/kubernetes/base/init/kustomization.yaml\napiVersion: kustomize.config.k8s.io/v1beta1\nkind: Kustomization\n\nresources:\n - job.yaml\n```\n\n- [ ] **Step 4: Validate**\n\n```bash\nkustomize build deploy/kubernetes/base/init\n```\n\nExpected: YAML output containing a single Job. No errors.\n\n- [ ] **Step 5: Commit**\n\n```bash\ngit add deploy/kubernetes/base/init/\ngit commit -m \"feat: add k8s init job for prisma migrations\"\n```\n\n---\n\n## Task 3: Network Policies\n\nCreates three CiliumNetworkPolicy resources covering DNS, RDS, and external HTTPS egress.\n\n**Files:**\n- Create: `deploy/kubernetes/base/netpol/allow-dns.yaml`\n- Create: `deploy/kubernetes/base/netpol/allow-rds.yaml`\n- Create: `deploy/kubernetes/base/netpol/allow-external.yaml`\n- Create: `deploy/kubernetes/base/netpol/kustomization.yaml`\n\n- [ ] **Step 1: Create directory**\n\n```bash\nmkdir -p deploy/kubernetes/base/netpol\n```\n\n- [ ] **Step 2: Create allow-dns.yaml**\n\nAllows pods with `app.kubernetes.io/name: churn-renewal-forecast` to reach `kube-dns` on UDP 53. The `rules.dns` section tells Cilium to track DNS responses so FQDN policies in `allow-external.yaml` can resolve correctly.\n\n```yaml\n# deploy/kubernetes/base/netpol/allow-dns.yaml\napiVersion: cilium.io/v2\nkind: CiliumNetworkPolicy\nmetadata:\n name: churn-renewal-forecast-allow-dns\n namespace: churn-renewal-forecast\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\nspec:\n endpointSelector:\n matchLabels:\n app.kubernetes.io/name: churn-renewal-forecast\n egress:\n - toEndpoints:\n - matchLabels:\n k8s:io.kubernetes.pod.namespace: kube-system\n k8s-app: kube-dns\n toPorts:\n - ports:\n - port: \"53\"\n protocol: UDP\n rules:\n dns:\n - matchPattern: \"*\"\n```\n\n- [ ] **Step 3: Create allow-rds.yaml**\n\nAllows outbound TCP 5432 to any IP. Scoped to CIDR 0.0.0.0/0 because RDS runs outside the cluster — you cannot use an endpoint selector for external IPs.\n\n```yaml\n# deploy/kubernetes/base/netpol/allow-rds.yaml\napiVersion: cilium.io/v2\nkind: CiliumNetworkPolicy\nmetadata:\n name: churn-renewal-forecast-allow-rds\n namespace: churn-renewal-forecast\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\nspec:\n endpointSelector:\n matchLabels:\n app.kubernetes.io/name: churn-renewal-forecast\n egress:\n - toCIDR:\n - 0.0.0.0/0\n toPorts:\n - ports:\n - port: \"5432\"\n protocol: TCP\n```\n\n- [ ] **Step 4: Create allow-external.yaml**\n\n`toFQDNs` with `matchName` locks to the exact hostname. `matchPattern: \"*.clerk.com\"` covers Clerk's subdomains (e.g. `accounts.clerk.com`). `*.slack.com` covers Slack API endpoints. Requires `allow-dns.yaml` to be active so Cilium can resolve these FQDNs.\n\n```yaml\n# deploy/kubernetes/base/netpol/allow-external.yaml\napiVersion: cilium.io/v2\nkind: CiliumNetworkPolicy\nmetadata:\n name: churn-renewal-forecast-allow-external\n namespace: churn-renewal-forecast\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\nspec:\n endpointSelector:\n matchLabels:\n app.kubernetes.io/name: churn-renewal-forecast\n egress:\n - toFQDNs:\n - matchName: \"clerk.com\"\n - matchPattern: \"*.clerk.com\"\n - matchName: \"api.frontapp.com\"\n - matchName: \"api.productboard.com\"\n - matchName: \"slack.com\"\n - matchPattern: \"*.slack.com\"\n toPorts:\n - ports:\n - port: \"443\"\n protocol: TCP\n```\n\n- [ ] **Step 5: Create netpol/kustomization.yaml**\n\n```yaml\n# deploy/kubernetes/base/netpol/kustomization.yaml\napiVersion: kustomize.config.k8s.io/v1beta1\nkind: Kustomization\n\nresources:\n - allow-dns.yaml\n - allow-rds.yaml\n - allow-external.yaml\n```\n\n- [ ] **Step 6: Validate**\n\n```bash\nkustomize build deploy/kubernetes/base/netpol\n```\n\nExpected: YAML output with three CiliumNetworkPolicy resources. No errors.\n\n- [ ] **Step 7: Commit**\n\n```bash\ngit add deploy/kubernetes/base/netpol/\ngit commit -m \"feat: add cilium network policies (dns, rds, external egress)\"\n```\n\n---\n\n## Task 4: Services (Deployments, Service, Ingress)\n\nCreates the web Deployment (Next.js), worker Deployment (pg-boss), ClusterIP Service, and Nginx Ingress.\n\n**Files:**\n- Create: `deploy/kubernetes/base/services/web-deployment.yaml`\n- Create: `deploy/kubernetes/base/services/worker-deployment.yaml`\n- Create: `deploy/kubernetes/base/services/service.yaml`\n- Create: `deploy/kubernetes/base/services/ingress.yaml`\n- Create: `deploy/kubernetes/base/services/kustomization.yaml`\n\n- [ ] **Step 1: Create directory**\n\n```bash\nmkdir -p deploy/kubernetes/base/services\n```\n\n- [ ] **Step 2: Create web-deployment.yaml**\n\n`command: [\"bun\", \"run\", \"start\"]` maps to `next start` from the project's `package.json`. Liveness checks `/api/health/live` to detect a hung process; readiness checks `/api/health/ready` to gate traffic until the app is warm.\n\n```yaml\n# deploy/kubernetes/base/services/web-deployment.yaml\napiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: churn-renewal-forecast-web\n namespace: churn-renewal-forecast\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\n app.kubernetes.io/component: web\nspec:\n replicas: 1\n selector:\n matchLabels:\n app.kubernetes.io/name: churn-renewal-forecast\n app.kubernetes.io/component: web\n template:\n metadata:\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\n app.kubernetes.io/component: web\n spec:\n serviceAccountName: churn-renewal-forecast\n containers:\n - name: web\n image: registry.ic-ops.net/churn-renewal-forecast:latest\n command: [\"bun\", \"run\", \"start\"]\n ports:\n - containerPort: 3000\n name: http\n envFrom:\n - configMapRef:\n name: churn-renewal-forecast-config\n - secretRef:\n name: churn-renewal-forecast\n resources:\n requests:\n memory: 256Mi\n cpu: 100m\n limits:\n memory: 512Mi\n cpu: 500m\n livenessProbe:\n httpGet:\n path: /api/health/live\n port: 3000\n initialDelaySeconds: 15\n periodSeconds: 20\n readinessProbe:\n httpGet:\n path: /api/health/ready\n port: 3000\n initialDelaySeconds: 10\n periodSeconds: 10\n```\n\n- [ ] **Step 3: Create worker-deployment.yaml**\n\n`command: [\"bunx\", \"tsx\", \"src/worker/index.ts\"]` maps to `bun run worker` from `package.json`. No HTTP port or probes — the worker is a queue consumer that runs until killed; Kubernetes monitors the process exit code.\n\n```yaml\n# deploy/kubernetes/base/services/worker-deployment.yaml\napiVersion: apps/v1\nkind: Deployment\nmetadata:\n name: churn-renewal-forecast-worker\n namespace: churn-renewal-forecast\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\n app.kubernetes.io/component: worker\nspec:\n replicas: 1\n selector:\n matchLabels:\n app.kubernetes.io/name: churn-renewal-forecast\n app.kubernetes.io/component: worker\n template:\n metadata:\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\n app.kubernetes.io/component: worker\n spec:\n serviceAccountName: churn-renewal-forecast\n containers:\n - name: worker\n image: registry.ic-ops.net/churn-renewal-forecast:latest\n command: [\"bunx\", \"tsx\", \"src/worker/index.ts\"]\n envFrom:\n - configMapRef:\n name: churn-renewal-forecast-config\n - secretRef:\n name: churn-renewal-forecast\n resources:\n requests:\n memory: 256Mi\n cpu: 100m\n limits:\n memory: 512Mi\n cpu: 500m\n```\n\n- [ ] **Step 4: Create service.yaml**\n\nClusterIP routes traffic to web pods only (selector scoped to `component: web`). Port 80 externally → 3000 on the container.\n\n```yaml\n# deploy/kubernetes/base/services/service.yaml\napiVersion: v1\nkind: Service\nmetadata:\n name: churn-renewal-forecast\n namespace: churn-renewal-forecast\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\n app.kubernetes.io/component: web\nspec:\n type: ClusterIP\n selector:\n app.kubernetes.io/name: churn-renewal-forecast\n app.kubernetes.io/component: web\n ports:\n - port: 80\n targetPort: 3000\n name: http\n```\n\n- [ ] **Step 5: Create ingress.yaml**\n\nTLS terminates at the ingress; the `churn-renewal-forecast-tls` secret is managed externally (cert-manager or equivalent). The `ingressClassName` field replaces the deprecated `kubernetes.io/ingress.class` annotation in Kubernetes 1.18+.\n\n```yaml\n# deploy/kubernetes/base/services/ingress.yaml\napiVersion: networking.k8s.io/v1\nkind: Ingress\nmetadata:\n name: churn-renewal-forecast\n namespace: churn-renewal-forecast\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\nspec:\n ingressClassName: nginx\n tls:\n - hosts:\n - churn-forecast.infrastructure.immuta.io\n secretName: churn-renewal-forecast-tls\n rules:\n - host: churn-forecast.infrastructure.immuta.io\n http:\n paths:\n - path: /\n pathType: Prefix\n backend:\n service:\n name: churn-renewal-forecast\n port:\n name: http\n```\n\n- [ ] **Step 6: Create services/kustomization.yaml**\n\n```yaml\n# deploy/kubernetes/base/services/kustomization.yaml\napiVersion: kustomize.config.k8s.io/v1beta1\nkind: Kustomization\n\nresources:\n - web-deployment.yaml\n - worker-deployment.yaml\n - service.yaml\n - ingress.yaml\n```\n\n- [ ] **Step 7: Validate**\n\n```bash\nkustomize build deploy/kubernetes/base/services\n```\n\nExpected: YAML output with two Deployments, one Service, one Ingress. No errors.\n\n- [ ] **Step 8: Commit**\n\n```bash\ngit add deploy/kubernetes/base/services/\ngit commit -m \"feat: add k8s service resources (web, worker deployments, svc, ingress)\"\n```\n\n---\n\n## Task 5: Base Root Kustomization\n\nTies all four base sub-directories together into a single root kustomization.\n\n**Files:**\n- Create: `deploy/kubernetes/base/kustomization.yaml`\n\n- [ ] **Step 1: Create base/kustomization.yaml**\n\n```yaml\n# deploy/kubernetes/base/kustomization.yaml\napiVersion: kustomize.config.k8s.io/v1beta1\nkind: Kustomization\n\nresources:\n - bootstrap/\n - init/\n - netpol/\n - services/\n```\n\n- [ ] **Step 2: Validate full base build**\n\n```bash\nkustomize build deploy/kubernetes/base\n```\n\nExpected: Combined YAML output with all resources — Namespace, ServiceAccount, ExternalSecret, ConfigMap, Job, three CiliumNetworkPolicies, two Deployments, Service, Ingress. No errors.\n\n- [ ] **Step 3: Commit**\n\n```bash\ngit add deploy/kubernetes/base/kustomization.yaml\ngit commit -m \"feat: add k8s base kustomization root\"\n```\n\n---\n\n## Task 6: Cluster Overlay (eks-shared-infra-use1-2)\n\nCreates the overlay that references the base and applies cluster-specific patches: private ingress visibility and a service account patch stub for optional IRSA.\n\n**Files:**\n- Create: `deploy/kubernetes/deploy/eks-shared-infra-use1-2/kustomization.yaml`\n- Create: `deploy/kubernetes/deploy/eks-shared-infra-use1-2/.app.yaml`\n- Create: `deploy/kubernetes/deploy/eks-shared-infra-use1-2/ingress-patch.yaml`\n- Create: `deploy/kubernetes/deploy/eks-shared-infra-use1-2/serviceaccount.yaml`\n\n- [ ] **Step 1: Create directory**\n\n```bash\nmkdir -p deploy/kubernetes/deploy/eks-shared-infra-use1-2\n```\n\n- [ ] **Step 2: Create .app.yaml**\n\nFlux metadata file consumed by the cluster's GitOps tooling. Update the `cluster` field if the cluster name differs.\n\n```yaml\n# deploy/kubernetes/deploy/eks-shared-infra-use1-2/.app.yaml\napp: churn-renewal-forecast\nnamespace: churn-renewal-forecast\ncluster: eks-shared-infra-use1-2\n```\n\n- [ ] **Step 3: Create ingress-patch.yaml**\n\nStrategic merge patch that adds the internal-load-balancer annotation to the base Ingress. This restricts the ALB to private subnets only.\n\n```yaml\n# deploy/kubernetes/deploy/eks-shared-infra-use1-2/ingress-patch.yaml\napiVersion: networking.k8s.io/v1\nkind: Ingress\nmetadata:\n name: churn-renewal-forecast\n namespace: churn-renewal-forecast\n annotations:\n service.beta.kubernetes.io/aws-load-balancer-internal: \"true\"\n nginx.ingress.kubernetes.io/scheme: internal\n```\n\n- [ ] **Step 4: Create serviceaccount.yaml**\n\nStrategic merge patch stub. The IRSA annotation is commented out because this app does not need AWS API access. Uncomment and supply the role ARN if that changes.\n\n```yaml\n# deploy/kubernetes/deploy/eks-shared-infra-use1-2/serviceaccount.yaml\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n name: churn-renewal-forecast\n namespace: churn-renewal-forecast\n # annotations:\n # eks.amazonaws.com/role-arn: arn:aws:iam::ACCOUNT_ID:role/churn-renewal-forecast\n```\n\n- [ ] **Step 5: Create overlay kustomization.yaml**\n\n```yaml\n# deploy/kubernetes/deploy/eks-shared-infra-use1-2/kustomization.yaml\napiVersion: kustomize.config.k8s.io/v1beta1\nkind: Kustomization\n\nresources:\n - ../../base\n\npatches:\n - path: ingress-patch.yaml\n - path: serviceaccount.yaml\n```\n\n- [ ] **Step 6: Validate full overlay build**\n\nThis is the final validation — it produces the exact manifests that would be applied to the cluster.\n\n```bash\nkustomize build deploy/kubernetes/deploy/eks-shared-infra-use1-2\n```\n\nExpected: All base resources with the Ingress now carrying both `service.beta.kubernetes.io/aws-load-balancer-internal: \"true\"` and `nginx.ingress.kubernetes.io/scheme: internal` annotations. No errors.\n\n- [ ] **Step 7: Commit**\n\n```bash\ngit add deploy/kubernetes/deploy/\ngit commit -m \"feat: add eks-shared-infra-use1-2 overlay (private ingress, sa stub)\"\n```\n\n---\n\n## Self-Review Checklist\n\n- [x] Namespace `churn-renewal-forecast` created — Task 1\n- [x] ServiceAccount created — Task 1\n- [x] ExternalSecret with all 6 vault keys — Task 1\n- [x] ConfigMap with all non-sensitive env vars — Task 1\n- [x] Prisma migration Job — Task 2\n- [x] CiliumNetworkPolicy: DNS UDP 53 — Task 3\n- [x] CiliumNetworkPolicy: RDS TCP 5432 — Task 3\n- [x] CiliumNetworkPolicy: External TCP 443 (clerk, front, productboard, slack) — Task 3\n- [x] Web Deployment with liveness/readiness probes on `/api/health/live` and `/api/health/ready` — Task 4\n- [x] Worker Deployment, no probes — Task 4\n- [x] ClusterIP Service port 80→3000 — Task 4\n- [x] Nginx Ingress for `churn-forecast.infrastructure.immuta.io` — Task 4\n- [x] `app.kubernetes.io/name: churn-renewal-forecast` on all resources — Tasks 1–4\n- [x] `app.kubernetes.io/component` on Deployments and Service — Tasks 1, 4\n- [x] Both Deployments use `envFrom` for ConfigMap and Secret — Tasks 2, 4\n- [x] Init Job uses `envFrom` for ConfigMap and Secret — Task 2\n- [x] Single image `registry.ic-ops.net/churn-renewal-forecast:latest` across all workloads — Tasks 2, 4\n- [x] Overlay adds private ingress annotations — Task 6\n- [x] IRSA annotation stub (commented out) — Task 6\n- [x] Every task has a `kustomize build` validation step — Tasks 1–6\n","numLines":769,"startLine":1,"totalLines":769}},"sourceToolAssistantUUID":"819c7d83-4123-401e-bae1-af4cc4e3d122","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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A one-shot init Job handles Prisma migrations before pods come up.\n10\t\n11\t## Directory Structure\n12\t\n13\t```\n14\tdeploy/kubernetes/\n15\t├── base/\n16\t│ ├── kustomization.yaml\n17\t│ ├── bootstrap/\n18\t│ │ ├── kustomization.yaml\n19\t│ │ ├── namespace.yaml\n20\t│ │ ├── serviceaccount.yaml\n21\t│ │ ├── secret.yaml # ExternalSecret pulling from Vault\n22\t│ │ └── app-config.env # ConfigMap values\n23\t│ ├── init/\n24\t│ │ ├── kustomization.yaml\n25\t│ │ └── job.yaml # Prisma migrate deploy\n26\t│ ├── netpol/\n27\t│ │ ├── kustomization.yaml\n28\t│ │ ├── allow-dns.yaml\n29\t│ │ ├── allow-rds.yaml\n30\t│ │ └── allow-external.yaml\n31\t│ └── services/\n32\t│ ├── kustomization.yaml\n33\t│ ├── web-deployment.yaml\n34\t│ ├── worker-deployment.yaml\n35\t│ ├── service.yaml\n36\t│ └── ingress.yaml\n37\t└── deploy/\n38\t └── eks-shared-infra-use1-2/\n39\t ├── kustomization.yaml\n40\t ├── .app.yaml\n41\t ├── ingress-patch.yaml\n42\t └── serviceaccount.yaml\n43\t```\n44\t\n45\t## Components\n46\t\n47\t### bootstrap/\n48\t\n49\t**namespace.yaml** — Creates the `churn-renewal-forecast` namespace with label `app.kubernetes.io/name: churn-renewal-forecast`.\n50\t\n51\t**serviceaccount.yaml** — ServiceAccount named `churn-renewal-forecast` in the namespace. No IRSA annotation needed at base level (app does not access AWS APIs directly).\n52\t\n53\t**secret.yaml** — `ExternalSecret` (external-secrets.io v1beta1) that pulls from `ClusterSecretStore` named `vault` at path `/internal/churn-renewal-forecast`. Maps the following keys to a Secret named `churn-renewal-forecast`:\n54\t\n55\t| Vault key | Secret env key |\n56\t|---|---|\n57\t| `DATABASE_URL` | `DATABASE_URL` |\n58\t| `CLERK_SECRET_KEY` | `CLERK_SECRET_KEY` |\n59\t| `FRONT_API_TOKEN` | `FRONT_API_TOKEN` |\n60\t| `FRONT_API_TOKEN_2` | `FRONT_API_TOKEN_2` |\n61\t| `PRODUCTBOARD_API_KEY` | `PRODUCTBOARD_API_KEY` |\n62\t| `SLACK_BOT_TOKEN` | `SLACK_BOT_TOKEN` |\n63\t\n64\tRefresh interval: `1h`.\n65\t\n66\t**app-config.env** — ConfigMap (generated by Kustomize `configMapGenerator`) with non-sensitive config:\n67\t\n68\t| Key | Value |\n69\t|---|---|\n70\t| `APP_URL` | `https://churn-forecast.infrastructure.immuta.io` |\n71\t| `NEXT_PUBLIC_CLERK_PUBLISHABLE_KEY` | `PLACEHOLDER` |\n72\t| `NEXT_PUBLIC_PRODUCTBOARD_WORKSPACE` | `PLACEHOLDER` |\n73\t| `SLACK_TEST_CHANNEL` | `\"\"` |\n74\t| `PG_POOL_MAX` | `10` |\n75\t| `PG_POOL_IDLE_TIMEOUT_MS` | `30000` |\n76\t| `PG_POOL_CONNECTION_TIMEOUT_MS` | `2000` |\n77\t| `NEXT_PUBLIC_CLERK_SIGN_IN_URL` | `/sign-in` |\n78\t| `NEXT_PUBLIC_CLERK_SIGN_UP_URL` | `/sign-up` |\n79\t| `NEXT_PUBLIC_CLERK_AFTER_SIGN_IN_URL` | `/` |\n80\t| `NEXT_PUBLIC_CLERK_AFTER_SIGN_UP_URL` | `/` |\n81\t\n82\t### init/\n83\t\n84\t**job.yaml** — One-shot Kubernetes Job:\n85\t- Image: `registry.ic-ops.net/churn-renewal-forecast:latest`\n86\t- Command: `[\"bunx\", \"prisma\", \"migrate\", \"deploy\"]`\n87\t- `restartPolicy: OnFailure`\n88\t- `backoffLimit: 3`\n89\t- `envFrom` the ConfigMap and Secret\n90\t- Uses the `churn-renewal-forecast` ServiceAccount\n91\t- `ttlSecondsAfterFinished: 300` to clean up completed jobs\n92\t\n93\t### netpol/\n94\t\n95\tThree `CiliumNetworkPolicy` resources, all selecting pods with `app.kubernetes.io/name: churn-renewal-forecast`:\n96\t\n97\t**allow-dns.yaml** — Egress to kube-dns on UDP port 53.\n98\t\n99\t**allow-rds.yaml** — Egress on TCP port 5432 (PostgreSQL/RDS).\n100\t\n101\t**allow-external.yaml** — Egress on TCP port 443 to:\n102\t- `clerk.com`\n103\t- `api.frontapp.com`\n104\t- `api.productboard.com`\n105\t- `slack.com`\n106\t\n107\tUsing `toFQDNs` matchers.\n108\t\n109\t### services/\n110\t\n111\t**web-deployment.yaml** — Deployment:\n112\t- Name: `churn-renewal-forecast-web`\n113\t- Replicas: `1`\n114\t- Image: `registry.ic-ops.net/churn-renewal-forecast:latest`\n115\t- Command override: `[\"bun\", \"run\", \"start\"]` (`next start`)\n116\t- Port: `3000`\n117\t- `envFrom` ConfigMap + Secret\n118\t- Resources: `requests: {memory: 256Mi, cpu: 100m}`, `limits: {memory: 512Mi, cpu: 500m}`\n119\t- Liveness probe: HTTP GET `/api/health/live` port 3000, `initialDelaySeconds: 15`, `periodSeconds: 20`\n120\t- Readiness probe: HTTP GET `/api/health/ready` port 3000, `initialDelaySeconds: 10`, `periodSeconds: 10`\n121\t- ServiceAccount: `churn-renewal-forecast`\n122\t\n123\t**worker-deployment.yaml** — Deployment:\n124\t- Name: `churn-renewal-forecast-worker`\n125\t- Replicas: `1`\n126\t- Image: `registry.ic-ops.net/churn-renewal-forecast:latest`\n127\t- Command override: `[\"bunx\", \"tsx\", \"src/worker/index.ts\"]`\n128\t- No HTTP port exposed\n129\t- `envFrom` ConfigMap + Secret\n130\t- Resources: same as web\n131\t- No HTTP probes (queue consumer; process liveness is sufficient)\n132\t- ServiceAccount: `churn-renewal-forecast`\n133\t\n134\t**service.yaml** — ClusterIP Service targeting `churn-renewal-forecast-web` pods on port 3000.\n135\t\n136\t**ingress.yaml** — Nginx Ingress:\n137\t- Host: `churn-forecast.infrastructure.immuta.io`\n138\t- Backend: the ClusterIP service on port 3000\n139\t- TLS: references a secret `churn-renewal-forecast-tls` (managed externally / cert-manager)\n140\t\n141\t### Overlay: deploy/eks-shared-infra-use1-2/\n142\t\n143\t**kustomization.yaml** — References `../../base` and applies patches.\n144\t\n145\t**.app.yaml** — Flux app metadata file with app name, namespace, and target cluster.\n146\t\n147\t**ingress-patch.yaml** — Strategic merge patch adding the private visibility annotation to the base Ingress (e.g., `nginx.ingress.kubernetes.io/scheme: internal` or equivalent annotation used by the cluster).\n148\t\n149\t**serviceaccount.yaml** — Patch file. IRSA annotation is commented out since no AWS API access is needed. Can be uncommented if requirements change.\n150\t\n151\t## Labels\n152\t\n153\tAll resources use `app.kubernetes.io/name: churn-renewal-forecast` consistently. Deployments also add `app.kubernetes.io/component: web` or `app.kubernetes.io/component: worker`.\n154\t\n155\t## Image Strategy\n156\t\n157\tSingle image `registry.ic-ops.net/churn-renewal-forecast:latest` shared across web Deployment, worker Deployment, and init Job. The image tag should be pinned to a specific digest or semver tag in CI via a Kustomize image transform in the overlay.\n158\t\n159\t## Deployment Ordering\n160\t\n161\tKustomize itself does not enforce that the init Job completes before the web/worker Deployments start. Ordering is handled via Flux `Kustomization` resources with `dependsOn` — the init kustomization must complete (health check: Job succeeded) before the services kustomization is applied.\n162\t\n163\tThe overlay's `.app.yaml` captures the Flux app metadata for this pattern.\n164\t\n165\t## Open Items\n166\t\n167\t- `NEXT_PUBLIC_CLERK_PUBLISHABLE_KEY` and `NEXT_PUBLIC_PRODUCTBOARD_WORKSPACE` values need to be filled in for the target environment.\n168\t- TLS secret name (`churn-renewal-forecast-tls`) assumes cert-manager or equivalent; adjust if cluster uses a different mechanism.\n169\t- Confirm whether `FRONT_RATE_LIMIT_RPM` should be in the ConfigMap (currently omitted since the spec didn't list it; add if needed).\n170\t- If the app ever needs AWS API access (S3, Secrets Manager), uncomment the IRSA annotation in the overlay serviceaccount.yaml and supply the role ARN.\n171\t\n172\t"}]},"uuid":"477aceb5-50ae-4b5c-97ce-5f39efac9079","timestamp":"2026-05-21T18:21:14.281Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/churn-renewal-forecast/docs/superpowers/specs/2026-05-18-kustomize-deployment-design.md","content":"# Kustomize Deployment Design\n\n**Date:** 2026-05-18 \n**Project:** churn-renewal-forecast \n**Status:** Approved\n\n## Overview\n\nAdd a Kustomize-based Kubernetes deployment under `deploy/kubernetes/`, modelled after the `saas-tenant-manager` pattern. The app has two runtime components (Next.js web server and pg-boss background worker) that share a single container image with different command overrides. A one-shot init Job handles Prisma migrations before pods come up.\n\n## Directory Structure\n\n```\ndeploy/kubernetes/\n├── base/\n│ ├── kustomization.yaml\n│ ├── bootstrap/\n│ │ ├── kustomization.yaml\n│ │ ├── namespace.yaml\n│ │ ├── serviceaccount.yaml\n│ │ ├── secret.yaml # ExternalSecret pulling from Vault\n│ │ └── app-config.env # ConfigMap values\n│ ├── init/\n│ │ ├── kustomization.yaml\n│ │ └── job.yaml # Prisma migrate deploy\n│ ├── netpol/\n│ │ ├── kustomization.yaml\n│ │ ├── allow-dns.yaml\n│ │ ├── allow-rds.yaml\n│ │ └── allow-external.yaml\n│ └── services/\n│ ├── kustomization.yaml\n│ ├── web-deployment.yaml\n│ ├── worker-deployment.yaml\n│ ├── service.yaml\n│ └── ingress.yaml\n└── deploy/\n └── eks-shared-infra-use1-2/\n ├── kustomization.yaml\n ├── .app.yaml\n ├── ingress-patch.yaml\n └── serviceaccount.yaml\n```\n\n## Components\n\n### bootstrap/\n\n**namespace.yaml** — Creates the `churn-renewal-forecast` namespace with label `app.kubernetes.io/name: churn-renewal-forecast`.\n\n**serviceaccount.yaml** — ServiceAccount named `churn-renewal-forecast` in the namespace. No IRSA annotation needed at base level (app does not access AWS APIs directly).\n\n**secret.yaml** — `ExternalSecret` (external-secrets.io v1beta1) that pulls from `ClusterSecretStore` named `vault` at path `/internal/churn-renewal-forecast`. Maps the following keys to a Secret named `churn-renewal-forecast`:\n\n| Vault key | Secret env key |\n|---|---|\n| `DATABASE_URL` | `DATABASE_URL` |\n| `CLERK_SECRET_KEY` | `CLERK_SECRET_KEY` |\n| `FRONT_API_TOKEN` | `FRONT_API_TOKEN` |\n| `FRONT_API_TOKEN_2` | `FRONT_API_TOKEN_2` |\n| `PRODUCTBOARD_API_KEY` | `PRODUCTBOARD_API_KEY` |\n| `SLACK_BOT_TOKEN` | `SLACK_BOT_TOKEN` |\n\nRefresh interval: `1h`.\n\n**app-config.env** — ConfigMap (generated by Kustomize `configMapGenerator`) with non-sensitive config:\n\n| Key | Value |\n|---|---|\n| `APP_URL` | `https://churn-forecast.infrastructure.immuta.io` |\n| `NEXT_PUBLIC_CLERK_PUBLISHABLE_KEY` | `PLACEHOLDER` |\n| `NEXT_PUBLIC_PRODUCTBOARD_WORKSPACE` | `PLACEHOLDER` |\n| `SLACK_TEST_CHANNEL` | `\"\"` |\n| `PG_POOL_MAX` | `10` |\n| `PG_POOL_IDLE_TIMEOUT_MS` | `30000` |\n| `PG_POOL_CONNECTION_TIMEOUT_MS` | `2000` |\n| `NEXT_PUBLIC_CLERK_SIGN_IN_URL` | `/sign-in` |\n| `NEXT_PUBLIC_CLERK_SIGN_UP_URL` | `/sign-up` |\n| `NEXT_PUBLIC_CLERK_AFTER_SIGN_IN_URL` | `/` |\n| `NEXT_PUBLIC_CLERK_AFTER_SIGN_UP_URL` | `/` |\n\n### init/\n\n**job.yaml** — One-shot Kubernetes Job:\n- Image: `registry.ic-ops.net/churn-renewal-forecast:latest`\n- Command: `[\"bunx\", \"prisma\", \"migrate\", \"deploy\"]`\n- `restartPolicy: OnFailure`\n- `backoffLimit: 3`\n- `envFrom` the ConfigMap and Secret\n- Uses the `churn-renewal-forecast` ServiceAccount\n- `ttlSecondsAfterFinished: 300` to clean up completed jobs\n\n### netpol/\n\nThree `CiliumNetworkPolicy` resources, all selecting pods with `app.kubernetes.io/name: churn-renewal-forecast`:\n\n**allow-dns.yaml** — Egress to kube-dns on UDP port 53.\n\n**allow-rds.yaml** — Egress on TCP port 5432 (PostgreSQL/RDS).\n\n**allow-external.yaml** — Egress on TCP port 443 to:\n- `clerk.com`\n- `api.frontapp.com`\n- `api.productboard.com`\n- `slack.com`\n\nUsing `toFQDNs` matchers.\n\n### services/\n\n**web-deployment.yaml** — Deployment:\n- Name: `churn-renewal-forecast-web`\n- Replicas: `1`\n- Image: `registry.ic-ops.net/churn-renewal-forecast:latest`\n- Command override: `[\"bun\", \"run\", \"start\"]` (`next start`)\n- Port: `3000`\n- `envFrom` ConfigMap + Secret\n- Resources: `requests: {memory: 256Mi, cpu: 100m}`, `limits: {memory: 512Mi, cpu: 500m}`\n- Liveness probe: HTTP GET `/api/health/live` port 3000, `initialDelaySeconds: 15`, `periodSeconds: 20`\n- Readiness probe: HTTP GET `/api/health/ready` port 3000, `initialDelaySeconds: 10`, `periodSeconds: 10`\n- ServiceAccount: `churn-renewal-forecast`\n\n**worker-deployment.yaml** — Deployment:\n- Name: `churn-renewal-forecast-worker`\n- Replicas: `1`\n- Image: `registry.ic-ops.net/churn-renewal-forecast:latest`\n- Command override: `[\"bunx\", \"tsx\", \"src/worker/index.ts\"]`\n- No HTTP port exposed\n- `envFrom` ConfigMap + Secret\n- Resources: same as web\n- No HTTP probes (queue consumer; process liveness is sufficient)\n- ServiceAccount: `churn-renewal-forecast`\n\n**service.yaml** — ClusterIP Service targeting `churn-renewal-forecast-web` pods on port 3000.\n\n**ingress.yaml** — Nginx Ingress:\n- Host: `churn-forecast.infrastructure.immuta.io`\n- Backend: the ClusterIP service on port 3000\n- TLS: references a secret `churn-renewal-forecast-tls` (managed externally / cert-manager)\n\n### Overlay: deploy/eks-shared-infra-use1-2/\n\n**kustomization.yaml** — References `../../base` and applies patches.\n\n**.app.yaml** — Flux app metadata file with app name, namespace, and target cluster.\n\n**ingress-patch.yaml** — Strategic merge patch adding the private visibility annotation to the base Ingress (e.g., `nginx.ingress.kubernetes.io/scheme: internal` or equivalent annotation used by the cluster).\n\n**serviceaccount.yaml** — Patch file. IRSA annotation is commented out since no AWS API access is needed. Can be uncommented if requirements change.\n\n## Labels\n\nAll resources use `app.kubernetes.io/name: churn-renewal-forecast` consistently. Deployments also add `app.kubernetes.io/component: web` or `app.kubernetes.io/component: worker`.\n\n## Image Strategy\n\nSingle image `registry.ic-ops.net/churn-renewal-forecast:latest` shared across web Deployment, worker Deployment, and init Job. The image tag should be pinned to a specific digest or semver tag in CI via a Kustomize image transform in the overlay.\n\n## Deployment Ordering\n\nKustomize itself does not enforce that the init Job completes before the web/worker Deployments start. 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{"parentUuid":"a71bbbbc-e6cd-4366-8125-6137e144987c","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_012cwVyM7MpZSGmxbhnL1h3p","type":"message","role":"assistant","content":[{"type":"text","text":"Found it, Sir Charles of St Cheese. No cap, this issue is bussin' obvious once you clock it.\n\n**Root cause: the kustomize overlays always hardcode `newTag: latest`**\n\nBoth overlay kustomization files have this:\n```yaml\n# deploy/kubernetes/deploy/eks-platform-mgmt-use1-1/services/kustomization.yaml\nimages:\n - name: registry.ic-ops.net/internal-tooling/churn-renewal-forecast\n newTag: latest # ← never changes!\n```\n\nSame in `init/kustomization.yaml`. So every `pack build` packages OCI artifacts whose manifests are **bit-for-bit identical** regardless of what image was just pushed. Flux compares content digests — same content = same digest = no reconciliation triggered.\n\nThe `BUILD_VARS` env var in the CD workflow is the mechanism to fix this, but it's currently empty:\n```yaml\nBUILD_VARS: '' # ← this should be passing the rev_tag\n```\n\nThe fix is to inject the rev_tag into the overlays **before** `pack build` runs. Since the `pack --set` key format for your internal tooling isn't documented in the repo, the safest approach is to update the kustomization files directly:"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":5712,"cache_read_input_tokens":38173,"output_tokens":2728,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":5712,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":2728,"cache_read_input_tokens":38173,"cache_creation_input_tokens":5712,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":5712},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbGBGz3cSNDsq5spoMNKH","type":"assistant","uuid":"6e579a33-e526-4e36-a4ff-08f5831cfec1","timestamp":"2026-05-21T18:22:03.065Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"6e579a33-e526-4e36-a4ff-08f5831cfec1","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_012cwVyM7MpZSGmxbhnL1h3p","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01CQAVoPTQ3JawCu7ALFDND1","name":"Read","input":{"file_path":"/Users/steve.briggs/projects/churn-renewal-forecast/.github/workflows/cd.yml","offset":70,"limit":32},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":5712,"cache_read_input_tokens":38173,"output_tokens":2728,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":5712,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":2728,"cache_read_input_tokens":38173,"cache_creation_input_tokens":5712,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":5712},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbGBGz3cSNDsq5spoMNKH","type":"assistant","uuid":"ab791513-6651-40f0-bf19-af4b4c7870da","timestamp":"2026-05-21T18:22:03.638Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"ab791513-6651-40f0-bf19-af4b4c7870da","isSidechain":false,"promptId":"8b2d3f38-48ab-4f1a-b229-93a26b8cef8b","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01CQAVoPTQ3JawCu7ALFDND1","type":"tool_result","content":"70\t - name: Build overlays\n71\t env:\n72\t DEPLOY_DIR: deploy/kubernetes/deploy\n73\t BUILD_VARS: ''\n74\t run: |\n75\t SET_ARGS=()\n76\t if [ -n \"${BUILD_VARS}\" ]; then\n77\t IFS=',' read -ra PAIRS <<< \"${BUILD_VARS}\"\n78\t for pair in \"${PAIRS[@]}\"; do\n79\t SET_ARGS+=( --set \"${pair}\" )\n80\t done\n81\t fi\n82\t pack build \\\n83\t --directory \"${DEPLOY_DIR}\" \\\n84\t --recursive \\\n85\t --debug \\\n86\t \"${SET_ARGS[@]}\"\n87\t\n88\t - name: Push overlays\n89\t env:\n90\t DEPLOY_DIR: deploy/kubernetes/deploy\n91\t TAG: ${{ steps.tag.outputs.rev_tag }}\n92\t OCI_USERNAME: ${{ vars.REGISTRY_USERNAME }}\n93\t OCI_PASSWORD: ${{ secrets.REGISTRY_PASSWORD }}\n94\t run: |\n95\t pack push \\\n96\t --directory \"${DEPLOY_DIR}\" \\\n97\t --tag \"${TAG}\" \\\n98\t --recursive \\\n99\t --debug\n100\t\n101\t"}]},"uuid":"adb31b29-2bd4-47d0-afda-bef92125c1c9","timestamp":"2026-05-21T18:22:04.065Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/churn-renewal-forecast/.github/workflows/cd.yml","content":" - name: Build overlays\n env:\n DEPLOY_DIR: deploy/kubernetes/deploy\n BUILD_VARS: ''\n run: |\n SET_ARGS=()\n if [ -n \"${BUILD_VARS}\" ]; then\n IFS=',' read -ra PAIRS <<< \"${BUILD_VARS}\"\n for pair in \"${PAIRS[@]}\"; do\n SET_ARGS+=( --set \"${pair}\" )\n done\n fi\n pack build \\\n --directory \"${DEPLOY_DIR}\" \\\n --recursive \\\n --debug \\\n \"${SET_ARGS[@]}\"\n\n - name: Push overlays\n env:\n DEPLOY_DIR: deploy/kubernetes/deploy\n TAG: ${{ steps.tag.outputs.rev_tag }}\n OCI_USERNAME: ${{ vars.REGISTRY_USERNAME }}\n OCI_PASSWORD: ${{ secrets.REGISTRY_PASSWORD }}\n run: |\n pack push \\\n --directory \"${DEPLOY_DIR}\" \\\n --tag \"${TAG}\" \\\n --recursive \\\n --debug\n\n","numLines":32,"startLine":70,"totalLines":103}},"sourceToolAssistantUUID":"ab791513-6651-40f0-bf19-af4b4c7870da","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"adb31b29-2bd4-47d0-afda-bef92125c1c9","isSidechain":false,"attachment":{"type":"hook_success","hookName":"PostToolUse:Read","toolUseID":"toolu_01CQAVoPTQ3JawCu7ALFDND1","hookEvent":"PostToolUse","content":"","stdout":"{\"continue\":true}\n","stderr":"","exitCode":0,"command":"node \"${CLAUDE_PLUGIN_ROOT}/dist/hooks/post-tool-use.js\"","durationMs":415},"type":"attachment","uuid":"104e67e3-7771-4b7f-bbff-79b37b5a4825","timestamp":"2026-05-21T18:22:04.064Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"type":"last-prompt","lastPrompt":"i am having issues with the cd portion (.github/workflows/cd.yml) for some reason it seems that the OCI artifact isn't actually updated so flux does not see any changes to deploy?","leafUuid":"30046cb8-1868-434e-bea6-f3b9f21e236d","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"type":"ai-title","aiTitle":"Fix CI/CD OCI artifact update issue","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"parentUuid":"6c469c8b-aced-49bd-92a2-be9e6c340058","isSidechain":false,"promptId":"8b2d3f38-48ab-4f1a-b229-93a26b8cef8b","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_017xm3UDn2TSAjWn82WgUXoR","type":"tool_result","content":"1\tpackage overlay\n2\t\n3\timport (\n4\t\t\"fmt\"\n5\t\n6\t\tjsonpatch \"github.com/evanphx/json-patch/v5\"\n7\t\t\"github.com/immuta/operations/apps/pack/internal/artifact\"\n8\t\t\"k8s.io/apimachinery/pkg/util/json\"\n9\t\t\"sigs.k8s.io/yaml\"\n10\t)\n11\t\n12\tfunc applyPatchesToDoc(patches []artifact.RFC6902Patch, docBytes []byte, relPath string) ([]byte, error) {\n13\t\t// Convert patch structs to JSON bytes for the patch library\n14\t\tpatchBytes, err := json.Marshal(patches)\n15\t\tif err != nil {\n16\t\t\treturn nil, fmt.Errorf(\"failed to marshal patches for %s: %w\", relPath, err)\n17\t\t}\n18\t\n19\t\t// Create the JSON Patch object\n20\t\tpatch, err := jsonpatch.DecodePatch(patchBytes)\n21\t\tif err != nil {\n22\t\t\treturn nil, fmt.Errorf(\"failed to decode patches for %s: %w\", relPath, err)\n23\t\t}\n24\t\n25\t\t// Convert original YAML to JSON to apply the patch\n26\t\tjsonContent, err := yaml.YAMLToJSON(docBytes)\n27\t\tif err != nil {\n28\t\t\treturn nil, fmt.Errorf(\"failed to convert %s to JSON: %w\", relPath, err)\n29\t\t}\n30\t\n31\t\tmodifiedJSON, err := patch.Apply(jsonContent)\n32\t\tif err != nil {\n33\t\t\treturn nil, fmt.Errorf(\"failed to apply patch to %s: %w\", relPath, err)\n34\t\t}\n35\t\n36\t\t// Convert back to YAML\n37\t\tmodifiedYAML, err := yaml.JSONToYAML(modifiedJSON)\n38\t\tif err != nil {\n39\t\t\treturn nil, fmt.Errorf(\"failed to convert patched %s back to YAML: %w\", relPath, err)\n40\t\t}\n41\t\n42\t\treturn modifiedYAML, nil\n43\t}\n44\t"}]},"uuid":"0ab7b09a-6ff0-4c26-9b10-d3312a0de4d9","timestamp":"2026-05-21T18:27:10.001Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/operations/apps/pack/internal/overlay/patch.go","content":"package overlay\n\nimport (\n\t\"fmt\"\n\n\tjsonpatch \"github.com/evanphx/json-patch/v5\"\n\t\"github.com/immuta/operations/apps/pack/internal/artifact\"\n\t\"k8s.io/apimachinery/pkg/util/json\"\n\t\"sigs.k8s.io/yaml\"\n)\n\nfunc applyPatchesToDoc(patches []artifact.RFC6902Patch, docBytes []byte, relPath string) ([]byte, error) {\n\t// Convert patch structs to JSON bytes for the patch library\n\tpatchBytes, err := json.Marshal(patches)\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"failed to marshal patches for %s: %w\", relPath, err)\n\t}\n\n\t// Create the JSON Patch object\n\tpatch, err := jsonpatch.DecodePatch(patchBytes)\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"failed to decode patches for %s: %w\", relPath, err)\n\t}\n\n\t// Convert original YAML to JSON to apply the patch\n\tjsonContent, err := yaml.YAMLToJSON(docBytes)\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"failed to convert %s to JSON: %w\", relPath, err)\n\t}\n\n\tmodifiedJSON, err := patch.Apply(jsonContent)\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"failed to apply patch to %s: %w\", relPath, err)\n\t}\n\n\t// Convert back to YAML\n\tmodifiedYAML, err := yaml.JSONToYAML(modifiedJSON)\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"failed to convert patched %s back to YAML: %w\", relPath, err)\n\t}\n\n\treturn modifiedYAML, nil\n}\n","numLines":44,"startLine":1,"totalLines":44}},"sourceToolAssistantUUID":"6c469c8b-aced-49bd-92a2-be9e6c340058","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"e58912ce-49dd-4745-b429-d2040c20eaf6","isSidechain":false,"promptId":"8b2d3f38-48ab-4f1a-b229-93a26b8cef8b","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Ay2rnxP8j2AEPsN6YZaTwD","type":"tool_result","content":"1\tpackage cmd\n2\t\n3\t// This file contains the CLI command for building artifacts: `pack build`.\n4\t// By default, it reads the manifest file from the current directory and builds the artifact.\n5\t// Usage: `pack build [flags]`\n6\t// flags:\n7\t// -d, --directory Directory containing the manifest file, default is the current directory\n8\t// -r, --recursive Recursively build artifacts in subdirectories\n9\t// -o, --output Output directory for the built artifact(s), default is the same directory as the manifest file(s)\n10\t// -v, --variable Set variables in key=value format (can be used multiple times)\n11\t\n12\timport (\n13\t\t\"context\"\n14\t\t\"errors\"\n15\t\t\"fmt\"\n16\t\t\"log/slog\"\n17\t\t\"os\"\n18\t\t\"path/filepath\"\n19\t\t\"strings\"\n20\t\n21\t\t\"github.com/immuta/operations/apps/pack/internal/artifact\"\n22\t\t\"github.com/immuta/operations/apps/pack/internal/oci\"\n23\t\t\"github.com/immuta/operations/libs/clog\"\n24\t\t\"github.com/urfave/cli/v3\"\n25\t)\n26\t\n27\t// NewBuildCommand creates a new CLI command for building artifacts\n28\tfunc NewBuildCommand() *cli.Command {\n29\t\treturn &cli.Command{\n30\t\t\tName: \"build\",\n31\t\t\tUsage: \"Build Kubernetes manifests from kustomize overlays\",\n32\t\t\tFlags: []cli.Flag{\n33\t\t\t\t&cli.StringFlag{\n34\t\t\t\t\tName: \"directory\",\n35\t\t\t\t\tAliases: []string{\"d\"},\n36\t\t\t\t\tUsage: \"Directory containing the manifest file, default is the current directory\",\n37\t\t\t\t\tValue: \".\",\n38\t\t\t\t},\n39\t\t\t\t&cli.BoolFlag{\n40\t\t\t\t\tName: \"recursive\",\n41\t\t\t\t\tAliases: []string{\"r\"},\n42\t\t\t\t\tUsage: \"Recursively build artifacts in subdirectories\",\n43\t\t\t\t\tValue: false,\n44\t\t\t\t},\n45\t\t\t\t&cli.StringFlag{\n46\t\t\t\t\tName: \"output\",\n47\t\t\t\t\tAliases: []string{\"o\"},\n48\t\t\t\t\tUsage: \"Output directory for the built artifact(s), default is the same directory as the manifest file(s)\",\n49\t\t\t\t\tValue: \"\",\n50\t\t\t\t},\n51\t\t\t\t&cli.StringSliceFlag{\n52\t\t\t\t\tName: \"set\",\n53\t\t\t\t\tAliases: []string{\"s\"},\n54\t\t\t\t\tUsage: \"Set variables in key=value format (can be used multiple times)\",\n55\t\t\t\t},\n56\t\t\t},\n57\t\t\tAction: buildAction,\n58\t\t}\n59\t}\n60\t\n61\t// buildAction is the action function for the `pack build` command.\n62\tfunc buildAction(ctx context.Context, c *cli.Command) error {\n63\t\tdirectory := c.String(\"directory\")\n64\t\trecursive := c.Bool(\"recursive\")\n65\t\toutput := c.String(\"output\")\n66\t\tvariables := c.StringSlice(\"set\")\n67\t\n68\t\tvariableMap, err := parseVariables(variables)\n69\t\tif err != nil {\n70\t\t\treturn fmt.Errorf(\"failed to parse variables: %w\", err)\n71\t\t}\n72\t\n73\t\tlogger := clog.GetLoggerFromContext(ctx)\n74\t\tif len(variableMap) > 0 {\n75\t\t\tlogger.DebugContext(ctx, \"Parsed variables\", \"variables\", variableMap)\n76\t\t}\n77\t\tif _, err := os.Stat(directory); os.IsNotExist(err) {\n78\t\t\tlogger.ErrorContext(ctx, \"Directory does not exist\", \"directory\", directory)\n79\t\t\treturn err\n80\t\t}\n81\t\n82\t\tif recursive {\n83\t\t\tlogger.DebugContext(ctx, \"recursive flag set\", \"directory\", directory, \"output\", output)\n84\t\t\treturn buildRecursive(ctx, logger, directory, output, variableMap)\n85\t\t}\n86\t\n87\t\tlogger.DebugContext(ctx, \"building single artifact\", \"directory\", directory, \"output\", output)\n88\t\treturn buildSingle(ctx, logger, directory, output, variableMap)\n89\t}\n90\t\n91\t// buildSingle builds a single artifact from the manifest file in the specified directory.\n92\tfunc buildSingle(ctx context.Context, logger *slog.Logger, directory string, output string, variableMap map[string]string) error {\n93\t\tmanifestPath := filepath.Join(directory, \".app.yaml\")\n94\t\tctx = context.WithValue(ctx, ManifestPathContextKey, manifestPath)\n95\t\tif _, err := os.Stat(manifestPath); os.IsNotExist(err) {\n96\t\t\tlogger.ErrorContext(ctx, \"Manifest file was not found in this directory\")\n97\t\t\treturn err\n98\t\t}\n99\t\tlogger.DebugContext(ctx, \"Found manifest file\")\n100\t\n101\t\tmanifestPath = filepath.Clean(manifestPath)\n102\t\tfile, err := os.ReadFile(manifestPath)\n103\t\tif err != nil {\n104\t\t\tlogger.ErrorContext(ctx, \"Failed to read manifest file\", \"error\", err)\n105\t\t\treturn err\n106\t\t}\n107\t\tlogger.DebugContext(ctx, \"Read manifest file\")\n108\t\n109\t\tartifactOpts := artifact.Opts{\n110\t\t\tManifestFilePath: manifestPath,\n111\t\t\tPath: directory,\n112\t\t\tRegistryURL: oci.DefaultOCIRegistryURL, // Not used in build\n113\t\t\tOCIRef: \"latest\", // Not used in build\n114\t\t\tSourceRepo: \"\", // Not used in build\n115\t\t}\n116\t\n117\t\tmanifest, err := artifact.NewManifest(file)\n118\t\tif err != nil {\n119\t\t\tlogger.ErrorContext(ctx, \"Failed to parse manifest file\", \"error\", err)\n120\t\t\treturn err\n121\t\t}\n122\t\tlogger.DebugContext(ctx, \"Parsed manifest file\")\n123\t\n124\t\tnewFunc, exists := aInit[manifest.Kind]\n125\t\tif !exists {\n126\t\t\tlogger.ErrorContext(ctx, \"Unsupported manifest kind\")\n127\t\t\treturn errors.New(\"unsupported manifest kind\")\n128\t\t}\n129\t\n130\t\tctx = context.WithValue(ctx, ArtifactKindContextKey, manifest.Kind)\n131\t\tctx = context.WithValue(ctx, AppNameContextKey, manifest.Spec.App)\n132\t\tctx = context.WithValue(ctx, PhaseContextKey, manifest.Spec.Phase)\n133\t\tctx = context.WithValue(ctx, EnvContextKey, manifest.Target.Env)\n134\t\tctx = context.WithValue(ctx, ClusterNameContextKey, manifest.Target.ClusterName)\n135\t\tlogger.DebugContext(ctx, \"Manifest kind matched\")\n136\t\n137\t\tart, artErr := artifact.GetArtifact(ctx, newFunc, &artifactOpts, manifest)\n138\t\tif artErr != nil {\n139\t\t\tlogger.ErrorContext(ctx, \"Failed to create artifact\", \"error\", artErr)\n140\t\t\treturn artErr\n141\t\t}\n142\t\tlogger.DebugContext(ctx, \"Created artifact\")\n143\t\n144\t\tif buildErr := art.Build(ctx, variableMap); buildErr != nil {\n145\t\t\tlogger.ErrorContext(ctx, \"Failed to build artifact\", \"error\", buildErr)\n146\t\t\treturn buildErr\n147\t\t}\n148\t\tlogger.DebugContext(ctx, \"Built artifact successfully\")\n149\t\n150\t\toutputPath := getOutputPath(directory, output, manifest)\n151\t\tctx = context.WithValue(ctx, OutputPathContextKey, outputPath)\n152\t\tif writeErr := art.Write(ctx, outputPath); writeErr != nil {\n153\t\t\tlogger.ErrorContext(ctx, \"Failed to write artifact\", \"error\", writeErr)\n154\t\t\treturn writeErr\n155\t\t}\n156\t\tlogger.InfoContext(ctx, \"Artifact build complete\")\n157\t\n158\t\treturn nil\n159\t}\n160\t\n161\t// buildRecursive walks through the directory and builds artifacts for each subdirectory when\n162\t// the --recursive (-r) flag is set. It skips directories that do not contain a manifest file.\n163\tfunc buildRecursive(ctx context.Context, logger *slog.Logger, directory string, output string, variableMap map[string]string) error {\n164\t\terrorCount := 0\n165\t\tctx = context.WithValue(ctx, ErrorCountContextKey, errorCount)\n166\t\tbuildCount := 0\n167\t\tctx = context.WithValue(ctx, BuildCountContextKey, buildCount)\n168\t\n169\t\terr := filepath.Walk(directory, func(path string, info os.FileInfo, err error) error {\n170\t\t\tif err != nil {\n171\t\t\t\tlogger.ErrorContext(ctx, \"Failed to walk directory\", \"error\", err)\n172\t\t\t\treturn err\n173\t\t\t}\n174\t\t\tctx = context.WithValue(ctx, CurrentPathContextKey, path)\n175\t\n176\t\t\tif !info.IsDir() {\n177\t\t\t\tlogger.DebugContext(ctx, \"is not directory, skipping\")\n178\t\t\t\treturn nil\n179\t\t\t}\n180\t\n181\t\t\tmanifestPath := filepath.Join(path, \".app.yaml\")\n182\t\t\tif _, err := os.Stat(manifestPath); os.IsNotExist(err) {\n183\t\t\t\tlogger.DebugContext(ctx, \"Manifest file not found in directory, skipping\")\n184\t\t\t\treturn nil\n185\t\t\t}\n186\t\t\tctx = context.WithValue(ctx, ManifestPathContextKey, manifestPath)\n187\t\n188\t\t\tif buildErr := buildSingle(ctx, logger, path, output, variableMap); buildErr != nil {\n189\t\t\t\tlogger.ErrorContext(ctx, \"Failed to build artifact\", \"error\", buildErr)\n190\t\t\t\terrorCount++\n191\t\t\t\tctx = context.WithValue(ctx, ErrorCountContextKey, errorCount)\n192\t\t\t\t// continue even if one build fails\n193\t\t\t\treturn nil\n194\t\t\t}\n195\t\n196\t\t\tbuildCount++\n197\t\t\tctx = context.WithValue(ctx, BuildCountContextKey, buildCount)\n198\t\t\tlogger.DebugContext(ctx, \"Recursive build successful\")\n199\t\n200\t\t\treturn nil\n201\t\t})\n202\t\n203\t\tif err != nil {\n204\t\t\tlogger.ErrorContext(ctx, \"Error walking directory\", \"error\", err)\n205\t\t\treturn err\n206\t\t}\n207\t\tlogger.DebugContext(ctx, \"Recursive build complete\")\n208\t\n209\t\tif errorCount > 0 {\n210\t\t\tlogger.ErrorContext(ctx, \"Some artifacts failed to build\")\n211\t\t\treturn fmt.Errorf(\"failed to build %d/%d artifacts\", errorCount, errorCount+buildCount)\n212\t\t}\n213\t\n214\t\tlogger.InfoContext(ctx, \"Recursive build completed without errors\")\n215\t\treturn nil\n216\t}\n217\t\n218\t// parseVariables parses a slice of key=value strings into a map[string]string\n219\tfunc parseVariables(variables []string) (map[string]string, error) {\n220\t\tif len(variables) == 0 {\n221\t\t\treturn make(map[string]string), nil\n222\t\t}\n223\t\n224\t\tvariableMap := make(map[string]string)\n225\t\tfor _, variable := range variables {\n226\t\t\tparts := strings.SplitN(variable, \"=\", 2)\n227\t\t\tif len(parts) != 2 {\n228\t\t\t\treturn nil, fmt.Errorf(\"invalid variable format '%s': expected key=value\", variable)\n229\t\t\t}\n230\t\t\tkey := strings.TrimSpace(parts[0])\n231\t\t\tvalue := strings.TrimSpace(parts[1])\n232\t\t\tif key == \"\" {\n233\t\t\t\treturn nil, fmt.Errorf(\"invalid variable format '%s': key cannot be empty\", variable)\n234\t\t\t}\n235\t\t\tif value == \"\" {\n236\t\t\t\treturn nil, fmt.Errorf(\"invalid variable format '%s': value cannot be empty\", variable)\n237\t\t\t}\n238\t\t\tvariableMap[key] = value\n239\t\t}\n240\t\treturn variableMap, nil\n241\t}\n242\t\n243\t// getOutputPath determines the output file path. If the output isn't specified, it defaults to\n244\t// the directory the manifest is in. If the output is a directory, it appends the generated file name.\n245\tfunc getOutputPath(directory string, output string, manifest *artifact.Manifest) string {\n246\t\tfileName := genFileName(manifest.Spec.App, manifest.Target.ClusterName, manifest.Spec.Phase)\n247\t\n248\t\tif output == \"\" {\n249\t\t\treturn filepath.Join(directory, fileName)\n250\t\t}\n251\t\n252\t\tif stat, err := os.Stat(output); err == nil && stat.IsDir() {\n253\t\t\treturn filepath.Join(output, fileName)\n254\t\t}\n255\t\n256\t\treturn output\n257\t}\n258\t\n259\t// genFileName generates a file name based on the artifact metadata\n260\tfunc genFileName(app string, cluster string, phase string) string {\n261\t\treturn fmt.Sprintf(\"%s-%s-%s.pack.yaml\", app, cluster, phase)\n262\t}\n263\t"}]},"uuid":"31235286-e9a5-4ca9-a8a5-e25c0fa0006e","timestamp":"2026-05-21T18:27:11.162Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/operations/apps/pack/cmd/build.go","content":"package cmd\n\n// This file contains the CLI command for building artifacts: `pack build`.\n// By default, it reads the manifest file from the current directory and builds the artifact.\n// Usage: `pack build [flags]`\n// flags:\n// -d, --directory Directory containing the manifest file, default is the current directory\n// -r, --recursive Recursively build artifacts in subdirectories\n// -o, --output Output directory for the built artifact(s), default is the same directory as the manifest file(s)\n// -v, --variable Set variables in key=value format (can be used multiple times)\n\nimport (\n\t\"context\"\n\t\"errors\"\n\t\"fmt\"\n\t\"log/slog\"\n\t\"os\"\n\t\"path/filepath\"\n\t\"strings\"\n\n\t\"github.com/immuta/operations/apps/pack/internal/artifact\"\n\t\"github.com/immuta/operations/apps/pack/internal/oci\"\n\t\"github.com/immuta/operations/libs/clog\"\n\t\"github.com/urfave/cli/v3\"\n)\n\n// NewBuildCommand creates a new CLI command for building artifacts\nfunc NewBuildCommand() *cli.Command {\n\treturn &cli.Command{\n\t\tName: \"build\",\n\t\tUsage: \"Build Kubernetes manifests from kustomize overlays\",\n\t\tFlags: []cli.Flag{\n\t\t\t&cli.StringFlag{\n\t\t\t\tName: \"directory\",\n\t\t\t\tAliases: []string{\"d\"},\n\t\t\t\tUsage: \"Directory containing the manifest file, default is the current directory\",\n\t\t\t\tValue: \".\",\n\t\t\t},\n\t\t\t&cli.BoolFlag{\n\t\t\t\tName: \"recursive\",\n\t\t\t\tAliases: []string{\"r\"},\n\t\t\t\tUsage: \"Recursively build artifacts in subdirectories\",\n\t\t\t\tValue: false,\n\t\t\t},\n\t\t\t&cli.StringFlag{\n\t\t\t\tName: \"output\",\n\t\t\t\tAliases: []string{\"o\"},\n\t\t\t\tUsage: \"Output directory for the built artifact(s), default is the same directory as the manifest file(s)\",\n\t\t\t\tValue: \"\",\n\t\t\t},\n\t\t\t&cli.StringSliceFlag{\n\t\t\t\tName: \"set\",\n\t\t\t\tAliases: []string{\"s\"},\n\t\t\t\tUsage: \"Set variables in key=value format (can be used multiple times)\",\n\t\t\t},\n\t\t},\n\t\tAction: buildAction,\n\t}\n}\n\n// buildAction is the action function for the `pack build` command.\nfunc buildAction(ctx context.Context, c *cli.Command) error {\n\tdirectory := c.String(\"directory\")\n\trecursive := c.Bool(\"recursive\")\n\toutput := c.String(\"output\")\n\tvariables := c.StringSlice(\"set\")\n\n\tvariableMap, err := parseVariables(variables)\n\tif err != nil {\n\t\treturn fmt.Errorf(\"failed to parse variables: %w\", err)\n\t}\n\n\tlogger := clog.GetLoggerFromContext(ctx)\n\tif len(variableMap) > 0 {\n\t\tlogger.DebugContext(ctx, \"Parsed variables\", \"variables\", variableMap)\n\t}\n\tif _, err := os.Stat(directory); os.IsNotExist(err) {\n\t\tlogger.ErrorContext(ctx, \"Directory does not exist\", \"directory\", directory)\n\t\treturn err\n\t}\n\n\tif recursive {\n\t\tlogger.DebugContext(ctx, \"recursive flag set\", \"directory\", directory, \"output\", output)\n\t\treturn buildRecursive(ctx, logger, directory, output, variableMap)\n\t}\n\n\tlogger.DebugContext(ctx, \"building single artifact\", \"directory\", directory, \"output\", output)\n\treturn buildSingle(ctx, logger, directory, output, variableMap)\n}\n\n// buildSingle builds a single artifact from the manifest file in the specified directory.\nfunc buildSingle(ctx context.Context, logger *slog.Logger, directory string, output string, variableMap map[string]string) error {\n\tmanifestPath := filepath.Join(directory, \".app.yaml\")\n\tctx = context.WithValue(ctx, ManifestPathContextKey, manifestPath)\n\tif _, err := os.Stat(manifestPath); os.IsNotExist(err) {\n\t\tlogger.ErrorContext(ctx, \"Manifest file was not found in this directory\")\n\t\treturn err\n\t}\n\tlogger.DebugContext(ctx, \"Found manifest file\")\n\n\tmanifestPath = filepath.Clean(manifestPath)\n\tfile, err := os.ReadFile(manifestPath)\n\tif err != nil {\n\t\tlogger.ErrorContext(ctx, \"Failed to read manifest file\", \"error\", err)\n\t\treturn err\n\t}\n\tlogger.DebugContext(ctx, \"Read manifest file\")\n\n\tartifactOpts := artifact.Opts{\n\t\tManifestFilePath: manifestPath,\n\t\tPath: directory,\n\t\tRegistryURL: oci.DefaultOCIRegistryURL, // Not used in build\n\t\tOCIRef: \"latest\", // Not used in build\n\t\tSourceRepo: \"\", // Not used in build\n\t}\n\n\tmanifest, err := artifact.NewManifest(file)\n\tif err != nil {\n\t\tlogger.ErrorContext(ctx, \"Failed to parse manifest file\", \"error\", err)\n\t\treturn err\n\t}\n\tlogger.DebugContext(ctx, \"Parsed manifest file\")\n\n\tnewFunc, exists := aInit[manifest.Kind]\n\tif !exists {\n\t\tlogger.ErrorContext(ctx, \"Unsupported manifest kind\")\n\t\treturn errors.New(\"unsupported manifest kind\")\n\t}\n\n\tctx = context.WithValue(ctx, ArtifactKindContextKey, manifest.Kind)\n\tctx = context.WithValue(ctx, AppNameContextKey, manifest.Spec.App)\n\tctx = context.WithValue(ctx, PhaseContextKey, manifest.Spec.Phase)\n\tctx = context.WithValue(ctx, EnvContextKey, manifest.Target.Env)\n\tctx = context.WithValue(ctx, ClusterNameContextKey, manifest.Target.ClusterName)\n\tlogger.DebugContext(ctx, \"Manifest kind matched\")\n\n\tart, artErr := artifact.GetArtifact(ctx, newFunc, &artifactOpts, manifest)\n\tif artErr != nil {\n\t\tlogger.ErrorContext(ctx, \"Failed to create artifact\", \"error\", artErr)\n\t\treturn artErr\n\t}\n\tlogger.DebugContext(ctx, \"Created artifact\")\n\n\tif buildErr := art.Build(ctx, variableMap); buildErr != nil {\n\t\tlogger.ErrorContext(ctx, \"Failed to build artifact\", \"error\", buildErr)\n\t\treturn buildErr\n\t}\n\tlogger.DebugContext(ctx, \"Built artifact successfully\")\n\n\toutputPath := getOutputPath(directory, output, manifest)\n\tctx = context.WithValue(ctx, OutputPathContextKey, outputPath)\n\tif writeErr := art.Write(ctx, outputPath); writeErr != nil {\n\t\tlogger.ErrorContext(ctx, \"Failed to write artifact\", \"error\", writeErr)\n\t\treturn writeErr\n\t}\n\tlogger.InfoContext(ctx, \"Artifact build complete\")\n\n\treturn nil\n}\n\n// buildRecursive walks through the directory and builds artifacts for each subdirectory when\n// the --recursive (-r) flag is set. It skips directories that do not contain a manifest file.\nfunc buildRecursive(ctx context.Context, logger *slog.Logger, directory string, output string, variableMap map[string]string) error {\n\terrorCount := 0\n\tctx = context.WithValue(ctx, ErrorCountContextKey, errorCount)\n\tbuildCount := 0\n\tctx = context.WithValue(ctx, BuildCountContextKey, buildCount)\n\n\terr := filepath.Walk(directory, func(path string, info os.FileInfo, err error) error {\n\t\tif err != nil {\n\t\t\tlogger.ErrorContext(ctx, \"Failed to walk directory\", \"error\", err)\n\t\t\treturn err\n\t\t}\n\t\tctx = context.WithValue(ctx, CurrentPathContextKey, path)\n\n\t\tif !info.IsDir() {\n\t\t\tlogger.DebugContext(ctx, \"is not directory, skipping\")\n\t\t\treturn nil\n\t\t}\n\n\t\tmanifestPath := filepath.Join(path, \".app.yaml\")\n\t\tif _, err := os.Stat(manifestPath); os.IsNotExist(err) {\n\t\t\tlogger.DebugContext(ctx, \"Manifest file not found in directory, skipping\")\n\t\t\treturn nil\n\t\t}\n\t\tctx = context.WithValue(ctx, ManifestPathContextKey, manifestPath)\n\n\t\tif buildErr := buildSingle(ctx, logger, path, output, variableMap); buildErr != nil {\n\t\t\tlogger.ErrorContext(ctx, \"Failed to build artifact\", \"error\", buildErr)\n\t\t\terrorCount++\n\t\t\tctx = context.WithValue(ctx, ErrorCountContextKey, errorCount)\n\t\t\t// continue even if one build fails\n\t\t\treturn nil\n\t\t}\n\n\t\tbuildCount++\n\t\tctx = context.WithValue(ctx, BuildCountContextKey, buildCount)\n\t\tlogger.DebugContext(ctx, \"Recursive build successful\")\n\n\t\treturn nil\n\t})\n\n\tif err != nil {\n\t\tlogger.ErrorContext(ctx, \"Error walking directory\", \"error\", err)\n\t\treturn err\n\t}\n\tlogger.DebugContext(ctx, \"Recursive build complete\")\n\n\tif errorCount > 0 {\n\t\tlogger.ErrorContext(ctx, \"Some artifacts failed to build\")\n\t\treturn fmt.Errorf(\"failed to build %d/%d artifacts\", errorCount, errorCount+buildCount)\n\t}\n\n\tlogger.InfoContext(ctx, \"Recursive build completed without errors\")\n\treturn nil\n}\n\n// parseVariables parses a slice of key=value strings into a map[string]string\nfunc parseVariables(variables []string) (map[string]string, error) {\n\tif len(variables) == 0 {\n\t\treturn make(map[string]string), nil\n\t}\n\n\tvariableMap := make(map[string]string)\n\tfor _, variable := range variables {\n\t\tparts := strings.SplitN(variable, \"=\", 2)\n\t\tif len(parts) != 2 {\n\t\t\treturn nil, fmt.Errorf(\"invalid variable format '%s': expected key=value\", variable)\n\t\t}\n\t\tkey := strings.TrimSpace(parts[0])\n\t\tvalue := strings.TrimSpace(parts[1])\n\t\tif key == \"\" {\n\t\t\treturn nil, fmt.Errorf(\"invalid variable format '%s': key cannot be empty\", variable)\n\t\t}\n\t\tif value == \"\" {\n\t\t\treturn nil, fmt.Errorf(\"invalid variable format '%s': value cannot be empty\", variable)\n\t\t}\n\t\tvariableMap[key] = value\n\t}\n\treturn variableMap, nil\n}\n\n// getOutputPath determines the output file path. If the output isn't specified, it defaults to\n// the directory the manifest is in. If the output is a directory, it appends the generated file name.\nfunc getOutputPath(directory string, output string, manifest *artifact.Manifest) string {\n\tfileName := genFileName(manifest.Spec.App, manifest.Target.ClusterName, manifest.Spec.Phase)\n\n\tif output == \"\" {\n\t\treturn filepath.Join(directory, fileName)\n\t}\n\n\tif stat, err := os.Stat(output); err == nil && stat.IsDir() {\n\t\treturn filepath.Join(output, fileName)\n\t}\n\n\treturn output\n}\n\n// genFileName generates a file name based on the artifact metadata\nfunc genFileName(app string, cluster string, phase string) string {\n\treturn fmt.Sprintf(\"%s-%s-%s.pack.yaml\", app, cluster, phase)\n}\n","numLines":263,"startLine":1,"totalLines":263}},"sourceToolAssistantUUID":"e58912ce-49dd-4745-b429-d2040c20eaf6","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"92ac926c-caba-4df5-8074-18805cae3d17","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_017H2N775QmTuFrKhLTQfFmX","type":"message","role":"assistant","content":[{"type":"text","text":"Now let me find how variables are used in the kustomize artifact build."}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":553,"cache_creation_input_tokens":3335,"cache_read_input_tokens":48770,"output_tokens":209,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":3335,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":553,"output_tokens":209,"cache_read_input_tokens":48770,"cache_creation_input_tokens":3335,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":3335},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbGBjHYYVWFrFG5urXfNr","type":"assistant","uuid":"8c9beafd-24fa-475d-9d4f-c495313b9270","timestamp":"2026-05-21T18:27:15.201Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"93ad98d9-bc06-418f-b7de-8d1b7d2486c4","isSidechain":false,"promptId":"8b2d3f38-48ab-4f1a-b229-93a26b8cef8b","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_018gMrBMx5C6ndNuZxLgKmHp","type":"tool_result","content":"1\tpackage overlay\n2\t\n3\timport (\n4\t\t\"bytes\"\n5\t\t\"context\"\n6\t\t\"errors\"\n7\t\t\"fmt\"\n8\t\t\"log/slog\"\n9\t\t\"os\"\n10\t\t\"path/filepath\"\n11\t\t\"regexp\"\n12\t\t\"strings\"\n13\t\n14\t\t\"github.com/immuta/operations/apps/pack/internal/artifact\"\n15\t\t\"github.com/immuta/operations/libs/clog\"\n16\t\t\"github.com/opencontainers/go-digest\"\n17\t\t\"github.com/samber/lo\"\n18\t\t\"sigs.k8s.io/kustomize/api/krusty\"\n19\t\t\"sigs.k8s.io/kustomize/api/types\"\n20\t\t\"sigs.k8s.io/kustomize/kyaml/filesys\"\n21\t)\n22\t\n23\tconst (\n24\t\tFileBackupExtension = \".bak\"\n25\t)\n26\t\n27\tvar yamlSeparator = regexp.MustCompile(`(?m)^---$`)\n28\t\n29\t// Overlay represents a kustomize overlay that can be built and used to generate Kubernetes manifests.\n30\ttype Overlay struct {\n31\t\tManifest *artifact.Manifest\n32\t\tBuiltOverlay *[]byte\n33\t\tlogger *slog.Logger\n34\t\tDigest digest.Digest\n35\t\tPath string\n36\t\tRegistryURL string\n37\t\tOCIRef string\n38\t\tSourceRepo string\n39\t}\n40\t\n41\t// New creates a new Overlay instance by reading the manifest file and initializing the overlay properties.\n42\t// context is here for future error handling, but is not currently used.\n43\tfunc New(ctx context.Context, opts *artifact.Opts, manifest *artifact.Manifest) (artifact.Artifact, error) {\n44\t\treturn &Overlay{\n45\t\t\tManifest: manifest,\n46\t\t\tPath: opts.Path,\n47\t\t\tRegistryURL: opts.RegistryURL,\n48\t\t\tOCIRef: opts.OCIRef,\n49\t\t\tSourceRepo: opts.SourceRepo,\n50\t\t\tlogger: clog.GetLoggerFromContext(ctx),\n51\t\t}, nil\n52\t}\n53\t\n54\t// Build processes the overlay using kustomize and stores the result in BuiltOverlay.\n55\t// It also computes the digest of the resulting YAML.\n56\tfunc (o *Overlay) Build(ctx context.Context, vars map[string]string) error {\n57\t\tpatches, err := artifact.ResolvePatches(o.Manifest, vars)\n58\t\tif err != nil {\n59\t\t\to.logger.ErrorContext(ctx, \"failed to resolve patches\", \"error\", err)\n60\t\t\treturn err\n61\t\t}\n62\t\n63\t\t// Validate patches, including multi-document file validation\n64\t\terr = artifact.ValidatePatches(o.Manifest.Patches, o.Path)\n65\t\tif err != nil {\n66\t\t\to.logger.ErrorContext(ctx, \"patch validation failed\", \"error\", err)\n67\t\t\treturn err\n68\t\t}\n69\t\n70\t\t// Track backup files for cleanup at the end of the entire build process\n71\t\tvar backupFiles []string\n72\t\tdefer func() {\n73\t\t\t// Always clean up backup files and restore originals after build is complete\n74\t\t\to.restoreOriginalFiles(ctx, backupFiles)\n75\t\t\to.logger.DebugContext(ctx, \"restored original files\", \"files\", backupFiles)\n76\t\t}()\n77\t\n78\t\tbackupFiles, err = o.applyPatches(ctx, patches)\n79\t\tif err != nil {\n80\t\t\to.logger.ErrorContext(ctx, \"failed to apply patches\", \"error\", err)\n81\t\t\treturn err\n82\t\t}\n83\t\n84\t\t// We want to use the default options, but we need to enable the Helm plugin\n85\t\t// for some reason, HelmConfig.Command defaults to `helmV3` instead of `helm`, so we set it explicitly.\n86\t\tkOpts := krusty.MakeDefaultOptions()\n87\t\tkOpts.PluginConfig.HelmConfig.Enabled = true\n88\t\tkOpts.PluginConfig.HelmConfig.Command = \"helm\"\n89\t\tkOpts.LoadRestrictions = types.LoadRestrictionsNone\n90\t\tk := krusty.MakeKustomizer(kOpts)\n91\t\tfSys := filesys.MakeFsOnDisk()\n92\t\tresMap, err := k.Run(fSys, o.Path)\n93\t\tif err != nil {\n94\t\t\to.logger.ErrorContext(ctx, \"failed to run kustomize\", \"error\", err)\n95\t\t\treturn err\n96\t\t}\n97\t\n98\t\tyamlBytes, err := resMap.AsYaml()\n99\t\tif err != nil {\n100\t\t\to.logger.ErrorContext(ctx, \"failed to convert kustomize build output to YAML\", \"error\", err)\n101\t\t\treturn err\n102\t\t}\n103\t\n104\t\to.BuiltOverlay = &yamlBytes\n105\t\to.Digest = digest.FromBytes(yamlBytes)\n106\t\treturn nil\n107\t}\n108\t\n109\t// Write writes the built overlay to a specified file path with metadata header comments.\n110\tfunc (o *Overlay) Write(ctx context.Context, filePath string) error {\n111\t\tif o.BuiltOverlay == nil {\n112\t\t\to.logger.ErrorContext(ctx, \"tried to write to disk, but built overlay is nil\")\n113\t\t\treturn errors.New(\"tried to write to disk, but built overlay is nil\")\n114\t\t}\n115\t\n116\t\t// Prepare metadata for the header\n117\t\theader, err := artifact.GenerateArtifactMetadata(o.Manifest)\n118\t\tif err != nil {\n119\t\t\to.logger.ErrorContext(ctx, \"failed to generate artifact metadata\", \"error\", err)\n120\t\t\treturn err\n121\t\t}\n122\t\n123\t\t// Combine header with the built YAML content\n124\t\tfinalContent := append(*header, *o.BuiltOverlay...)\n125\t\n126\t\tif writeErr := os.WriteFile(filePath, finalContent, 0600); writeErr != nil {\n127\t\t\to.logger.ErrorContext(ctx, \"failed to write overlay to disk\", \"error\", writeErr)\n128\t\t\treturn writeErr\n129\t\t}\n130\t\treturn nil\n131\t}\n132\t\n133\t// GetDigest returns the digest of the built overlay\n134\tfunc (o *Overlay) GetDigest() digest.Digest {\n135\t\treturn o.Digest\n136\t}\n137\t\n138\t// GetBuild returns the built overlay data\n139\tfunc (o *Overlay) GetBuild() *[]byte {\n140\t\treturn o.BuiltOverlay\n141\t}\n142\t\n143\t// GetMetadata returns metadata about the overlay as a map\n144\tfunc (o *Overlay) GetMetadata() *artifact.Metadata {\n145\t\treturn &artifact.Metadata{\n146\t\t\tApp: o.Manifest.Spec.App,\n147\t\t\tPhase: o.Manifest.Spec.Phase,\n148\t\t\tVersion: o.OCIRef,\n149\t\t\tSource: o.SourceRepo,\n150\t\t}\n151\t}\n152\t\n153\t// GetPath returns the path of the overlay\n154\tfunc (o *Overlay) GetPath() string {\n155\t\treturn o.Path\n156\t}\n157\t\n158\t// GetOCIRef returns the tag ref for the overlay\n159\tfunc (o *Overlay) GetOCIRef() string {\n160\t\treturn o.OCIRef\n161\t}\n162\t\n163\t// applyPatches applies patches to files specified in the manifests using input variables.\n164\t// It traverses the overlay path and patches files as specified by the manifest. If the file has multiple documents,\n165\t// it groups patches by document index for efficient processing.\n166\t//\n167\t// Returns a list of backup file paths that need to be restored after the build process.\n168\tfunc (o *Overlay) applyPatches(ctx context.Context, patchesByFile map[string][]artifact.ResolvedPatch) ([]string, error) {\n169\t\to.logger.DebugContext(ctx, \"applying patches\")\n170\t\n171\t\t// Track backup files for caller to clean up after build\n172\t\tvar backupFiles []string\n173\t\n174\t\tfor relPath, patches := range patchesByFile {\n175\t\t\tvar result bytes.Buffer\n176\t\t\tfilePath := filepath.Clean(filepath.Join(o.Path, relPath))\n177\t\t\tbackupPath := filepath.Clean(filePath + FileBackupExtension)\n178\t\n179\t\t\to.logger.InfoContext(ctx, \"applying patches\", \"file\", relPath, \"patches\", patches)\n180\t\n181\t\t\t// Step 1: Read original file\n182\t\t\tfileContent, err := os.ReadFile(filePath)\n183\t\t\tif err != nil {\n184\t\t\t\treturn nil, fmt.Errorf(\"failed to read file %s: %w\", relPath, err)\n185\t\t\t}\n186\t\n187\t\t\t// Step 2: Create backup\n188\t\t\terr = os.Rename(filePath, backupPath)\n189\t\t\tif err != nil {\n190\t\t\t\treturn nil, fmt.Errorf(\"failed to create backup for file %s: %w\", relPath, err)\n191\t\t\t}\n192\t\t\tbackupFiles = append(backupFiles, backupPath)\n193\t\t\to.logger.DebugContext(ctx, \"created backup\", \"original\", filePath, \"backup\", backupPath)\n194\t\n195\t\t\tdocStrings := removeEmptyLines(yamlSeparator.Split(strings.TrimSpace(string(fileContent)), -1))\n196\t\t\to.logger.DebugContext(ctx, \"parsing yaml file\", \"file\", relPath, \"doc_count\", len(docStrings))\n197\t\n198\t\t\t// Group patches by document index for efficient processing\n199\t\t\tpatchesByDocIndex := artifact.GroupPatchesByDocumentIndex(patches)\n200\t\n201\t\t\tfor i, docString := range docStrings {\n202\t\t\t\to.logger.DebugContext(ctx, \"parsing yaml doc\", \"file\", relPath, \"current_doc_index\", i, \"doc_string\", docString)\n203\t\t\t\tif docString == \"\" {\n204\t\t\t\t\to.logger.DebugContext(ctx, \"skipping empty doc\")\n205\t\t\t\t\tcontinue\n206\t\t\t\t}\n207\t\n208\t\t\t\tdocBytes := []byte(docString)\n209\t\n210\t\t\t\t// Check if we have patches for this specific document index\n211\t\t\t\tif patchesForDoc, exists := patchesByDocIndex[i]; exists {\n212\t\t\t\t\trfc6902PatchesForDoc := artifact.ExtractRFC6902Patches(patchesForDoc)\n213\t\n214\t\t\t\t\to.logger.DebugContext(ctx, \"document has patches\", \"file\", relPath, \"current_doc_index\", i, \"patches\", rfc6902PatchesForDoc)\n215\t\t\t\t\tdocBytes, err = applyPatchesToDoc(rfc6902PatchesForDoc, docBytes, relPath)\n216\t\t\t\t\tif err != nil {\n217\t\t\t\t\t\to.logger.ErrorContext(ctx, \"failed to apply patches to doc\", \"path\", relPath, \"current_doc_index\", i, \"error\", err)\n218\t\t\t\t\t\treturn nil, err\n219\t\t\t\t\t}\n220\t\t\t\t}\n221\t\n222\t\t\t\t_, wsErr := result.WriteString(\"---\\n\")\n223\t\t\t\tif wsErr != nil {\n224\t\t\t\t\to.logger.ErrorContext(ctx, \"failed to write yaml separator to buffer\", \"path\", relPath, \"error\", wsErr)\n225\t\t\t\t\treturn nil, wsErr\n226\t\t\t\t}\n227\t\n228\t\t\t\t_, wErr := result.Write(docBytes)\n229\t\t\t\tif wErr != nil {\n230\t\t\t\t\to.logger.ErrorContext(ctx, \"failed to write patched document to buffer\", \"path\", relPath, \"current_doc_index\", i, \"error\", wErr)\n231\t\t\t\t\treturn nil, wErr\n232\t\t\t\t}\n233\t\t\t}\n234\t\n235\t\t\t// Step 3: Write patched file (original will be restored in defer)\n236\t\t\terr = os.WriteFile(filePath, result.Bytes(), 0640)\n237\t\t\tif err != nil {\n238\t\t\t\treturn nil, fmt.Errorf(\"failed to write patched file %s: %w\", relPath, err)\n239\t\t\t}\n240\t\n241\t\t\to.logger.DebugContext(ctx, \"successfully patched file\", \"relative_path\", relPath)\n242\t\t}\n243\t\n244\t\treturn backupFiles, nil\n245\t}\n246\t\n247\t// restoreOriginalFiles restores original files from their .bak backups and cleans up backup files.\n248\t// This ensures the file system is left in its original state after patching and building.\n249\tfunc (o *Overlay) restoreOriginalFiles(ctx context.Context, backupFiles []string) {\n250\t\tfor _, backupPath := range backupFiles {\n251\t\t\toriginalPath := strings.TrimSuffix(backupPath, FileBackupExtension)\n252\t\n253\t\t\to.logger.DebugContext(ctx, \"cleaning up patched file\", \"path\", backupPath)\n254\t\t\terr := os.Remove(originalPath)\n255\t\t\tif err != nil {\n256\t\t\t\to.logger.WarnContext(ctx, \"failed to remove patched file during restore\", \"original\", originalPath, \"error\", err)\n257\t\t\t\t// Continue anyway to try restoring backup\n258\t\t\t}\n259\t\n260\t\t\to.logger.DebugContext(ctx, \"restoring file\", \"original_path\", originalPath)\n261\t\t\terr = os.Rename(backupPath, originalPath)\n262\t\t\tif err != nil {\n263\t\t\t\to.logger.WarnContext(ctx, \"failed to restore backup file\", \"backup\", backupPath, \"original\", originalPath, \"error\", err)\n264\t\t\t} else {\n265\t\t\t\to.logger.DebugContext(ctx, \"restored original file\", \"backup\", backupPath, \"original\", originalPath)\n266\t\t\t}\n267\t\t}\n268\t}\n269\t\n270\tfunc removeEmptyLines(docStrings []string) []string {\n271\t\tlines := lo.Filter(docStrings, func(line string, _ int) bool {\n272\t\t\treturn line != \"\"\n273\t\t})\n274\t\treturn lines\n275\t}\n276\t"}]},"uuid":"98eca82d-89aa-4f54-92af-5dfb58296e6b","timestamp":"2026-05-21T18:33:13.080Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/operations/apps/pack/internal/overlay/overlay.go","content":"package overlay\n\nimport (\n\t\"bytes\"\n\t\"context\"\n\t\"errors\"\n\t\"fmt\"\n\t\"log/slog\"\n\t\"os\"\n\t\"path/filepath\"\n\t\"regexp\"\n\t\"strings\"\n\n\t\"github.com/immuta/operations/apps/pack/internal/artifact\"\n\t\"github.com/immuta/operations/libs/clog\"\n\t\"github.com/opencontainers/go-digest\"\n\t\"github.com/samber/lo\"\n\t\"sigs.k8s.io/kustomize/api/krusty\"\n\t\"sigs.k8s.io/kustomize/api/types\"\n\t\"sigs.k8s.io/kustomize/kyaml/filesys\"\n)\n\nconst (\n\tFileBackupExtension = \".bak\"\n)\n\nvar yamlSeparator = regexp.MustCompile(`(?m)^---$`)\n\n// Overlay represents a kustomize overlay that can be built and used to generate Kubernetes manifests.\ntype Overlay struct {\n\tManifest *artifact.Manifest\n\tBuiltOverlay *[]byte\n\tlogger *slog.Logger\n\tDigest digest.Digest\n\tPath string\n\tRegistryURL string\n\tOCIRef string\n\tSourceRepo string\n}\n\n// New creates a new Overlay instance by reading the manifest file and initializing the overlay properties.\n// context is here for future error handling, but is not currently used.\nfunc New(ctx context.Context, opts *artifact.Opts, manifest *artifact.Manifest) (artifact.Artifact, error) {\n\treturn &Overlay{\n\t\tManifest: manifest,\n\t\tPath: opts.Path,\n\t\tRegistryURL: opts.RegistryURL,\n\t\tOCIRef: opts.OCIRef,\n\t\tSourceRepo: opts.SourceRepo,\n\t\tlogger: clog.GetLoggerFromContext(ctx),\n\t}, nil\n}\n\n// Build processes the overlay using kustomize and stores the result in BuiltOverlay.\n// It also computes the digest of the resulting YAML.\nfunc (o *Overlay) Build(ctx context.Context, vars map[string]string) error {\n\tpatches, err := artifact.ResolvePatches(o.Manifest, vars)\n\tif err != nil {\n\t\to.logger.ErrorContext(ctx, \"failed to resolve patches\", \"error\", err)\n\t\treturn err\n\t}\n\n\t// Validate patches, including multi-document file validation\n\terr = artifact.ValidatePatches(o.Manifest.Patches, o.Path)\n\tif err != nil {\n\t\to.logger.ErrorContext(ctx, \"patch validation failed\", \"error\", err)\n\t\treturn err\n\t}\n\n\t// Track backup files for cleanup at the end of the entire build process\n\tvar backupFiles []string\n\tdefer func() {\n\t\t// Always clean up backup files and restore originals after build is complete\n\t\to.restoreOriginalFiles(ctx, backupFiles)\n\t\to.logger.DebugContext(ctx, \"restored original files\", \"files\", backupFiles)\n\t}()\n\n\tbackupFiles, err = o.applyPatches(ctx, patches)\n\tif err != nil {\n\t\to.logger.ErrorContext(ctx, \"failed to apply patches\", \"error\", err)\n\t\treturn err\n\t}\n\n\t// We want to use the default options, but we need to enable the Helm plugin\n\t// for some reason, HelmConfig.Command defaults to `helmV3` instead of `helm`, so we set it explicitly.\n\tkOpts := krusty.MakeDefaultOptions()\n\tkOpts.PluginConfig.HelmConfig.Enabled = true\n\tkOpts.PluginConfig.HelmConfig.Command = \"helm\"\n\tkOpts.LoadRestrictions = types.LoadRestrictionsNone\n\tk := krusty.MakeKustomizer(kOpts)\n\tfSys := filesys.MakeFsOnDisk()\n\tresMap, err := k.Run(fSys, o.Path)\n\tif err != nil {\n\t\to.logger.ErrorContext(ctx, \"failed to run kustomize\", \"error\", err)\n\t\treturn err\n\t}\n\n\tyamlBytes, err := resMap.AsYaml()\n\tif err != nil {\n\t\to.logger.ErrorContext(ctx, \"failed to convert kustomize build output to YAML\", \"error\", err)\n\t\treturn err\n\t}\n\n\to.BuiltOverlay = &yamlBytes\n\to.Digest = digest.FromBytes(yamlBytes)\n\treturn nil\n}\n\n// Write writes the built overlay to a specified file path with metadata header comments.\nfunc (o *Overlay) Write(ctx context.Context, filePath string) error {\n\tif o.BuiltOverlay == nil {\n\t\to.logger.ErrorContext(ctx, \"tried to write to disk, but built overlay is nil\")\n\t\treturn errors.New(\"tried to write to disk, but built overlay is nil\")\n\t}\n\n\t// Prepare metadata for the header\n\theader, err := artifact.GenerateArtifactMetadata(o.Manifest)\n\tif err != nil {\n\t\to.logger.ErrorContext(ctx, \"failed to generate artifact metadata\", \"error\", err)\n\t\treturn err\n\t}\n\n\t// Combine header with the built YAML content\n\tfinalContent := append(*header, *o.BuiltOverlay...)\n\n\tif writeErr := os.WriteFile(filePath, finalContent, 0600); writeErr != nil {\n\t\to.logger.ErrorContext(ctx, \"failed to write overlay to disk\", \"error\", writeErr)\n\t\treturn writeErr\n\t}\n\treturn nil\n}\n\n// GetDigest returns the digest of the built overlay\nfunc (o *Overlay) GetDigest() digest.Digest {\n\treturn o.Digest\n}\n\n// GetBuild returns the built overlay data\nfunc (o *Overlay) GetBuild() *[]byte {\n\treturn o.BuiltOverlay\n}\n\n// GetMetadata returns metadata about the overlay as a map\nfunc (o *Overlay) GetMetadata() *artifact.Metadata {\n\treturn &artifact.Metadata{\n\t\tApp: o.Manifest.Spec.App,\n\t\tPhase: o.Manifest.Spec.Phase,\n\t\tVersion: o.OCIRef,\n\t\tSource: o.SourceRepo,\n\t}\n}\n\n// GetPath returns the path of the overlay\nfunc (o *Overlay) GetPath() string {\n\treturn o.Path\n}\n\n// GetOCIRef returns the tag ref for the overlay\nfunc (o *Overlay) GetOCIRef() string {\n\treturn o.OCIRef\n}\n\n// applyPatches applies patches to files specified in the manifests using input variables.\n// It traverses the overlay path and patches files as specified by the manifest. If the file has multiple documents,\n// it groups patches by document index for efficient processing.\n//\n// Returns a list of backup file paths that need to be restored after the build process.\nfunc (o *Overlay) applyPatches(ctx context.Context, patchesByFile map[string][]artifact.ResolvedPatch) ([]string, error) {\n\to.logger.DebugContext(ctx, \"applying patches\")\n\n\t// Track backup files for caller to clean up after build\n\tvar backupFiles []string\n\n\tfor relPath, patches := range patchesByFile {\n\t\tvar result bytes.Buffer\n\t\tfilePath := filepath.Clean(filepath.Join(o.Path, relPath))\n\t\tbackupPath := filepath.Clean(filePath + FileBackupExtension)\n\n\t\to.logger.InfoContext(ctx, \"applying patches\", \"file\", relPath, \"patches\", patches)\n\n\t\t// Step 1: Read original file\n\t\tfileContent, err := os.ReadFile(filePath)\n\t\tif err != nil {\n\t\t\treturn nil, fmt.Errorf(\"failed to read file %s: %w\", relPath, err)\n\t\t}\n\n\t\t// Step 2: Create backup\n\t\terr = os.Rename(filePath, backupPath)\n\t\tif err != nil {\n\t\t\treturn nil, fmt.Errorf(\"failed to create backup for file %s: %w\", relPath, err)\n\t\t}\n\t\tbackupFiles = append(backupFiles, backupPath)\n\t\to.logger.DebugContext(ctx, \"created backup\", \"original\", filePath, \"backup\", backupPath)\n\n\t\tdocStrings := removeEmptyLines(yamlSeparator.Split(strings.TrimSpace(string(fileContent)), -1))\n\t\to.logger.DebugContext(ctx, \"parsing yaml file\", \"file\", relPath, \"doc_count\", len(docStrings))\n\n\t\t// Group patches by document index for efficient processing\n\t\tpatchesByDocIndex := artifact.GroupPatchesByDocumentIndex(patches)\n\n\t\tfor i, docString := range docStrings {\n\t\t\to.logger.DebugContext(ctx, \"parsing yaml doc\", \"file\", relPath, \"current_doc_index\", i, \"doc_string\", docString)\n\t\t\tif docString == \"\" {\n\t\t\t\to.logger.DebugContext(ctx, \"skipping empty doc\")\n\t\t\t\tcontinue\n\t\t\t}\n\n\t\t\tdocBytes := []byte(docString)\n\n\t\t\t// Check if we have patches for this specific document index\n\t\t\tif patchesForDoc, exists := patchesByDocIndex[i]; exists {\n\t\t\t\trfc6902PatchesForDoc := artifact.ExtractRFC6902Patches(patchesForDoc)\n\n\t\t\t\to.logger.DebugContext(ctx, \"document has patches\", \"file\", relPath, \"current_doc_index\", i, \"patches\", rfc6902PatchesForDoc)\n\t\t\t\tdocBytes, err = applyPatchesToDoc(rfc6902PatchesForDoc, docBytes, relPath)\n\t\t\t\tif err != nil {\n\t\t\t\t\to.logger.ErrorContext(ctx, \"failed to apply patches to doc\", \"path\", relPath, \"current_doc_index\", i, \"error\", err)\n\t\t\t\t\treturn nil, err\n\t\t\t\t}\n\t\t\t}\n\n\t\t\t_, wsErr := result.WriteString(\"---\\n\")\n\t\t\tif wsErr != nil {\n\t\t\t\to.logger.ErrorContext(ctx, \"failed to write yaml separator to buffer\", \"path\", relPath, \"error\", wsErr)\n\t\t\t\treturn nil, wsErr\n\t\t\t}\n\n\t\t\t_, wErr := result.Write(docBytes)\n\t\t\tif wErr != nil {\n\t\t\t\to.logger.ErrorContext(ctx, \"failed to write patched document to buffer\", \"path\", relPath, \"current_doc_index\", i, \"error\", wErr)\n\t\t\t\treturn nil, wErr\n\t\t\t}\n\t\t}\n\n\t\t// Step 3: Write patched file (original will be restored in defer)\n\t\terr = os.WriteFile(filePath, result.Bytes(), 0640)\n\t\tif err != nil {\n\t\t\treturn nil, fmt.Errorf(\"failed to write patched file %s: %w\", relPath, err)\n\t\t}\n\n\t\to.logger.DebugContext(ctx, \"successfully patched file\", \"relative_path\", relPath)\n\t}\n\n\treturn backupFiles, nil\n}\n\n// restoreOriginalFiles restores original files from their .bak backups and cleans up backup files.\n// This ensures the file system is left in its original state after patching and building.\nfunc (o *Overlay) restoreOriginalFiles(ctx context.Context, backupFiles []string) {\n\tfor _, backupPath := range backupFiles {\n\t\toriginalPath := strings.TrimSuffix(backupPath, FileBackupExtension)\n\n\t\to.logger.DebugContext(ctx, \"cleaning up patched file\", \"path\", backupPath)\n\t\terr := os.Remove(originalPath)\n\t\tif err != nil {\n\t\t\to.logger.WarnContext(ctx, \"failed to remove patched file during restore\", \"original\", originalPath, \"error\", err)\n\t\t\t// Continue anyway to try restoring backup\n\t\t}\n\n\t\to.logger.DebugContext(ctx, \"restoring file\", \"original_path\", originalPath)\n\t\terr = os.Rename(backupPath, originalPath)\n\t\tif err != nil {\n\t\t\to.logger.WarnContext(ctx, \"failed to restore backup file\", \"backup\", backupPath, \"original\", originalPath, \"error\", err)\n\t\t} else {\n\t\t\to.logger.DebugContext(ctx, \"restored original file\", \"backup\", backupPath, \"original\", originalPath)\n\t\t}\n\t}\n}\n\nfunc removeEmptyLines(docStrings []string) []string {\n\tlines := lo.Filter(docStrings, func(line string, _ int) bool {\n\t\treturn line != \"\"\n\t})\n\treturn lines\n}\n","numLines":276,"startLine":1,"totalLines":276}},"sourceToolAssistantUUID":"93ad98d9-bc06-418f-b7de-8d1b7d2486c4","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
|
||
{"parentUuid":"98eca82d-89aa-4f54-92af-5dfb58296e6b","isSidechain":false,"attachment":{"type":"hook_success","hookName":"PostToolUse:Read","toolUseID":"toolu_018gMrBMx5C6ndNuZxLgKmHp","hookEvent":"PostToolUse","content":"","stdout":"{\"continue\":true}\n","stderr":"","exitCode":0,"command":"node \"${CLAUDE_PLUGIN_ROOT}/dist/hooks/post-tool-use.js\"","durationMs":412},"type":"attachment","uuid":"cd1d9de0-e901-4ff7-ab8d-e4d922ee1f89","timestamp":"2026-05-21T18:33:13.079Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
|
||
{"type":"last-prompt","lastPrompt":"i am having issues with the cd portion (.github/workflows/cd.yml) for some reason it seems that the OCI artifact isn't actually updated so flux does not see any changes to deploy?","leafUuid":"cd1d9de0-e901-4ff7-ab8d-e4d922ee1f89","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
|
||
{"type":"ai-title","aiTitle":"Fix CI/CD OCI artifact update issue","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
|
||
{"type":"permission-mode","permissionMode":"default","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"parentUuid":"5a77e322-79ea-4a0b-914c-1e4bec3b647d","isSidechain":false,"promptId":"8b2d3f38-48ab-4f1a-b229-93a26b8cef8b","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01SkWScergEEZ9rqYzpbnMdq","type":"tool_result","content":"1\tpackage artifact\n2\t\n3\timport (\n4\t\t\"context\"\n5\t\t\"time\"\n6\t\n7\t\t\"github.com/opencontainers/go-digest\"\n8\t\t\"github.com/samber/lo\"\n9\t)\n10\t\n11\t// NewFunc defines the signature for a function that creates a new Artifact instance\n12\t// It returns an Artifact and an error, but currently we're not doing any error handling\n13\t// on Overlay creation, so the error is always nil. It's part of the interface to allow for future extensibility.\n14\ttype NewFunc func(ctx context.Context, opts *Opts, manifest *Manifest) (Artifact, error)\n15\t\n16\t// Artifact defines the interface for a Kubernetes artifact that can be built and written to disk\n17\ttype Artifact interface {\n18\t\tBuild(context.Context, map[string]string) error\n19\t\tWrite(context.Context, string) error\n20\t\tGetDigest() digest.Digest\n21\t\tGetBuild() *[]byte\n22\t\tGetMetadata() *Metadata\n23\t\tGetPath() string\n24\t\tGetOCIRef() string\n25\t}\n26\t\n27\ttype Metadata struct {\n28\t\tApp string\n29\t\tPhase string\n30\t\tVersion string\n31\t\tSource string\n32\t}\n33\t\n34\ttype Opts struct {\n35\t\tManifestFilePath string\n36\t\tPath string\n37\t\tRegistryURL string\n38\t\tOCIRef string\n39\t\tSourceRepo string\n40\t}\n41\t\n42\tfunc GetArtifact(ctx context.Context, newFunc any, opts *Opts, manifest *Manifest) (Artifact, error) {\n43\t\tfn, ok := newFunc.(func(ctx context.Context, opts *Opts, manifest *Manifest) (Artifact, error))\n44\t\tif !ok {\n45\t\t\tpanic(\"GetArtifact - newFunc does not match the expected signature\")\n46\t\t}\n47\t\n48\t\tart, err := fn(ctx, opts, manifest)\n49\t\tif err != nil {\n50\t\t\treturn nil, err\n51\t\t}\n52\t\treturn art, nil\n53\t}\n54\t\n55\ttype ResolvedPatch struct {\n56\t\tTarget *PatchTarget `json:\"-\"`\n57\t\tPatch RFC6902Patch\n58\t}\n59\t\n60\ttype RFC6902Patch struct {\n61\t\tValue any `json:\"value,omitempty\"`\n62\t\tOp string `json:\"op\"`\n63\t\tPath string `json:\"path\"`\n64\t}\n65\t\n66\tfunc ExtractRFC6902Patches(patches []ResolvedPatch) []RFC6902Patch {\n67\t\treturn lo.Map(patches, func(resolvedPatch ResolvedPatch, _ int) RFC6902Patch {\n68\t\t\treturn resolvedPatch.Patch\n69\t\t})\n70\t}\n71\t\n72\t// GroupPatchesByDocumentIndex groups patches by their target document index for efficient processing.\n73\t// Patches without a target default to document index 0.\n74\tfunc GroupPatchesByDocumentIndex(patches []ResolvedPatch) map[int][]ResolvedPatch {\n75\t\treturn lo.GroupBy(patches, func(patch ResolvedPatch) int {\n76\t\t\t// Default to the first document (index 0) if no target is specified. We never actually use this default\n77\t\t\t// because we fail fast if no target is specified, but we need to return an int\n78\t\t\tif patch.Target != nil && patch.Target.DocumentIndex != nil {\n79\t\t\t\treturn *patch.Target.DocumentIndex\n80\t\t\t}\n81\t\t\treturn 0\n82\t\t})\n83\t}\n84\t\n85\t// IsValidRFC3339 checks if a timestamp string is a valid RFC3339 format.\n86\tfunc IsValidRFC3339(timestamp string) bool {\n87\t\t_, err := time.Parse(time.RFC3339, timestamp)\n88\t\treturn err == nil\n89\t}\n90\t"}]},"uuid":"1d3b6e9c-8a30-4d85-871c-50b9cb8ab4da","timestamp":"2026-05-21T18:33:14.152Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/operations/apps/pack/internal/artifact/artifact.go","content":"package artifact\n\nimport (\n\t\"context\"\n\t\"time\"\n\n\t\"github.com/opencontainers/go-digest\"\n\t\"github.com/samber/lo\"\n)\n\n// NewFunc defines the signature for a function that creates a new Artifact instance\n// It returns an Artifact and an error, but currently we're not doing any error handling\n// on Overlay creation, so the error is always nil. It's part of the interface to allow for future extensibility.\ntype NewFunc func(ctx context.Context, opts *Opts, manifest *Manifest) (Artifact, error)\n\n// Artifact defines the interface for a Kubernetes artifact that can be built and written to disk\ntype Artifact interface {\n\tBuild(context.Context, map[string]string) error\n\tWrite(context.Context, string) error\n\tGetDigest() digest.Digest\n\tGetBuild() *[]byte\n\tGetMetadata() *Metadata\n\tGetPath() string\n\tGetOCIRef() string\n}\n\ntype Metadata struct {\n\tApp string\n\tPhase string\n\tVersion string\n\tSource string\n}\n\ntype Opts struct {\n\tManifestFilePath string\n\tPath string\n\tRegistryURL string\n\tOCIRef string\n\tSourceRepo string\n}\n\nfunc GetArtifact(ctx context.Context, newFunc any, opts *Opts, manifest *Manifest) (Artifact, error) {\n\tfn, ok := newFunc.(func(ctx context.Context, opts *Opts, manifest *Manifest) (Artifact, error))\n\tif !ok {\n\t\tpanic(\"GetArtifact - newFunc does not match the expected signature\")\n\t}\n\n\tart, err := fn(ctx, opts, manifest)\n\tif err != nil {\n\t\treturn nil, err\n\t}\n\treturn art, nil\n}\n\ntype ResolvedPatch struct {\n\tTarget *PatchTarget `json:\"-\"`\n\tPatch RFC6902Patch\n}\n\ntype RFC6902Patch struct {\n\tValue any `json:\"value,omitempty\"`\n\tOp string `json:\"op\"`\n\tPath string `json:\"path\"`\n}\n\nfunc ExtractRFC6902Patches(patches []ResolvedPatch) []RFC6902Patch {\n\treturn lo.Map(patches, func(resolvedPatch ResolvedPatch, _ int) RFC6902Patch {\n\t\treturn resolvedPatch.Patch\n\t})\n}\n\n// GroupPatchesByDocumentIndex groups patches by their target document index for efficient processing.\n// Patches without a target default to document index 0.\nfunc GroupPatchesByDocumentIndex(patches []ResolvedPatch) map[int][]ResolvedPatch {\n\treturn lo.GroupBy(patches, func(patch ResolvedPatch) int {\n\t\t// Default to the first document (index 0) if no target is specified. We never actually use this default\n\t\t// because we fail fast if no target is specified, but we need to return an int\n\t\tif patch.Target != nil && patch.Target.DocumentIndex != nil {\n\t\t\treturn *patch.Target.DocumentIndex\n\t\t}\n\t\treturn 0\n\t})\n}\n\n// IsValidRFC3339 checks if a timestamp string is a valid RFC3339 format.\nfunc IsValidRFC3339(timestamp string) bool {\n\t_, err := time.Parse(time.RFC3339, timestamp)\n\treturn err == nil\n}\n","numLines":90,"startLine":1,"totalLines":90}},"sourceToolAssistantUUID":"5a77e322-79ea-4a0b-914c-1e4bec3b647d","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"6b77d3c6-c065-4e43-8caf-316e57e53922","isSidechain":false,"attachment":{"type":"task_reminder","content":[],"itemCount":0},"type":"attachment","uuid":"d7795317-bd0e-4a5c-bbde-2e0d9c52feb6","timestamp":"2026-05-21T18:33:14.154Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"d7795317-bd0e-4a5c-bbde-2e0d9c52feb6","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01EmUMZEjYV33t51tyn4usxM","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3515,"cache_creation_input_tokens":1853,"cache_read_input_tokens":52105,"output_tokens":170,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1853,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":3515,"output_tokens":170,"cache_read_input_tokens":52105,"cache_creation_input_tokens":1853,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1853},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbGCC3t235nv2C2RfMH1b","type":"assistant","uuid":"e4457c27-79d6-4a2d-8c3a-27579dfdf1c9","timestamp":"2026-05-21T18:33:16.968Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"e4457c27-79d6-4a2d-8c3a-27579dfdf1c9","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01EmUMZEjYV33t51tyn4usxM","type":"message","role":"assistant","content":[{"type":"text","text":"Now let me look at how `ResolvePatches` and the manifest's `Patches` field work to understand the `--set` variable format."}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3515,"cache_creation_input_tokens":1853,"cache_read_input_tokens":52105,"output_tokens":170,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1853,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":3515,"output_tokens":170,"cache_read_input_tokens":52105,"cache_creation_input_tokens":1853,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1853},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbGCC3t235nv2C2RfMH1b","type":"assistant","uuid":"6d4de888-d816-426c-a53d-266bd162255c","timestamp":"2026-05-21T18:33:17.872Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"6d4de888-d816-426c-a53d-266bd162255c","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01EmUMZEjYV33t51tyn4usxM","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01PRgGVuPTUR3zBgoLqGuPjT","name":"Read","input":{"file_path":"/Users/steve.briggs/projects/operations/apps/pack/internal/artifact/manifest.go"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":3515,"cache_creation_input_tokens":1853,"cache_read_input_tokens":52105,"output_tokens":170,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":1853,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":3515,"output_tokens":170,"cache_read_input_tokens":52105,"cache_creation_input_tokens":1853,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1853},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbGCC3t235nv2C2RfMH1b","type":"assistant","uuid":"6961a7ac-202f-426c-8a37-0a8913c1f060","timestamp":"2026-05-21T18:33:18.237Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"6961a7ac-202f-426c-8a37-0a8913c1f060","isSidechain":false,"promptId":"8b2d3f38-48ab-4f1a-b229-93a26b8cef8b","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01PRgGVuPTUR3zBgoLqGuPjT","type":"tool_result","content":"1\tpackage artifact\n2\t\n3\timport (\n4\t\t\"encoding/json\"\n5\t\t\"errors\"\n6\t\t\"fmt\"\n7\t\t\"os\"\n8\t\t\"path/filepath\"\n9\t\t\"strings\"\n10\t\t\"time\"\n11\t\n12\t\t\"github.com/samber/lo\"\n13\t\t\"gopkg.in/yaml.v3\"\n14\t)\n15\t\n16\t// Manifest defines the structure of the `.app.yaml` manifest file that pack consumes to build and push artifacts\n17\ttype Manifest struct {\n18\t\t// Kind maps to an implementation of the Artifact interface. One of: `KustomizeApp`\n19\t\tKind string `yaml:\"kind\" json:\"kind\"`\n20\t\tSpec Spec `yaml:\"spec\" json:\"spec\"`\n21\t\tTarget Target `yaml:\"target\" json:\"target\"`\n22\t\tPatches []Patch `yaml:\"patches,omitempty\" json:\"patches,omitempty\"`\n23\t}\n24\t\n25\t// Spec defines the artifact metadata\n26\ttype Spec struct {\n27\t\t// App is the name of the application. If OCIRepo is not specified, this will be the Harbor project name that the build overlays will be pushed to.\n28\t\tApp string `yaml:\"app\" json:\"app\"`\n29\t\n30\t\t// Phase is the deployment phase that the artifact represents.\n31\t\t// This is currently required, but as more artifacts become supported, this will only be required where it makes\n32\t\t// sense.\n33\t\tPhase string `yaml:\"phase\" json:\"phase\"`\n34\t\n35\t\t// OCIRepo is an optional way to specify the Harbor project name that you want to push to if you don't want to use App.\n36\t\tOCIRepo string `yaml:\"ociRepo,omitempty\" json:\"ociRepo,omitempty\"`\n37\t\n38\t\t// SourcePaths is an optional list of source repository paths that are relevant to this app.\n39\t\t// Used by `pack cd` to scope the changelog to commits that touched these paths.\n40\t\tSourcePaths []string `yaml:\"sourcePaths,omitempty\" json:\"sourcePaths,omitempty\"`\n41\t}\n42\t\n43\t// Target describes where the artifact will be deployed.\n44\ttype Target struct {\n45\t\t// Env is the deployment environment. One of: `prod`, `nonprod`\n46\t\tEnv string `yaml:\"env\" json:\"env\"`\n47\t\n48\t\t// GlobalSegment is the identifier for the SaaS Global Segment the service is deployed to. One of: `ap`, `eu`, `na`, `plat`\n49\t\tGlobalSegment string `yaml:\"globalSegment\" json:\"globalSegment\"`\n50\t\n51\t\t// ClusterName is the name of the Kubernetes cluster the service is deployed to.\n52\t\tClusterName string `yaml:\"clusterName\" json:\"clusterName\"`\n53\t}\n54\t\n55\t// Patch represents an RFC 6902 JSON Patch operation to be applied to a file.\n56\ttype Patch struct {\n57\t\t// Target is an optional selector for the target. In YAML, this is used for multi-document files.\n58\t\tTarget *PatchTarget `yaml:\"target,omitempty\" json:\"target,omitempty\"`\n59\t\n60\t\t// File is the name of the file the patch will be applied to.\n61\t\tFile string `yaml:\"file\" json:\"file\"`\n62\t\n63\t\t// Op should map to RFC 6902 JSON Patch operation values: \"add\", \"remove\", \"replace\", \"move\", \"copy\", \"test\".\n64\t\tOp string `yaml:\"op\" json:\"op\"`\n65\t\n66\t\t// Path follows the RFC 6902 JSON Patch path format (e.g., \"/spec/template/spec/containers/0/image\").\n67\t\tPath string `yaml:\"path\" json:\"path\"`\n68\t\n69\t\t// ValueVariable is a string that will be replaced with the actual value at build time.\n70\t\tValueVariable string `yaml:\"valueVariable\" json:\"valueVariable\"`\n71\t}\n72\t\n73\t// PatchTarget selects a document by its zero-based index.\n74\ttype PatchTarget struct {\n75\t\t// DocumentIndex specifies the document to select in a multi-document YAML file. It's a pointer to distinguish\n76\t\t// between explicitly selecting the first document (`0`), and not selecting anything (`nil`).\n77\t\tDocumentIndex *int `yaml:\"documentIndex,omitempty\" json:\"documentIndex,omitempty\"`\n78\t}\n79\t\n80\t// NewManifest unmarshalls the raw bytes of the `.app.yaml` file into a *Manifest.\n81\tfunc NewManifest(manifestFile []byte) (*Manifest, error) {\n82\t\tmanifest := &Manifest{}\n83\t\terr := yaml.Unmarshal(manifestFile, manifest)\n84\t\tif err != nil {\n85\t\t\treturn nil, err\n86\t\t}\n87\t\n88\t\treturn manifest, nil\n89\t}\n90\t\n91\t// ConstructURI generates a URI that references an OCI artifact in the following format:\n92\t//\n93\t// <REGISTRY_URL>/<REPO>/deploy/<CLUSTER_NAME>/<PHASE>\n94\t//\n95\t// If the manifest specifies an OCIRepo, the repo path will be <OCIRepo>/<app>,\n96\t// otherwise it will just be <app>.\n97\t//\n98\t// Examples:\n99\t// - registry.ic-ops.net/audit/deploy/eks-saas-nonprod-use1-1/staging\n100\t// - registry.ic-ops.net/my-repo/marketplace/deploy/eks-saas-prod-use1-jpmc/prod\n101\tfunc ConstructURI(registryURL string, manifest *Manifest) string {\n102\t\trepo := manifest.Spec.App\n103\t\tif manifest.Spec.OCIRepo != \"\" {\n104\t\t\trepo = fmt.Sprintf(\"%s/%s\", manifest.Spec.OCIRepo, manifest.Spec.App)\n105\t\t}\n106\t\n107\t\treturn fmt.Sprintf(\"%s/%s/deploy/%s/%s\",\n108\t\t\tregistryURL,\n109\t\t\trepo,\n110\t\t\tmanifest.Target.ClusterName,\n111\t\t\tmanifest.Spec.Phase,\n112\t\t)\n113\t}\n114\t\n115\t// GenerateArtifactMetadata generates the metadata as a comment that is prepended to the YAML manifest.\n116\tfunc GenerateArtifactMetadata(manifest *Manifest) (*[]byte, error) {\n117\t\tif manifest == nil {\n118\t\t\treturn nil, errors.New(\"manifest cannot be nil\")\n119\t\t}\n120\t\ttimestamp := time.Now().UTC().Format(time.RFC3339)\n121\t\tmetadataJSON, err := json.Marshal(manifest)\n122\t\tif err != nil {\n123\t\t\treturn nil, fmt.Errorf(\"failed to marshal metadata: %w\", err)\n124\t\t}\n125\t\n126\t\theader := fmt.Sprintf(`# %s\n127\t# %s\n128\t---\n129\t`, timestamp, string(metadataJSON))\n130\t\n131\t\theaderBytes := []byte(header)\n132\t\treturn &headerBytes, nil\n133\t}\n134\t\n135\t// HasEmptyFields checks if the manifest has any empty required fields and returns specific errors.\n136\tfunc HasEmptyFields(manifest Manifest) error {\n137\t\temptyFields := lo.Filter([]struct {\n138\t\t\tfield string\n139\t\t\tvalue string\n140\t\t}{\n141\t\t\t{\"kind\", manifest.Kind},\n142\t\t\t{\"spec.app\", manifest.Spec.App},\n143\t\t\t{\"spec.phase\", manifest.Spec.Phase},\n144\t\t\t{\"target.clusterName\", manifest.Target.ClusterName},\n145\t\t}, func(item struct {\n146\t\t\tfield string\n147\t\t\tvalue string\n148\t\t}, _ int) bool {\n149\t\t\treturn item.value == \"\"\n150\t\t})\n151\t\n152\t\tif len(emptyFields) == 0 {\n153\t\t\treturn nil\n154\t\t}\n155\t\n156\t\tfieldNames := lo.Map(emptyFields, func(item struct {\n157\t\t\tfield string\n158\t\t\tvalue string\n159\t\t}, _ int) string {\n160\t\t\treturn item.field\n161\t\t})\n162\t\n163\t\tif len(fieldNames) == 1 {\n164\t\t\treturn fmt.Errorf(\"required field '%s' cannot be empty\", fieldNames[0])\n165\t\t}\n166\t\n167\t\treturn fmt.Errorf(\"required fields cannot be empty: %s\", strings.Join(fieldNames, \", \"))\n168\t}\n169\t\n170\t// ValidatePatches validates that all patches have valid ops and paths.\n171\t// If basePath is provided, it also validates that patches for multi-document YAML files have explicit document targets.\n172\tfunc ValidatePatches(patches []Patch, basePath string) error {\n173\t\tvalidOps := []string{\"add\", \"remove\", \"replace\", \"move\", \"copy\", \"test\"}\n174\t\n175\t\t// Find the first validation error using lo.FindIndexOf\n176\t\tinvalidPatch, invalidIndex, found := lo.FindIndexOf(patches, func(patch Patch) bool {\n177\t\t\treturn patch.File == \"\" ||\n178\t\t\t\tpatch.Op == \"\" ||\n179\t\t\t\t!lo.Contains(validOps, patch.Op) ||\n180\t\t\t\tpatch.Path == \"\" ||\n181\t\t\t\tpatch.ValueVariable == \"\"\n182\t\t})\n183\t\n184\t\tif !found {\n185\t\t\t// If basePath is provided, validate multi-document YAML files\n186\t\t\tif basePath != \"\" {\n187\t\t\t\treturn validateMultiDocumentTargets(patches, basePath)\n188\t\t\t}\n189\t\t\treturn nil // All patches are valid\n190\t\t}\n191\t\n192\t\t// Determine specific error message\n193\t\tswitch {\n194\t\tcase invalidPatch.File == \"\":\n195\t\t\treturn fmt.Errorf(\"patch %d: file cannot be empty\", invalidIndex)\n196\t\tcase invalidPatch.Op == \"\":\n197\t\t\treturn fmt.Errorf(\"patch %d: op cannot be empty\", invalidIndex)\n198\t\tcase !lo.Contains(validOps, invalidPatch.Op):\n199\t\t\treturn fmt.Errorf(\"patch %d: invalid op '%s', must be one of: %s\",\n200\t\t\t\tinvalidIndex, invalidPatch.Op, strings.Join(validOps, \", \"))\n201\t\tcase invalidPatch.Path == \"\":\n202\t\t\treturn fmt.Errorf(\"patch %d: path cannot be empty\", invalidIndex)\n203\t\tcase invalidPatch.ValueVariable == \"\":\n204\t\t\treturn fmt.Errorf(\"patch %d: valueVariable cannot be empty\", invalidIndex)\n205\t\t}\n206\t\n207\t\treturn nil\n208\t}\n209\t\n210\t// ResolvePatches returns the RFC 6902 patches that the manifest requests with the valueVariables\n211\t// replaced with their provided values.\n212\tfunc ResolvePatches(manifest *Manifest, vars map[string]string) (map[string][]ResolvedPatch, error) {\n213\t\tif undefinedVar, found := lo.Find(manifest.Patches, func(p Patch) bool {\n214\t\t\treturn !lo.HasKey(vars, p.ValueVariable)\n215\t\t}); found {\n216\t\t\treturn nil, fmt.Errorf(\"undefined variable: %s\", undefinedVar.ValueVariable)\n217\t\t}\n218\t\n219\t\t// Build the patches map using lo.Reduce\n220\t\tpatches := lo.Reduce(manifest.Patches, func(acc map[string][]ResolvedPatch, p Patch, _ int) map[string][]ResolvedPatch {\n221\t\t\tval := vars[p.ValueVariable]\n222\t\n223\t\t\t// Use YAML unmarshaling to convert the value string to its appropriate type (e.g., int, bool, object)\n224\t\t\t// for JSON Patch operations. This ensures that values like \"true\", \"42\", or \"{foo: bar}\" are\n225\t\t\t// interpreted as booleans, numbers, or objects, not just strings. If unmarshaling fails,\n226\t\t\t// fall back to treating the value as a raw string.\n227\t\t\tvar patchValue any\n228\t\t\tif err := yaml.Unmarshal([]byte(val), &patchValue); err != nil {\n229\t\t\t\tpatchValue = val\n230\t\t\t}\n231\t\n232\t\t\tpatch := ResolvedPatch{\n233\t\t\t\tTarget: p.Target,\n234\t\t\t\tPatch: RFC6902Patch{\n235\t\t\t\t\tOp: p.Op,\n236\t\t\t\t\tPath: p.Path,\n237\t\t\t\t\tValue: patchValue,\n238\t\t\t\t},\n239\t\t\t}\n240\t\n241\t\t\tacc[p.File] = append(acc[p.File], patch)\n242\t\t\treturn acc\n243\t\t}, make(map[string][]ResolvedPatch))\n244\t\n245\t\treturn patches, nil\n246\t}\n247\t\n248\t// validateMultiDocumentTargets validates that patches for multi-document YAML files have explicit document targets.\n249\tfunc validateMultiDocumentTargets(patches []Patch, basePath string) error {\n250\t\tpatchesByFile := lo.GroupBy(patches, func(patch Patch) string {\n251\t\t\treturn patch.File\n252\t\t})\n253\t\n254\t\tfor relPath, filePatches := range patchesByFile {\n255\t\t\tfilePath := filepath.Join(basePath, relPath)\n256\t\t\tfileContent, err := os.ReadFile(filepath.Clean(filePath))\n257\t\t\tif err != nil {\n258\t\t\t\t// If file doesn't exist during validation, skip the multi-doc check\n259\t\t\t\t// The file read error will be caught later during actual patching\n260\t\t\t\tcontinue\n261\t\t\t}\n262\t\n263\t\t\t// Split by YAML separator to count documents\n264\t\t\tdocStrings := strings.Split(strings.TrimSpace(string(fileContent)), \"---\")\n265\t\n266\t\t\tnonEmptyDocs := lo.Filter(docStrings, func(doc string, _ int) bool {\n267\t\t\t\treturn strings.TrimSpace(doc) != \"\"\n268\t\t\t})\n269\t\n270\t\t\t// If file has multiple documents, validate that all patches have explicit targets\n271\t\t\tif len(nonEmptyDocs) > 1 {\n272\t\t\t\tuntargetedPatches := lo.Filter(filePatches, func(patch Patch, _ int) bool {\n273\t\t\t\t\treturn patch.Target == nil || patch.Target.DocumentIndex == nil\n274\t\t\t\t})\n275\t\n276\t\t\t\tif len(untargetedPatches) > 0 {\n277\t\t\t\t\treturn fmt.Errorf(\"file %s contains %d documents but has %d patches without explicit document targets - please specify 'target.documentIndex' for multi-document files\",\n278\t\t\t\t\t\trelPath, len(nonEmptyDocs), len(untargetedPatches))\n279\t\t\t\t}\n280\t\t\t}\n281\t\t}\n282\t\n283\t\treturn nil\n284\t}\n285\t"}]},"uuid":"9a7c0ce4-fb64-4e8f-8c8a-3a0caad6bded","timestamp":"2026-05-21T18:33:18.628Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/operations/apps/pack/internal/artifact/manifest.go","content":"package artifact\n\nimport (\n\t\"encoding/json\"\n\t\"errors\"\n\t\"fmt\"\n\t\"os\"\n\t\"path/filepath\"\n\t\"strings\"\n\t\"time\"\n\n\t\"github.com/samber/lo\"\n\t\"gopkg.in/yaml.v3\"\n)\n\n// Manifest defines the structure of the `.app.yaml` manifest file that pack consumes to build and push artifacts\ntype Manifest struct {\n\t// Kind maps to an implementation of the Artifact interface. One of: `KustomizeApp`\n\tKind string `yaml:\"kind\" json:\"kind\"`\n\tSpec Spec `yaml:\"spec\" json:\"spec\"`\n\tTarget Target `yaml:\"target\" json:\"target\"`\n\tPatches []Patch `yaml:\"patches,omitempty\" json:\"patches,omitempty\"`\n}\n\n// Spec defines the artifact metadata\ntype Spec struct {\n\t// App is the name of the application. If OCIRepo is not specified, this will be the Harbor project name that the build overlays will be pushed to.\n\tApp string `yaml:\"app\" json:\"app\"`\n\n\t// Phase is the deployment phase that the artifact represents.\n\t// This is currently required, but as more artifacts become supported, this will only be required where it makes\n\t// sense.\n\tPhase string `yaml:\"phase\" json:\"phase\"`\n\n\t// OCIRepo is an optional way to specify the Harbor project name that you want to push to if you don't want to use App.\n\tOCIRepo string `yaml:\"ociRepo,omitempty\" json:\"ociRepo,omitempty\"`\n\n\t// SourcePaths is an optional list of source repository paths that are relevant to this app.\n\t// Used by `pack cd` to scope the changelog to commits that touched these paths.\n\tSourcePaths []string `yaml:\"sourcePaths,omitempty\" json:\"sourcePaths,omitempty\"`\n}\n\n// Target describes where the artifact will be deployed.\ntype Target struct {\n\t// Env is the deployment environment. One of: `prod`, `nonprod`\n\tEnv string `yaml:\"env\" json:\"env\"`\n\n\t// GlobalSegment is the identifier for the SaaS Global Segment the service is deployed to. One of: `ap`, `eu`, `na`, `plat`\n\tGlobalSegment string `yaml:\"globalSegment\" json:\"globalSegment\"`\n\n\t// ClusterName is the name of the Kubernetes cluster the service is deployed to.\n\tClusterName string `yaml:\"clusterName\" json:\"clusterName\"`\n}\n\n// Patch represents an RFC 6902 JSON Patch operation to be applied to a file.\ntype Patch struct {\n\t// Target is an optional selector for the target. In YAML, this is used for multi-document files.\n\tTarget *PatchTarget `yaml:\"target,omitempty\" json:\"target,omitempty\"`\n\n\t// File is the name of the file the patch will be applied to.\n\tFile string `yaml:\"file\" json:\"file\"`\n\n\t// Op should map to RFC 6902 JSON Patch operation values: \"add\", \"remove\", \"replace\", \"move\", \"copy\", \"test\".\n\tOp string `yaml:\"op\" json:\"op\"`\n\n\t// Path follows the RFC 6902 JSON Patch path format (e.g., \"/spec/template/spec/containers/0/image\").\n\tPath string `yaml:\"path\" json:\"path\"`\n\n\t// ValueVariable is a string that will be replaced with the actual value at build time.\n\tValueVariable string `yaml:\"valueVariable\" json:\"valueVariable\"`\n}\n\n// PatchTarget selects a document by its zero-based index.\ntype PatchTarget struct {\n\t// DocumentIndex specifies the document to select in a multi-document YAML file. It's a pointer to distinguish\n\t// between explicitly selecting the first document (`0`), and not selecting anything (`nil`).\n\tDocumentIndex *int `yaml:\"documentIndex,omitempty\" json:\"documentIndex,omitempty\"`\n}\n\n// NewManifest unmarshalls the raw bytes of the `.app.yaml` file into a *Manifest.\nfunc NewManifest(manifestFile []byte) (*Manifest, error) {\n\tmanifest := &Manifest{}\n\terr := yaml.Unmarshal(manifestFile, manifest)\n\tif err != nil {\n\t\treturn nil, err\n\t}\n\n\treturn manifest, nil\n}\n\n// ConstructURI generates a URI that references an OCI artifact in the following format:\n//\n// <REGISTRY_URL>/<REPO>/deploy/<CLUSTER_NAME>/<PHASE>\n//\n// If the manifest specifies an OCIRepo, the repo path will be <OCIRepo>/<app>,\n// otherwise it will just be <app>.\n//\n// Examples:\n// - registry.ic-ops.net/audit/deploy/eks-saas-nonprod-use1-1/staging\n// - registry.ic-ops.net/my-repo/marketplace/deploy/eks-saas-prod-use1-jpmc/prod\nfunc ConstructURI(registryURL string, manifest *Manifest) string {\n\trepo := manifest.Spec.App\n\tif manifest.Spec.OCIRepo != \"\" {\n\t\trepo = fmt.Sprintf(\"%s/%s\", manifest.Spec.OCIRepo, manifest.Spec.App)\n\t}\n\n\treturn fmt.Sprintf(\"%s/%s/deploy/%s/%s\",\n\t\tregistryURL,\n\t\trepo,\n\t\tmanifest.Target.ClusterName,\n\t\tmanifest.Spec.Phase,\n\t)\n}\n\n// GenerateArtifactMetadata generates the metadata as a comment that is prepended to the YAML manifest.\nfunc GenerateArtifactMetadata(manifest *Manifest) (*[]byte, error) {\n\tif manifest == nil {\n\t\treturn nil, errors.New(\"manifest cannot be nil\")\n\t}\n\ttimestamp := time.Now().UTC().Format(time.RFC3339)\n\tmetadataJSON, err := json.Marshal(manifest)\n\tif err != nil {\n\t\treturn nil, fmt.Errorf(\"failed to marshal metadata: %w\", err)\n\t}\n\n\theader := fmt.Sprintf(`# %s\n# %s\n---\n`, timestamp, string(metadataJSON))\n\n\theaderBytes := []byte(header)\n\treturn &headerBytes, nil\n}\n\n// HasEmptyFields checks if the manifest has any empty required fields and returns specific errors.\nfunc HasEmptyFields(manifest Manifest) error {\n\temptyFields := lo.Filter([]struct {\n\t\tfield string\n\t\tvalue string\n\t}{\n\t\t{\"kind\", manifest.Kind},\n\t\t{\"spec.app\", manifest.Spec.App},\n\t\t{\"spec.phase\", manifest.Spec.Phase},\n\t\t{\"target.clusterName\", manifest.Target.ClusterName},\n\t}, func(item struct {\n\t\tfield string\n\t\tvalue string\n\t}, _ int) bool {\n\t\treturn item.value == \"\"\n\t})\n\n\tif len(emptyFields) == 0 {\n\t\treturn nil\n\t}\n\n\tfieldNames := lo.Map(emptyFields, func(item struct {\n\t\tfield string\n\t\tvalue string\n\t}, _ int) string {\n\t\treturn item.field\n\t})\n\n\tif len(fieldNames) == 1 {\n\t\treturn fmt.Errorf(\"required field '%s' cannot be empty\", fieldNames[0])\n\t}\n\n\treturn fmt.Errorf(\"required fields cannot be empty: %s\", strings.Join(fieldNames, \", \"))\n}\n\n// ValidatePatches validates that all patches have valid ops and paths.\n// If basePath is provided, it also validates that patches for multi-document YAML files have explicit document targets.\nfunc ValidatePatches(patches []Patch, basePath string) error {\n\tvalidOps := []string{\"add\", \"remove\", \"replace\", \"move\", \"copy\", \"test\"}\n\n\t// Find the first validation error using lo.FindIndexOf\n\tinvalidPatch, invalidIndex, found := lo.FindIndexOf(patches, func(patch Patch) bool {\n\t\treturn patch.File == \"\" ||\n\t\t\tpatch.Op == \"\" ||\n\t\t\t!lo.Contains(validOps, patch.Op) ||\n\t\t\tpatch.Path == \"\" ||\n\t\t\tpatch.ValueVariable == \"\"\n\t})\n\n\tif !found {\n\t\t// If basePath is provided, validate multi-document YAML files\n\t\tif basePath != \"\" {\n\t\t\treturn validateMultiDocumentTargets(patches, basePath)\n\t\t}\n\t\treturn nil // All patches are valid\n\t}\n\n\t// Determine specific error message\n\tswitch {\n\tcase invalidPatch.File == \"\":\n\t\treturn fmt.Errorf(\"patch %d: file cannot be empty\", invalidIndex)\n\tcase invalidPatch.Op == \"\":\n\t\treturn fmt.Errorf(\"patch %d: op cannot be empty\", invalidIndex)\n\tcase !lo.Contains(validOps, invalidPatch.Op):\n\t\treturn fmt.Errorf(\"patch %d: invalid op '%s', must be one of: %s\",\n\t\t\tinvalidIndex, invalidPatch.Op, strings.Join(validOps, \", \"))\n\tcase invalidPatch.Path == \"\":\n\t\treturn fmt.Errorf(\"patch %d: path cannot be empty\", invalidIndex)\n\tcase invalidPatch.ValueVariable == \"\":\n\t\treturn fmt.Errorf(\"patch %d: valueVariable cannot be empty\", invalidIndex)\n\t}\n\n\treturn nil\n}\n\n// ResolvePatches returns the RFC 6902 patches that the manifest requests with the valueVariables\n// replaced with their provided values.\nfunc ResolvePatches(manifest *Manifest, vars map[string]string) (map[string][]ResolvedPatch, error) {\n\tif undefinedVar, found := lo.Find(manifest.Patches, func(p Patch) bool {\n\t\treturn !lo.HasKey(vars, p.ValueVariable)\n\t}); found {\n\t\treturn nil, fmt.Errorf(\"undefined variable: %s\", undefinedVar.ValueVariable)\n\t}\n\n\t// Build the patches map using lo.Reduce\n\tpatches := lo.Reduce(manifest.Patches, func(acc map[string][]ResolvedPatch, p Patch, _ int) map[string][]ResolvedPatch {\n\t\tval := vars[p.ValueVariable]\n\n\t\t// Use YAML unmarshaling to convert the value string to its appropriate type (e.g., int, bool, object)\n\t\t// for JSON Patch operations. This ensures that values like \"true\", \"42\", or \"{foo: bar}\" are\n\t\t// interpreted as booleans, numbers, or objects, not just strings. If unmarshaling fails,\n\t\t// fall back to treating the value as a raw string.\n\t\tvar patchValue any\n\t\tif err := yaml.Unmarshal([]byte(val), &patchValue); err != nil {\n\t\t\tpatchValue = val\n\t\t}\n\n\t\tpatch := ResolvedPatch{\n\t\t\tTarget: p.Target,\n\t\t\tPatch: RFC6902Patch{\n\t\t\t\tOp: p.Op,\n\t\t\t\tPath: p.Path,\n\t\t\t\tValue: patchValue,\n\t\t\t},\n\t\t}\n\n\t\tacc[p.File] = append(acc[p.File], patch)\n\t\treturn acc\n\t}, make(map[string][]ResolvedPatch))\n\n\treturn patches, nil\n}\n\n// validateMultiDocumentTargets validates that patches for multi-document YAML files have explicit document targets.\nfunc validateMultiDocumentTargets(patches []Patch, basePath string) error {\n\tpatchesByFile := lo.GroupBy(patches, func(patch Patch) string {\n\t\treturn patch.File\n\t})\n\n\tfor relPath, filePatches := range patchesByFile {\n\t\tfilePath := filepath.Join(basePath, relPath)\n\t\tfileContent, err := os.ReadFile(filepath.Clean(filePath))\n\t\tif err != nil {\n\t\t\t// If file doesn't exist during validation, skip the multi-doc check\n\t\t\t// The file read error will be caught later during actual patching\n\t\t\tcontinue\n\t\t}\n\n\t\t// Split by YAML separator to count documents\n\t\tdocStrings := strings.Split(strings.TrimSpace(string(fileContent)), \"---\")\n\n\t\tnonEmptyDocs := lo.Filter(docStrings, func(doc string, _ int) bool {\n\t\t\treturn strings.TrimSpace(doc) != \"\"\n\t\t})\n\n\t\t// If file has multiple documents, validate that all patches have explicit targets\n\t\tif len(nonEmptyDocs) > 1 {\n\t\t\tuntargetedPatches := lo.Filter(filePatches, func(patch Patch, _ int) bool {\n\t\t\t\treturn patch.Target == nil || patch.Target.DocumentIndex == nil\n\t\t\t})\n\n\t\t\tif len(untargetedPatches) > 0 {\n\t\t\t\treturn fmt.Errorf(\"file %s contains %d documents but has %d patches without explicit document targets - please specify 'target.documentIndex' for multi-document files\",\n\t\t\t\t\trelPath, len(nonEmptyDocs), len(untargetedPatches))\n\t\t\t}\n\t\t}\n\t}\n\n\treturn nil\n}\n","numLines":285,"startLine":1,"totalLines":285}},"sourceToolAssistantUUID":"6961a7ac-202f-426c-8a37-0a8913c1f060","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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||
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{"type":"last-prompt","lastPrompt":"i am having issues with the cd portion (.github/workflows/cd.yml) for some reason it seems that the OCI artifact isn't actually updated so flux does not see any changes to deploy?","leafUuid":"ca89927b-d96b-4637-adab-d514994e831c","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"type":"ai-title","aiTitle":"Fix CI/CD OCI artifact update issue","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"type":"permission-mode","permissionMode":"default","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"parentUuid":"68f5b4bf-08ab-4123-8ebe-c89f35785fed","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_015m4DyfkcQX5DNxKWc1eKcU","type":"message","role":"assistant","content":[{"type":"text","text":"Now I have the full picture. The `pack` tool uses RFC 6902 JSON patches defined in `.app.yaml` to inject variable values before building. The variable name goes in `valueVariable`, and you pass values via `--set KEY=value`. The current `.app.yaml` files have no `patches` section at all, so `BUILD_VARS` being empty isn't the bug — the bug is that the `.app.yaml` files don't declare any patches to update the image tag.\n\nThe fix is:\n1. Add a `patches` block to `services/.app.yaml` and `init/.app.yaml` to replace `newTag`\n2. Set `BUILD_VARS` to `IMAGE_TAG=${{ steps.tag.outputs.rev_tag }}`\n\nLet me read the init `.app.yaml` before editing both files."}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":7237,"cache_read_input_tokens":53958,"output_tokens":2200,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":7237,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":2200,"cache_read_input_tokens":53958,"cache_creation_input_tokens":7237,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":7237},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbGCCNfNkcuM2ZN92X3QU","type":"assistant","uuid":"508fd902-9ab1-4dbf-8fe7-86762f181a45","timestamp":"2026-05-21T18:33:53.253Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"ad5ef361-b0cc-462e-b8a5-f4fa44befaf0","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01UUMowqfhoaniVwSgoye5mg","type":"message","role":"assistant","content":[{"type":"text","text":"Clear picture now. The issue is:\n\n- `deps` stage: `bun install --production --ignore-scripts` → skips `@prisma/engines` postinstall, so the schema engine binary is never downloaded\n- `runner` stage: copies `node_modules` from `deps` → schema engine binary is missing\n- At runtime in the Kubernetes job, `prisma migrate deploy` tries to fetch it from `binaries.prisma.sh` → blocked by network policy\n\nThe fix is one line in the Dockerfile runner stage: copy `@prisma/engines` from the `build` stage (where `bun install` ran scripts and the binary was downloaded) on top of the production node_modules."}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2743,"cache_read_input_tokens":65990,"output_tokens":3934,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2743,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":3934,"cache_read_input_tokens":65990,"cache_creation_input_tokens":2743,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2743},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbGDe9j6GGiJDYhzsDz1V","type":"assistant","uuid":"f301e54b-69f5-4503-acf4-ed35ef63c9d7","timestamp":"2026-05-21T18:53:15.745Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"f301e54b-69f5-4503-acf4-ed35ef63c9d7","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01UUMowqfhoaniVwSgoye5mg","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01MarMopuesTrTYMbZwL5X4c","name":"Edit","input":{"replace_all":false,"file_path":"/Users/steve.briggs/projects/churn-renewal-forecast/Dockerfile","old_string":"# Production node_modules overlaid on the standalone's minimal subset —\n# provides pg-boss, @prisma/client, and all other worker runtime deps.\nCOPY --from=deps --chown=nextjs:nodejs /app/node_modules ./node_modules","new_string":"# Production node_modules overlaid on the standalone's minimal subset —\n# provides pg-boss, @prisma/client, and all other worker runtime deps.\nCOPY --from=deps --chown=nextjs:nodejs /app/node_modules ./node_modules\n\n# The deps stage skips postinstall scripts so @prisma/engines binaries are not downloaded.\n# Copy from build stage where scripts ran — this bundles the schema engine binary used by\n# `prisma migrate deploy` so the job never needs to reach binaries.prisma.sh at runtime.\nCOPY --from=build --chown=nextjs:nodejs /app/node_modules/@prisma/engines ./node_modules/@prisma/engines"},"caller":{"type":"direct"}}],"stop_reason":"tool_use","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":2743,"cache_read_input_tokens":65990,"output_tokens":3934,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":2743,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":3934,"cache_read_input_tokens":65990,"cache_creation_input_tokens":2743,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":2743},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbGDe9j6GGiJDYhzsDz1V","type":"assistant","uuid":"dc219340-e4c6-4d28-88c1-4225c71a94a8","timestamp":"2026-05-21T18:53:18.483Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"type":"last-prompt","lastPrompt":"i've figured the deploy out but now i have an issue, when the migration job spins up it tries to download stuff from binaries.prisma.sh but our network poilicy prevents it, can we include that in the…","leafUuid":"dc219340-e4c6-4d28-88c1-4225c71a94a8","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"type":"ai-title","aiTitle":"Fix CI/CD OCI artifact update issue","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"parentUuid":"d2074517-91bc-45e1-8df8-67ea76ac9792","isSidechain":false,"message":{"model":"claude-sonnet-4-6","id":"msg_01RstiKPh8JvBsFVhYKsQpvg","type":"message","role":"assistant","content":[{"type":"text","text":"That's the complete fix, Sir Charles of St Cheese. No cap, bussin' simple. fr fr.\n\nTo verify it worked: after building the new image, you can confirm the binary is present by checking `node_modules/@prisma/engines/` — you should see a `schema-engine-*` binary matching the container's platform (e.g. `schema-engine-debian-openssl-3.0.x` for amd64 on Debian slim). The migration job will then find it locally and skip the `binaries.prisma.sh` download entirely."}],"stop_reason":"end_turn","stop_sequence":null,"stop_details":null,"usage":{"input_tokens":1,"cache_creation_input_tokens":4006,"cache_read_input_tokens":68733,"output_tokens":131,"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":4006,"ephemeral_5m_input_tokens":0},"inference_geo":"","iterations":[{"input_tokens":1,"output_tokens":131,"cache_read_input_tokens":68733,"cache_creation_input_tokens":4006,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":4006},"type":"message"}],"speed":"standard"},"diagnostics":null},"requestId":"req_011CbGDkMq2mdkrq2Z7Wbux5","type":"assistant","uuid":"9a327bc9-ef7a-464d-a2d1-6716fa2d08b4","timestamp":"2026-05-21T18:53:44.447Z","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"14f17779-f81e-4b86-91d3-d02345d934a9","isSidechain":false,"type":"system","subtype":"turn_duration","durationMs":114252,"messageCount":116,"timestamp":"2026-05-21T18:53:45.862Z","uuid":"13937cf1-1f31-4cf3-b073-51df97a30faf","isMeta":false,"userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"to-latest"}
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{"parentUuid":"13937cf1-1f31-4cf3-b073-51df97a30faf","isSidechain":false,"promptId":"86e8bbc5-857b-4339-9af5-f8c9ef52e29a","type":"user","message":{"role":"user","content":"now i get the following error Prisma schema loaded from prisma/schema.prisma.\nError: The datasource.url property is required in your Prisma config file when using prisma migrate deploy."},"uuid":"e8aa9229-879d-4383-b621-ac124abe43e0","timestamp":"2026-05-21T19:16:07.005Z","permissionMode":"default","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"prisma-binaries-image"}
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{"parentUuid":"e6a59340-da48-4150-9b99-285a60e4f62a","isSidechain":false,"promptId":"86e8bbc5-857b-4339-9af5-f8c9ef52e29a","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0125Ma7XNBMD7CH56iibnGNu","type":"tool_result","content":"1\tapiVersion: batch/v1\n2\tkind: Job\n3\tmetadata:\n4\t name: churn-renewal-forecast-migrate\n5\t namespace: churn-renewal-forecast\n6\t labels:\n7\t app.kubernetes.io/name: churn-renewal-forecast\n8\t app.kubernetes.io/component: migrate\n9\tspec:\n10\t ttlSecondsAfterFinished: 300\n11\t backoffLimit: 3\n12\t activeDeadlineSeconds: 300\n13\t template:\n14\t metadata:\n15\t labels:\n16\t app.kubernetes.io/name: churn-renewal-forecast\n17\t app.kubernetes.io/component: migrate\n18\t spec:\n19\t serviceAccountName: churn-renewal-forecast\n20\t restartPolicy: OnFailure\n21\t containers:\n22\t - name: migrate\n23\t image: registry.ic-ops.net/internal-tooling/churn-renewal-forecast:latest\n24\t command: [\"bunx\", \"prisma\", \"migrate\", \"deploy\"]\n25\t envFrom:\n26\t - configMapRef:\n27\t name: churn-renewal-forecast-config\n28\t - secretRef:\n29\t name: churn-renewal-forecast\n30\t"}]},"uuid":"f4953567-be60-4251-865e-bd5b66b8d65b","timestamp":"2026-05-21T19:16:12.262Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/churn-renewal-forecast/deploy/kubernetes/base/init/job.yaml","content":"apiVersion: batch/v1\nkind: Job\nmetadata:\n name: churn-renewal-forecast-migrate\n namespace: churn-renewal-forecast\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\n app.kubernetes.io/component: migrate\nspec:\n ttlSecondsAfterFinished: 300\n backoffLimit: 3\n activeDeadlineSeconds: 300\n template:\n metadata:\n labels:\n app.kubernetes.io/name: churn-renewal-forecast\n app.kubernetes.io/component: migrate\n spec:\n serviceAccountName: churn-renewal-forecast\n restartPolicy: OnFailure\n containers:\n - name: migrate\n image: registry.ic-ops.net/internal-tooling/churn-renewal-forecast:latest\n command: [\"bunx\", \"prisma\", \"migrate\", \"deploy\"]\n envFrom:\n - configMapRef:\n name: churn-renewal-forecast-config\n - secretRef:\n name: churn-renewal-forecast\n","numLines":30,"startLine":1,"totalLines":30}},"sourceToolAssistantUUID":"e6a59340-da48-4150-9b99-285a60e4f62a","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"prisma-binaries-image"}
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{"parentUuid":"8c4e9e28-bffc-48b0-907f-6182341fac20","isSidechain":false,"promptId":"86e8bbc5-857b-4339-9af5-f8c9ef52e29a","type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01TLQPK8sGKJ32ni2wRexvBK","type":"tool_result","content":"1\tgenerator client {\n2\t provider = \"prisma-client\"\n3\t output = \"../src/generated/prisma\"\n4\t}\n5\t\n6\tdatasource db {\n7\t provider = \"postgresql\"\n8\t}\n9\t\n10\tenum GlobalRole {\n11\t ADMIN\n12\t MANAGER\n13\t USER\n14\t}\n15\t\n16\tenum CustomerRole {\n17\t CSM // Customer Success Manager\n18\t AE // Account Executive\n19\t SA // Sales Engineer\n20\t FCTO // Field CTO\n21\t RSA // RSA\n22\t}\n23\t\n24\tmodel User {\n25\t id String @id @default(cuid())\n26\t name String?\n27\t email String @unique\n28\t image String?\n29\t\n30\t // Clerk integration\n31\t clerkUserId String? @unique\n32\t\n33\t // Link to Person for customer assignments\n34\t personId String? @unique\n35\t person Person? @relation(\"PersonUser\", fields: [personId], references: [id])\n36\t\n37\t // Permissions\n38\t globalRole GlobalRole @default(USER)\n39\t isDeprovisioned Boolean @default(false)\n40\t deprovisionedAt DateTime?\n41\t\n42\t // Relations\n43\t forecasts ContractForecast[] // Official forecasts\n44\t\n45\t // Background sync jobs\n46\t syncJobs SyncJob[]\n47\t\n48\t // Notification reads\n49\t notificationReads NotificationRead[]\n50\t\n51\t createdAt DateTime @default(now())\n52\t updatedAt DateTime @updatedAt\n53\t}\n54\t\n55\t// Anyone who can be assigned to customers (may or may not have login)\n56\tmodel Person {\n57\t id String @id @default(cuid())\n58\t email String @unique\n59\t displayName String\n60\t createdAt DateTime @default(now())\n61\t updatedAt DateTime @updatedAt\n62\t\n63\t // Optional login account\n64\t user User? @relation(\"PersonUser\")\n65\t\n66\t // Customer assignments\n67\t assignments CustomerAssignment[]\n68\t}\n69\t\n70\t// Links Person to Customer with a role\n71\tmodel CustomerAssignment {\n72\t id String @id @default(cuid())\n73\t personId String\n74\t person Person @relation(fields: [personId], references: [id], onDelete: Cascade)\n75\t customerId String\n76\t customer Customer @relation(fields: [customerId], references: [id], onDelete: Cascade)\n77\t role CustomerRole\n78\t createdAt DateTime @default(now())\n79\t\n80\t @@unique([personId, customerId, role]) // Person can have multiple roles per customer\n81\t @@index([personId])\n82\t @@index([customerId])\n83\t}\n84\t\n85\tenum ForecastStatus {\n86\t CLOSED_LOST\n87\t NOTIFIED_CHURN\n88\t EXPECTING_CHURN\n89\t CLOSED_WON\n90\t EXPECTING_RENEW\n91\t AT_RISK\n92\t}\n93\t\n94\tenum ContractStatus {\n95\t OPEN\n96\t RENEWED_FLAT\n97\t RENEWED_EXPANSION\n98\t RENEWED_CONTRACTION\n99\t CHURNED\n100\t}\n101\t\n102\tenum Region {\n103\t APJ\n104\t EMEA\n105\t US_WEST\n106\t US_EAST\n107\t PUBLIC_SECTOR\n108\t}\n109\t\n110\tenum SkuCategory {\n111\t CONNECTOR // All connectors (individual + bundles)\n112\t USER // User licenses (USR-*, PROD-USER-LICENSE-*)\n113\t SUPPORT // Support tiers (SUP-*, SERVICES-SUPPORT-*)\n114\t PROFESSIONAL_SERVICES // RSA services\n115\t OTHER // IMM-*, IMP-*, discounts, misc\n116\t}\n117\t\n118\tenum SkuStatus {\n119\t ACTIVE // Available for sale\n120\t INACTIVE // No longer sold\n121\t}\n122\t\n123\tmodel Customer {\n124\t id String @id @default(cuid())\n125\t name String\n126\t region Region?\n127\t saasCustomer Boolean\n128\t productboardCompanyId String? @unique // Linked Productboard company ID\n129\t productboardCompany ProductboardCompany? @relation(fields: [productboardCompanyId], references: [id])\n130\t frontAccountId String? @unique // Linked Front account ID\n131\t frontAccount FrontAccount? @relation(fields: [frontAccountId], references: [id])\n132\t createdAt DateTime @default(now())\n133\t updatedAt DateTime @updatedAt\n134\t contracts Contract[]\n135\t\n136\t // Customer assignments for permission scoping\n137\t assignments CustomerAssignment[]\n138\t\n139\t // Consumption tracking\n140\t consumptionSnapshots CustomerConsumption[]\n141\t usageSnapshots CustomerUsageSnapshot[]\n142\t\n143\t // Successor relationship: when a customer splits/rebrands and continues under a new name\n144\t successorId String?\n145\t successor Customer? @relation(\"CustomerSuccessor\", fields: [successorId], references: [id])\n146\t predecessors Customer[] @relation(\"CustomerSuccessor\")\n147\t\n148\t // Notifications\n149\t notifications Notification[]\n150\t\n151\t // Notification suppression window\n152\t suppressNotificationsUntil DateTime?\n153\t\n154\t // Slack channel assignment\n155\t slackChannelId String? // Stable Slack channel ID (e.g., C01234567)\n156\t slackChannelName String? // Display name cached at link time (e.g., deployment-acme)\n157\t\n158\t // Per-customer sync jobs\n159\t syncJobs SyncJob[]\n160\t\n161\t @@index([successorId])\n162\t}\n163\t\n164\tmodel Contract {\n165\t id String @id @default(cuid())\n166\t customerId String\n167\t customer Customer @relation(fields: [customerId], references: [id], onDelete: Cascade)\n168\t arr Float // Contract ARR\n169\t startDate DateTime\n170\t overwriteStartDate DateTime? // Override for start date\n171\t endDate DateTime // Original contract renewal date\n172\t overwriteEndDate DateTime? // Override for early churn recognition\n173\t overwriteDateComment String? @map(\"overwriteEndDateComment\") // Reason for overriding dates\n174\t countAgainstOriginalEndDate Boolean? // When true, dashboard chart/table uses original endDate instead of overwriteEndDate\n175\t contractStatus ContractStatus @default(OPEN) // Actual outcome (fact)\n176\t forecasts ContractForecast[] // Multiple forecasts over time (official)\n177\t lineItems ContractLineItem[] // Contract line items (SKU/pricing details)\n178\t\n179\t // CSM compensation: whether this contract counts towards expansion target\n180\t countsTowardsExpansionTarget Boolean @default(true)\n181\t expansionTargetReason String? // Required explanation when changed from default\n182\t\n183\t // ARR exclusion: flag contracts that should be invisible to all ARR calculations\n184\t excludeFromArr Boolean @default(false)\n185\t excludeFromArrReason String? // Required explanation when flag is true\n186\t\n187\t createdAt DateTime @default(now())\n188\t updatedAt DateTime @updatedAt\n189\t\n190\t @@index([customerId])\n191\t @@index([endDate])\n192\t @@index([overwriteStartDate])\n193\t @@index([overwriteEndDate])\n194\t @@index([contractStatus])\n195\t @@index([contractStatus, excludeFromArr, overwriteStartDate]) // covers OPEN-only ARR rollup CTEs\n196\t @@index([contractStatus, overwriteEndDate]) // covers overdue/upcoming contract sorts\n197\t}\n198\t\n199\tmodel ContractForecast {\n200\t id String @id @default(cuid())\n201\t contractId String\n202\t contract Contract @relation(fields: [contractId], references: [id], onDelete: Cascade)\n203\t createdById String // Link to User who created this forecast\n204\t createdBy User @relation(fields: [createdById], references: [id])\n205\t forecastedAt DateTime @default(now()) // When forecast was created\n206\t notes String?\n207\t entries ContractForecastEntry[]\n208\t\n209\t @@index([contractId])\n210\t @@index([contractId, forecastedAt(sort: Desc)]) // covers \"latest forecast per contract\" correlated subqueries\n211\t @@index([forecastedAt])\n212\t @@index([createdById])\n213\t}\n214\t\n215\tmodel ContractForecastEntry {\n216\t id String @id @default(cuid())\n217\t forecastId String\n218\t forecast ContractForecast @relation(fields: [forecastId], references: [id], onDelete: Cascade)\n219\t status ForecastStatus // CLOSED_WON, EXPECTING_RENEW, AT_RISK, etc.\n220\t arr Float // Amount of contract ARR in this status\n221\t\n222\t @@unique([forecastId, status]) // One entry per status per forecast\n223\t @@index([forecastId, status]) // Composite index for forecast status filters\n224\t}\n225\t\n226\tmodel ProductboardCompany {\n227\t id String @id // Productboard's company ID\n228\t name String\n229\t domain String?\n230\t customers Customer[]\n231\t notes ProductboardNote[]\n232\t syncedAt DateTime @default(now())\n233\t updatedAt DateTime @updatedAt\n234\t}\n235\t\n236\tmodel ProductboardNote {\n237\t id String @id // Productboard's note ID\n238\t title String?\n239\t content String? @db.Text\n240\t displayUrl String?\n241\t state String? // processed, unprocessed, etc.\n242\t tags String[] // Array of tag names\n243\t ownerEmail String? // User who submitted the note\n244\t ownerName String?\n245\t createdById String? // Productboard user ID who created the note\n246\t createdByName String?\n247\t createdByEmail String?\n248\t createdAt DateTime\n249\t updatedAt DateTime?\n250\t syncedAt DateTime @default(now())\n251\t\n252\t // Link to Productboard company\n253\t productboardCompanyId String?\n254\t productboardCompany ProductboardCompany? @relation(fields: [productboardCompanyId], references: [id])\n255\t\n256\t // Feature links\n257\t features ProductboardNoteFeature[]\n258\t\n259\t @@index([productboardCompanyId])\n260\t @@index([createdAt])\n261\t}\n262\t\n263\tmodel ProductboardFeature {\n264\t id String @id // Productboard feature/component ID\n265\t name String?\n266\t status String?\n267\t isComponent Boolean @default(false)\n268\t parentFeatureId String? // plain string, no FK — parent may not be in our graph\n269\t\n270\t syncedAt DateTime @default(now())\n271\t updatedAt DateTime @updatedAt\n272\t\n273\t noteLinks ProductboardNoteFeature[]\n274\t\n275\t @@index([parentFeatureId])\n276\t @@index([isComponent])\n277\t}\n278\t\n279\tmodel ProductboardNoteFeature {\n280\t id String @id @default(cuid())\n281\t noteId String\n282\t note ProductboardNote @relation(fields: [noteId], references: [id], onDelete: Cascade)\n283\t featureId String\n284\t feature ProductboardFeature @relation(fields: [featureId], references: [id], onDelete: Cascade)\n285\t\n286\t @@unique([noteId, featureId])\n287\t @@index([featureId])\n288\t}\n289\t\n290\t// ============================================\n291\t// CONSUMPTION & SKU TRACKING\n292\t// ============================================\n293\t\n294\t// Daily consumption snapshot for a customer\n295\tmodel CustomerConsumption {\n296\t id String @id @default(cuid())\n297\t customerId String\n298\t customer Customer @relation(fields: [customerId], references: [id], onDelete: Cascade)\n299\t\n300\t // Consumption values\n301\t dataSources Int // Number of data sources connected\n302\t registeredUsers Int // Total registered users\n303\t policies Int // Number of policies configured\n304\t activeUsers31d Int // Users active in last 31 days\n305\t activeUsersDaily Int? // Users active in last 1 day\n306\t activeUsers90d Int? // Users active in last 90 days\n307\t activeUsersYearly Int? // Users active in last 365 days\n308\t\n309\t // User breakdown\n310\t policyOwners Int @default(0) // Policy Owners / Governors\n311\t dataConsumers Int @default(0) // Data Consumers\n312\t\n313\t // Policy breakdown\n314\t dataPolicies Int @default(0) // Data Policies\n315\t subscriptionPolicies Int @default(0) // Subscription Policies\n316\t\n317\t snapshotDate DateTime @db.Date\n318\t createdAt DateTime @default(now())\n319\t\n320\t @@unique([customerId, snapshotDate])\n321\t @@index([customerId])\n322\t @@index([snapshotDate])\n323\t @@index([customerId, snapshotDate])\n324\t}\n325\t\n326\t// Per-customer PBAC usage snapshot (from the usage metrics CSV)\n327\tmodel CustomerUsageSnapshot {\n328\t id String @id @default(cuid())\n329\t customerId String\n330\t customer Customer @relation(fields: [customerId], references: [id], onDelete: Cascade)\n331\t snapshotDate DateTime @db.Date @default(now())\n332\t\n333\t dataSources Int @default(0)\n334\t subscriptionPolicies Int @default(0)\n335\t guardrailPolicies Int @default(0)\n336\t dataPolicies Int @default(0)\n337\t users Int @default(0)\n338\t samlIntegrations Int @default(0)\n339\t scimIntegrations Int @default(0)\n340\t dataSourcesWithDataPolicy Int @default(0)\n341\t dataSourcesWithSubscriptionPolicy Int @default(0)\n342\t tags Int @default(0)\n343\t domains Int @default(0)\n344\t domainsWithDataSources Int @default(0)\n345\t domainPolicies Int @default(0)\n346\t\n347\t @@unique([customerId, snapshotDate])\n348\t @@index([customerId])\n349\t}\n350\t\n351\t// Master SKU catalog\n352\tmodel Sku {\n353\t id String @id @default(cuid())\n354\t code String @unique // e.g., \"USR-PWR\"\n355\t name String // Human-readable name\n356\t description String?\n357\t category SkuCategory\n358\t status SkuStatus @default(ACTIVE)\n359\t listPrice Float?\n360\t createdAt DateTime @default(now())\n361\t updatedAt DateTime @updatedAt\n362\t lineItems ContractLineItem[]\n363\t\n364\t // SKU replacement tracking (e.g., USR-DC replaced by USR-PWR)\n365\t replacedById String? @unique\n366\t replacedBy Sku? @relation(\"SkuReplacement\", fields: [replacedById], references: [id])\n367\t replaces Sku? @relation(\"SkuReplacement\")\n368\t\n369\t @@index([category])\n370\t @@index([status])\n371\t}\n372\t\n373\t// Contract line items\n374\tmodel ContractLineItem {\n375\t id String @id @default(cuid())\n376\t contractId String\n377\t contract Contract @relation(fields: [contractId], references: [id], onDelete: Cascade)\n378\t skuId String\n379\t sku Sku @relation(fields: [skuId], references: [id])\n380\t\n381\t // Pricing\n382\t listPrice Float // List price per unit at time of sale\n383\t discount Float // Discount percentage (0-100)\n384\t unitPrice Float // Actual price per unit after discount\n385\t quantity Int // Number of units purchased\n386\t totalPrice Float // Total price (unitPrice * quantity)\n387\t\n388\t // Line item period dates (inherited from contract for single-year contracts)\n389\t startDate DateTime\n390\t endDate DateTime\n391\t\n392\t createdAt DateTime @default(now())\n393\t updatedAt DateTime @updatedAt\n394\t\n395\t // Note: No unique constraint - same SKU can appear multiple times per contract\n396\t // (e.g., multiple amendments, tiers, or pricing structures)\n397\t @@index([contractId])\n398\t @@index([skuId])\n399\t}\n400\t\n401\t// ============================================\n402\t// FRONT APP INTEGRATION\n403\t// ============================================\n404\t\n405\tmodel FrontAccount {\n406\t id String @id // Front's account ID (acc_xxx)\n407\t name String\n408\t domains String[] // Domains for auto-matching\n409\t lastContactSyncAt DateTime? // Track contact sync time\n410\t syncedAt DateTime @default(now())\n411\t updatedAt DateTime @updatedAt\n412\t\n413\t customers Customer[]\n414\t conversations FrontConversation[]\n415\t contacts FrontContact[] // Add relation\n416\t}\n417\t\n418\tmodel FrontConversation {\n419\t id String @id // Front's conversation ID (cnv_xxx)\n420\t subject String?\n421\t status String // archived, open, unassigned, deleted, assigned\n422\t frontUrl String? // Link to conversation in Front\n423\t\n424\t // Assignee (denormalized)\n425\t assigneeEmail String?\n426\t assigneeName String?\n427\t\n428\t // Recipient (denormalized)\n429\t recipientEmail String?\n430\t recipientName String?\n431\t\n432\t tags String[]\n433\t isAutoArchived Boolean @default(false)\n434\t createdAt DateTime\n435\t updatedAt DateTime?\n436\t syncedAt DateTime @default(now())\n437\t\n438\t frontAccountId String?\n439\t frontAccount FrontAccount? @relation(fields: [frontAccountId], references: [id])\n440\t messages FrontMessage[]\n441\t\n442\t @@index([frontAccountId])\n443\t @@index([createdAt])\n444\t}\n445\t\n446\tmodel FrontMessage {\n447\t id String @id // Front's message ID (msg_xxx)\n448\t type String // email, sms, custom, etc.\n449\t body String? @db.Text // Message content (HTML)\n450\t authorEmail String?\n451\t authorName String?\n452\t isInbound Boolean // true = from customer, false = from team\n453\t createdAt DateTime\n454\t syncedAt DateTime @default(now())\n455\t\n456\t conversationId String\n457\t conversation FrontConversation @relation(fields: [conversationId], references: [id], onDelete: Cascade)\n458\t\n459\t @@index([conversationId])\n460\t}\n461\t\n462\tmodel FrontContact {\n463\t id String @id // Front's contact ID (crd_xxx or ctc_xxx)\n464\t name String?\n465\t handle String? // Primary handle (email, phone, etc.)\n466\t frontAccountId String\n467\t frontAccount FrontAccount @relation(fields: [frontAccountId], references: [id], onDelete: Cascade)\n468\t syncedAt DateTime @default(now())\n469\t updatedAt DateTime @updatedAt\n470\t\n471\t @@index([frontAccountId])\n472\t}\n473\t\n474\t// ============================================\n475\t// NOTIFICATIONS\n476\t// ============================================\n477\t\n478\tenum NotificationType {\n479\t USAGE_DROP_ACTIVE_USERS\n480\t USAGE_DROP_LICENSE_CONSUMPTION\n481\t USAGE_DROP_DATA_SOURCES\n482\t USAGE_INCREASE_ACTIVE_USERS\n483\t USAGE_INCREASE_LICENSE_CONSUMPTION\n484\t USAGE_INCREASE_DATA_SOURCES\n485\t SUPPORT_TICKET_INCREASE\n486\t PRODUCTBOARD_NOTE_INCREASE\n487\t}\n488\t\n489\tmodel NotificationSettings {\n490\t id String @id @default(cuid())\n491\t activeUsersDropThreshold Int @default(20)\n492\t licenseConsumptionDropThreshold Int @default(15)\n493\t activeUsersIncreaseThreshold Int @default(20)\n494\t licenseConsumptionIncreaseThreshold Int @default(15)\n495\t comparisonWindowDays Int @default(30)\n496\t minDaysOfHistory Int @default(30)\n497\t minActiveUsers Int @default(20)\n498\t minLicensedUsers Int @default(20)\n499\t dataSourcesDropThreshold Int @default(20)\n500\t dataSourcesIncreaseThreshold Int @default(20)\n501\t minDataSources Int @default(20)\n502\t supportTicketIncreaseThreshold Int @default(5)\n503\t productboardNoteIncreaseThreshold Int @default(5)\n504\t minSupportTickets Int @default(3)\n505\t minProductboardNotes Int @default(3)\n506\t detectionEnabled Boolean @default(true)\n507\t slackEnabledActiveUsers Boolean @default(true)\n508\t slackEnabledLicenseConsumption Boolean @default(true)\n509\t slackEnabledDataSources Boolean @default(true)\n510\t slackEnabledSupportTickets Boolean @default(true)\n511\t slackEnabledProductboardNotes Boolean @default(true)\n512\t lastDetectionRun DateTime?\n513\t updatedAt DateTime @updatedAt\n514\t createdAt DateTime @default(now())\n515\t}\n516\t\n517\tmodel IntegrationSettings {\n518\t id String @id @default(cuid())\n519\t frontSyncEnabled Boolean @default(true)\n520\t productboardSyncEnabled Boolean @default(true)\n521\t updatedAt DateTime @updatedAt\n522\t createdAt DateTime @default(now())\n523\t}\n524\t\n525\tmodel Notification {\n526\t id String @id @default(cuid())\n527\t customerId String\n528\t customer Customer @relation(fields: [customerId], references: [id], onDelete: Cascade)\n529\t type NotificationType\n530\t title String\n531\t message String @db.Text\n532\t previousValue Float\n533\t currentValue Float\n534\t changePercent Float\n535\t snapshotDate DateTime\n536\t comparisonDate DateTime\n537\t dedupeKey String @unique\n538\t readBy NotificationRead[]\n539\t createdAt DateTime @default(now())\n540\t\n541\t @@index([customerId])\n542\t @@index([createdAt])\n543\t}\n544\t\n545\tmodel NotificationRead {\n546\t id String @id @default(cuid())\n547\t notificationId String\n548\t notification Notification @relation(fields: [notificationId], references: [id], onDelete: Cascade)\n549\t userId String\n550\t user User @relation(fields: [userId], references: [id], onDelete: Cascade)\n551\t readAt DateTime @default(now())\n552\t\n553\t @@unique([notificationId, userId])\n554\t @@index([userId])\n555\t}\n556\t\n557\t// ============================================\n558\t// BACKGROUND JOB PROCESSING\n559\t// ============================================\n560\t\n561\tenum SyncJobType {\n562\t FRONT_ACCOUNTS\n563\t FRONT_CONTACTS\n564\t FRONT_CONVERSATIONS\n565\t FRONT_CUSTOMER_CONVERSATIONS\n566\t PRODUCTBOARD_COMPANIES\n567\t PRODUCTBOARD_NOTES\n568\t PRODUCTBOARD_CUSTOMER_NOTES\n569\t PRODUCTBOARD_FEATURES\n570\t CONSUMPTION_IMPORT\n571\t}\n572\t\n573\tenum SyncJobStatus {\n574\t PENDING\n575\t RUNNING\n576\t COMPLETED\n577\t FAILED\n578\t CANCELLED\n579\t}\n580\t\n581\tmodel SyncJob {\n582\t id String @id @default(cuid())\n583\t type SyncJobType\n584\t status SyncJobStatus @default(PENDING)\n585\t progress Int @default(0) // 0-100\n586\t progressText String? // \"Syncing 45/100 accounts...\"\n587\t itemsTotal Int?\n588\t itemsProcessed Int @default(0)\n589\t error String? @db.Text\n590\t pgBossJobId String? @unique // Link to pg-boss job\n591\t inputData String? @db.Text // Raw CSV content for consumption import\n592\t resultData Json? // Structured import results (stats, unmatched customers)\n593\t createdById String\n594\t createdBy User @relation(fields: [createdById], references: [id])\n595\t customerId String? // For per-customer sync jobs\n596\t customer Customer? @relation(fields: [customerId], references: [id])\n597\t createdAt DateTime @default(now())\n598\t startedAt DateTime?\n599\t completedAt DateTime?\n600\t\n601\t // Sub-jobs for parallel processing\n602\t subJobs SyncSubJob[]\n603\t\n604\t @@index([status])\n605\t @@index([type])\n606\t @@index([createdById])\n607\t @@index([customerId])\n608\t}\n609\t\n610\t// Sub-job for parallel account processing\n611\tmodel SyncSubJob {\n612\t id String @id @default(cuid())\n613\t parentJobId String\n614\t parentJob SyncJob @relation(fields: [parentJobId], references: [id], onDelete: Cascade)\n615\t status SyncJobStatus @default(PENDING)\n616\t accountId String\n617\t progress Int @default(0)\n618\t progressText String?\n619\t conversationsAdded Int @default(0)\n620\t messagesAdded Int @default(0)\n621\t contactsAdded Int @default(0)\n622\t error String? @db.Text\n623\t startedAt DateTime?\n624\t completedAt DateTime?\n625\t createdAt DateTime @default(now())\n626\t\n627\t @@index([parentJobId])\n628\t @@index([status])\n629\t}\n630\t\n631\t\n632\t"}]},"uuid":"f46c1e76-6293-4f02-84fa-9ccb5c43833c","timestamp":"2026-05-21T19:16:12.356Z","toolUseResult":{"type":"text","file":{"filePath":"/Users/steve.briggs/projects/churn-renewal-forecast/prisma/schema.prisma","content":"generator client {\n provider = \"prisma-client\"\n output = \"../src/generated/prisma\"\n}\n\ndatasource db {\n provider = \"postgresql\"\n}\n\nenum GlobalRole {\n ADMIN\n MANAGER\n USER\n}\n\nenum CustomerRole {\n CSM // Customer Success Manager\n AE // Account Executive\n SA // Sales Engineer\n FCTO // Field CTO\n RSA // RSA\n}\n\nmodel User {\n id String @id @default(cuid())\n name String?\n email String @unique\n image String?\n\n // Clerk integration\n clerkUserId String? @unique\n\n // Link to Person for customer assignments\n personId String? @unique\n person Person? @relation(\"PersonUser\", fields: [personId], references: [id])\n\n // Permissions\n globalRole GlobalRole @default(USER)\n isDeprovisioned Boolean @default(false)\n deprovisionedAt DateTime?\n\n // Relations\n forecasts ContractForecast[] // Official forecasts\n\n // Background sync jobs\n syncJobs SyncJob[]\n\n // Notification reads\n notificationReads NotificationRead[]\n\n createdAt DateTime @default(now())\n updatedAt DateTime @updatedAt\n}\n\n// Anyone who can be assigned to customers (may or may not have login)\nmodel Person {\n id String @id @default(cuid())\n email String @unique\n displayName String\n createdAt DateTime @default(now())\n updatedAt DateTime @updatedAt\n\n // Optional login account\n user User? @relation(\"PersonUser\")\n\n // Customer assignments\n assignments CustomerAssignment[]\n}\n\n// Links Person to Customer with a role\nmodel CustomerAssignment {\n id String @id @default(cuid())\n personId String\n person Person @relation(fields: [personId], references: [id], onDelete: Cascade)\n customerId String\n customer Customer @relation(fields: [customerId], references: [id], onDelete: Cascade)\n role CustomerRole\n createdAt DateTime @default(now())\n\n @@unique([personId, customerId, role]) // Person can have multiple roles per customer\n @@index([personId])\n @@index([customerId])\n}\n\nenum ForecastStatus {\n CLOSED_LOST\n NOTIFIED_CHURN\n EXPECTING_CHURN\n CLOSED_WON\n EXPECTING_RENEW\n AT_RISK\n}\n\nenum ContractStatus {\n OPEN\n RENEWED_FLAT\n RENEWED_EXPANSION\n RENEWED_CONTRACTION\n CHURNED\n}\n\nenum Region {\n APJ\n EMEA\n US_WEST\n US_EAST\n PUBLIC_SECTOR\n}\n\nenum SkuCategory {\n CONNECTOR // All connectors (individual + bundles)\n USER // User licenses (USR-*, PROD-USER-LICENSE-*)\n SUPPORT // Support tiers (SUP-*, SERVICES-SUPPORT-*)\n PROFESSIONAL_SERVICES // RSA services\n OTHER // IMM-*, IMP-*, discounts, misc\n}\n\nenum SkuStatus {\n ACTIVE // Available for sale\n INACTIVE // No longer sold\n}\n\nmodel Customer {\n id String @id @default(cuid())\n name String\n region Region?\n saasCustomer Boolean\n productboardCompanyId String? @unique // Linked Productboard company ID\n productboardCompany ProductboardCompany? @relation(fields: [productboardCompanyId], references: [id])\n frontAccountId String? @unique // Linked Front account ID\n frontAccount FrontAccount? @relation(fields: [frontAccountId], references: [id])\n createdAt DateTime @default(now())\n updatedAt DateTime @updatedAt\n contracts Contract[]\n\n // Customer assignments for permission scoping\n assignments CustomerAssignment[]\n\n // Consumption tracking\n consumptionSnapshots CustomerConsumption[]\n usageSnapshots CustomerUsageSnapshot[]\n\n // Successor relationship: when a customer splits/rebrands and continues under a new name\n successorId String?\n successor Customer? @relation(\"CustomerSuccessor\", fields: [successorId], references: [id])\n predecessors Customer[] @relation(\"CustomerSuccessor\")\n\n // Notifications\n notifications Notification[]\n\n // Notification suppression window\n suppressNotificationsUntil DateTime?\n\n // Slack channel assignment\n slackChannelId String? // Stable Slack channel ID (e.g., C01234567)\n slackChannelName String? // Display name cached at link time (e.g., deployment-acme)\n\n // Per-customer sync jobs\n syncJobs SyncJob[]\n\n @@index([successorId])\n}\n\nmodel Contract {\n id String @id @default(cuid())\n customerId String\n customer Customer @relation(fields: [customerId], references: [id], onDelete: Cascade)\n arr Float // Contract ARR\n startDate DateTime\n overwriteStartDate DateTime? // Override for start date\n endDate DateTime // Original contract renewal date\n overwriteEndDate DateTime? // Override for early churn recognition\n overwriteDateComment String? @map(\"overwriteEndDateComment\") // Reason for overriding dates\n countAgainstOriginalEndDate Boolean? // When true, dashboard chart/table uses original endDate instead of overwriteEndDate\n contractStatus ContractStatus @default(OPEN) // Actual outcome (fact)\n forecasts ContractForecast[] // Multiple forecasts over time (official)\n lineItems ContractLineItem[] // Contract line items (SKU/pricing details)\n\n // CSM compensation: whether this contract counts towards expansion target\n countsTowardsExpansionTarget Boolean @default(true)\n expansionTargetReason String? // Required explanation when changed from default\n\n // ARR exclusion: flag contracts that should be invisible to all ARR calculations\n excludeFromArr Boolean @default(false)\n excludeFromArrReason String? // Required explanation when flag is true\n\n createdAt DateTime @default(now())\n updatedAt DateTime @updatedAt\n\n @@index([customerId])\n @@index([endDate])\n @@index([overwriteStartDate])\n @@index([overwriteEndDate])\n @@index([contractStatus])\n @@index([contractStatus, excludeFromArr, overwriteStartDate]) // covers OPEN-only ARR rollup CTEs\n @@index([contractStatus, overwriteEndDate]) // covers overdue/upcoming contract sorts\n}\n\nmodel ContractForecast {\n id String @id @default(cuid())\n contractId String\n contract Contract @relation(fields: [contractId], references: [id], onDelete: Cascade)\n createdById String // Link to User who created this forecast\n createdBy User @relation(fields: [createdById], references: [id])\n forecastedAt DateTime @default(now()) // When forecast was created\n notes String?\n entries ContractForecastEntry[]\n\n @@index([contractId])\n @@index([contractId, forecastedAt(sort: Desc)]) // covers \"latest forecast per contract\" correlated subqueries\n @@index([forecastedAt])\n @@index([createdById])\n}\n\nmodel ContractForecastEntry {\n id String @id @default(cuid())\n forecastId String\n forecast ContractForecast @relation(fields: [forecastId], references: [id], onDelete: Cascade)\n status ForecastStatus // CLOSED_WON, EXPECTING_RENEW, AT_RISK, etc.\n arr Float // Amount of contract ARR in this status\n\n @@unique([forecastId, status]) // One entry per status per forecast\n @@index([forecastId, status]) // Composite index for forecast status filters\n}\n\nmodel ProductboardCompany {\n id String @id // Productboard's company ID\n name String\n domain String?\n customers Customer[]\n notes ProductboardNote[]\n syncedAt DateTime @default(now())\n updatedAt DateTime @updatedAt\n}\n\nmodel ProductboardNote {\n id String @id // Productboard's note ID\n title String?\n content String? @db.Text\n displayUrl String?\n state String? // processed, unprocessed, etc.\n tags String[] // Array of tag names\n ownerEmail String? // User who submitted the note\n ownerName String?\n createdById String? // Productboard user ID who created the note\n createdByName String?\n createdByEmail String?\n createdAt DateTime\n updatedAt DateTime?\n syncedAt DateTime @default(now())\n\n // Link to Productboard company\n productboardCompanyId String?\n productboardCompany ProductboardCompany? @relation(fields: [productboardCompanyId], references: [id])\n\n // Feature links\n features ProductboardNoteFeature[]\n\n @@index([productboardCompanyId])\n @@index([createdAt])\n}\n\nmodel ProductboardFeature {\n id String @id // Productboard feature/component ID\n name String?\n status String?\n isComponent Boolean @default(false)\n parentFeatureId String? // plain string, no FK — parent may not be in our graph\n\n syncedAt DateTime @default(now())\n updatedAt DateTime @updatedAt\n\n noteLinks ProductboardNoteFeature[]\n\n @@index([parentFeatureId])\n @@index([isComponent])\n}\n\nmodel ProductboardNoteFeature {\n id String @id @default(cuid())\n noteId String\n note ProductboardNote @relation(fields: [noteId], references: [id], onDelete: Cascade)\n featureId String\n feature ProductboardFeature @relation(fields: [featureId], references: [id], onDelete: Cascade)\n\n @@unique([noteId, featureId])\n @@index([featureId])\n}\n\n// ============================================\n// CONSUMPTION & SKU TRACKING\n// ============================================\n\n// Daily consumption snapshot for a customer\nmodel CustomerConsumption {\n id String @id @default(cuid())\n customerId String\n customer Customer @relation(fields: [customerId], references: [id], onDelete: Cascade)\n\n // Consumption values\n dataSources Int // Number of data sources connected\n registeredUsers Int // Total registered users\n policies Int // Number of policies configured\n activeUsers31d Int // Users active in last 31 days\n activeUsersDaily Int? // Users active in last 1 day\n activeUsers90d Int? // Users active in last 90 days\n activeUsersYearly Int? // Users active in last 365 days\n\n // User breakdown\n policyOwners Int @default(0) // Policy Owners / Governors\n dataConsumers Int @default(0) // Data Consumers\n\n // Policy breakdown\n dataPolicies Int @default(0) // Data Policies\n subscriptionPolicies Int @default(0) // Subscription Policies\n\n snapshotDate DateTime @db.Date\n createdAt DateTime @default(now())\n\n @@unique([customerId, snapshotDate])\n @@index([customerId])\n @@index([snapshotDate])\n @@index([customerId, snapshotDate])\n}\n\n// Per-customer PBAC usage snapshot (from the usage metrics CSV)\nmodel CustomerUsageSnapshot {\n id String @id @default(cuid())\n customerId String\n customer Customer @relation(fields: [customerId], references: [id], onDelete: Cascade)\n snapshotDate DateTime @db.Date @default(now())\n\n dataSources Int @default(0)\n subscriptionPolicies Int @default(0)\n guardrailPolicies Int @default(0)\n dataPolicies Int @default(0)\n users Int @default(0)\n samlIntegrations Int @default(0)\n scimIntegrations Int @default(0)\n dataSourcesWithDataPolicy Int @default(0)\n dataSourcesWithSubscriptionPolicy Int @default(0)\n tags Int @default(0)\n domains Int @default(0)\n domainsWithDataSources Int @default(0)\n domainPolicies Int @default(0)\n\n @@unique([customerId, snapshotDate])\n @@index([customerId])\n}\n\n// Master SKU catalog\nmodel Sku {\n id String @id @default(cuid())\n code String @unique // e.g., \"USR-PWR\"\n name String // Human-readable name\n description String?\n category SkuCategory\n status SkuStatus @default(ACTIVE)\n listPrice Float?\n createdAt DateTime @default(now())\n updatedAt DateTime @updatedAt\n lineItems ContractLineItem[]\n\n // SKU replacement tracking (e.g., USR-DC replaced by USR-PWR)\n replacedById String? @unique\n replacedBy Sku? @relation(\"SkuReplacement\", fields: [replacedById], references: [id])\n replaces Sku? @relation(\"SkuReplacement\")\n\n @@index([category])\n @@index([status])\n}\n\n// Contract line items\nmodel ContractLineItem {\n id String @id @default(cuid())\n contractId String\n contract Contract @relation(fields: [contractId], references: [id], onDelete: Cascade)\n skuId String\n sku Sku @relation(fields: [skuId], references: [id])\n\n // Pricing\n listPrice Float // List price per unit at time of sale\n discount Float // Discount percentage (0-100)\n unitPrice Float // Actual price per unit after discount\n quantity Int // Number of units purchased\n totalPrice Float // Total price (unitPrice * quantity)\n\n // Line item period dates (inherited from contract for single-year contracts)\n startDate DateTime\n endDate DateTime\n\n createdAt DateTime @default(now())\n updatedAt DateTime @updatedAt\n\n // Note: No unique constraint - same SKU can appear multiple times per contract\n // (e.g., multiple amendments, tiers, or pricing structures)\n @@index([contractId])\n @@index([skuId])\n}\n\n// ============================================\n// FRONT APP INTEGRATION\n// ============================================\n\nmodel FrontAccount {\n id String @id // Front's account ID (acc_xxx)\n name String\n domains String[] // Domains for auto-matching\n lastContactSyncAt DateTime? // Track contact sync time\n syncedAt DateTime @default(now())\n updatedAt DateTime @updatedAt\n\n customers Customer[]\n conversations FrontConversation[]\n contacts FrontContact[] // Add relation\n}\n\nmodel FrontConversation {\n id String @id // Front's conversation ID (cnv_xxx)\n subject String?\n status String // archived, open, unassigned, deleted, assigned\n frontUrl String? // Link to conversation in Front\n\n // Assignee (denormalized)\n assigneeEmail String?\n assigneeName String?\n\n // Recipient (denormalized)\n recipientEmail String?\n recipientName String?\n\n tags String[]\n isAutoArchived Boolean @default(false)\n createdAt DateTime\n updatedAt DateTime?\n syncedAt DateTime @default(now())\n\n frontAccountId String?\n frontAccount FrontAccount? @relation(fields: [frontAccountId], references: [id])\n messages FrontMessage[]\n\n @@index([frontAccountId])\n @@index([createdAt])\n}\n\nmodel FrontMessage {\n id String @id // Front's message ID (msg_xxx)\n type String // email, sms, custom, etc.\n body String? @db.Text // Message content (HTML)\n authorEmail String?\n authorName String?\n isInbound Boolean // true = from customer, false = from team\n createdAt DateTime\n syncedAt DateTime @default(now())\n\n conversationId String\n conversation FrontConversation @relation(fields: [conversationId], references: [id], onDelete: Cascade)\n\n @@index([conversationId])\n}\n\nmodel FrontContact {\n id String @id // Front's contact ID (crd_xxx or ctc_xxx)\n name String?\n handle String? // Primary handle (email, phone, etc.)\n frontAccountId String\n frontAccount FrontAccount @relation(fields: [frontAccountId], references: [id], onDelete: Cascade)\n syncedAt DateTime @default(now())\n updatedAt DateTime @updatedAt\n\n @@index([frontAccountId])\n}\n\n// ============================================\n// NOTIFICATIONS\n// ============================================\n\nenum NotificationType {\n USAGE_DROP_ACTIVE_USERS\n USAGE_DROP_LICENSE_CONSUMPTION\n USAGE_DROP_DATA_SOURCES\n USAGE_INCREASE_ACTIVE_USERS\n USAGE_INCREASE_LICENSE_CONSUMPTION\n USAGE_INCREASE_DATA_SOURCES\n SUPPORT_TICKET_INCREASE\n PRODUCTBOARD_NOTE_INCREASE\n}\n\nmodel NotificationSettings {\n id String @id @default(cuid())\n activeUsersDropThreshold Int @default(20)\n licenseConsumptionDropThreshold Int @default(15)\n activeUsersIncreaseThreshold Int @default(20)\n licenseConsumptionIncreaseThreshold Int @default(15)\n comparisonWindowDays Int @default(30)\n minDaysOfHistory Int @default(30)\n minActiveUsers Int @default(20)\n minLicensedUsers Int @default(20)\n dataSourcesDropThreshold Int @default(20)\n dataSourcesIncreaseThreshold Int @default(20)\n minDataSources Int @default(20)\n supportTicketIncreaseThreshold Int @default(5)\n productboardNoteIncreaseThreshold Int @default(5)\n minSupportTickets Int @default(3)\n minProductboardNotes Int @default(3)\n detectionEnabled Boolean @default(true)\n slackEnabledActiveUsers Boolean @default(true)\n slackEnabledLicenseConsumption Boolean @default(true)\n slackEnabledDataSources Boolean @default(true)\n slackEnabledSupportTickets Boolean @default(true)\n slackEnabledProductboardNotes Boolean @default(true)\n lastDetectionRun DateTime?\n updatedAt DateTime @updatedAt\n createdAt DateTime @default(now())\n}\n\nmodel IntegrationSettings {\n id String @id @default(cuid())\n frontSyncEnabled Boolean @default(true)\n productboardSyncEnabled Boolean @default(true)\n updatedAt DateTime @updatedAt\n createdAt DateTime @default(now())\n}\n\nmodel Notification {\n id String @id @default(cuid())\n customerId String\n customer Customer @relation(fields: [customerId], references: [id], onDelete: Cascade)\n type NotificationType\n title String\n message String @db.Text\n previousValue Float\n currentValue Float\n changePercent Float\n snapshotDate DateTime\n comparisonDate DateTime\n dedupeKey String @unique\n readBy NotificationRead[]\n createdAt DateTime @default(now())\n\n @@index([customerId])\n @@index([createdAt])\n}\n\nmodel NotificationRead {\n id String @id @default(cuid())\n notificationId String\n notification Notification @relation(fields: [notificationId], references: [id], onDelete: Cascade)\n userId String\n user User @relation(fields: [userId], references: [id], onDelete: Cascade)\n readAt DateTime @default(now())\n\n @@unique([notificationId, userId])\n @@index([userId])\n}\n\n// ============================================\n// BACKGROUND JOB PROCESSING\n// ============================================\n\nenum SyncJobType {\n FRONT_ACCOUNTS\n FRONT_CONTACTS\n FRONT_CONVERSATIONS\n FRONT_CUSTOMER_CONVERSATIONS\n PRODUCTBOARD_COMPANIES\n PRODUCTBOARD_NOTES\n PRODUCTBOARD_CUSTOMER_NOTES\n PRODUCTBOARD_FEATURES\n CONSUMPTION_IMPORT\n}\n\nenum SyncJobStatus {\n PENDING\n RUNNING\n COMPLETED\n FAILED\n CANCELLED\n}\n\nmodel SyncJob {\n id String @id @default(cuid())\n type SyncJobType\n status SyncJobStatus @default(PENDING)\n progress Int @default(0) // 0-100\n progressText String? // \"Syncing 45/100 accounts...\"\n itemsTotal Int?\n itemsProcessed Int @default(0)\n error String? @db.Text\n pgBossJobId String? @unique // Link to pg-boss job\n inputData String? @db.Text // Raw CSV content for consumption import\n resultData Json? // Structured import results (stats, unmatched customers)\n createdById String\n createdBy User @relation(fields: [createdById], references: [id])\n customerId String? // For per-customer sync jobs\n customer Customer? @relation(fields: [customerId], references: [id])\n createdAt DateTime @default(now())\n startedAt DateTime?\n completedAt DateTime?\n\n // Sub-jobs for parallel processing\n subJobs SyncSubJob[]\n\n @@index([status])\n @@index([type])\n @@index([createdById])\n @@index([customerId])\n}\n\n// Sub-job for parallel account processing\nmodel SyncSubJob {\n id String @id @default(cuid())\n parentJobId String\n parentJob SyncJob @relation(fields: [parentJobId], references: [id], onDelete: Cascade)\n status SyncJobStatus @default(PENDING)\n accountId String\n progress Int @default(0)\n progressText String?\n conversationsAdded Int @default(0)\n messagesAdded Int @default(0)\n contactsAdded Int @default(0)\n error String? @db.Text\n startedAt DateTime?\n completedAt DateTime?\n createdAt DateTime @default(now())\n\n @@index([parentJobId])\n @@index([status])\n}\n\n\n","numLines":632,"startLine":1,"totalLines":632}},"sourceToolAssistantUUID":"8c4e9e28-bffc-48b0-907f-6182341fac20","userType":"external","entrypoint":"cli","cwd":"/Users/steve.briggs/projects/churn-renewal-forecast","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019","version":"2.1.146","gitBranch":"prisma-binaries-image"}
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{"type":"last-prompt","lastPrompt":"now i get the following error Prisma schema loaded from prisma/schema.prisma. Error: The datasource.url property is required in your Prisma config file when using prisma migrate deploy.","leafUuid":"fe26ecbc-6fc0-4e33-9875-63c0b68a5e90","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"type":"ai-title","aiTitle":"Fix CI/CD OCI artifact update issue","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"type":"permission-mode","permissionMode":"default","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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{"type":"last-prompt","lastPrompt":"now i get the following error when running bun run db:generate; error: The datasource property `url` is no longer supported in schema files. Move connection URLs for Migrate to `prisma.config.ts` and…","leafUuid":"13312d6a-9f0f-4189-90de-64c47ec0c78f","sessionId":"ee741372-194f-43b2-9f50-e8b8961fa019"}
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