Files: - STACK-v2-cicd-observability.md (ArgoCD, Prometheus, Loki, Alloy) - FEATURES.md (updated with CI/CD and observability section) - ARCHITECTURE.md (updated with v2.0 integration architecture) - PITFALLS-CICD-OBSERVABILITY.md (14 critical/moderate/minor pitfalls) - SUMMARY-v2-cicd-observability.md (synthesis with roadmap implications) Key findings: - Stack: kube-prometheus-stack + Loki monolithic + Alloy (Promtail EOL March 2026) - Architecture: 3-phase approach - GitOps first, observability second, CI tests last - Critical pitfall: ArgoCD TLS redirect loop, Loki disk exhaustion, k3s metrics config Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
451 lines
22 KiB
Markdown
451 lines
22 KiB
Markdown
# Feature Research
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**Domain:** Personal Task/Notes Web App (self-hosted, single-user)
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**Researched:** 2026-01-29
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**Confidence:** MEDIUM (based on competitor analysis via WebFetch + domain knowledge)
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## Feature Landscape
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### Table Stakes (Users Expect These)
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Features users assume exist. Missing these = product feels incomplete.
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| Feature | Why Expected | Complexity | Notes |
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|---------|--------------|------------|-------|
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| Create/Edit/Delete items | Basic CRUD is fundamental | LOW | Text input with persistence |
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| Distinguish tasks vs thoughts | Project requirement; users expect to filter by type | LOW | Boolean or enum field |
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| Mark tasks complete | Core task management; every competitor has this | LOW | Status toggle |
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| Cross-device access | Project requirement; web app enables this inherently | LOW | Responsive design |
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| Search | Users expect to find content quickly; all competitors offer this | MEDIUM | Full-text search on title + content |
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| Tags/labels | Standard organization pattern (Todoist, Bear, Simplenote all have) | MEDIUM | Many-to-many relationship |
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| Image attachments | Project requirement for digitizing paper notes | MEDIUM | File upload, storage, display |
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| Mobile-friendly UI | "Any device" access means mobile must work | MEDIUM | Responsive design, touch targets |
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| Data persistence | Notes must survive restart | LOW | Database storage |
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| Quick capture | Fast entry is table stakes (Todoist: "Capture...the moment they come to you") | LOW | Minimal friction input |
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### Differentiators (Competitive Advantage)
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Features that set the product apart. Not required, but valuable.
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| Feature | Value Proposition | Complexity | Notes |
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|---------|-------------------|------------|-------|
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| OCR on images | Search text within uploaded images (Evernote, Bear Pro have this) | HIGH | Requires OCR library/service |
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| Image annotation | Mark up photos of paper notes | HIGH | Canvas drawing, save state |
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| Natural language dates | "tomorrow", "next Monday" (Todoist signature feature) | MEDIUM | Date parsing library |
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| Recurring tasks | Habits and repeated items (Todoist core feature) | MEDIUM | RRULE or simple patterns |
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| Offline support | Work without internet, sync later | HIGH | Service worker, conflict resolution |
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| Keyboard shortcuts | Power user efficiency | LOW | Event handlers |
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| Dark mode | User preference, reduces eye strain | LOW | CSS variables, theme toggle |
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| Markdown support | Rich formatting without WYSIWYG complexity (Simplenote, Bear, Obsidian) | MEDIUM | Markdown parser + preview |
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| Note linking | Connect related items (Obsidian's core feature) | MEDIUM | Internal link syntax, backlinks |
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| Document scanning | Camera capture with perspective correction (Evernote) | HIGH | Camera API, image processing |
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| Export/backup | Data portability, user owns data (Obsidian philosophy) | LOW | JSON/Markdown export |
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| Drag-and-drop reorder | Intuitive organization (Todoist Upcoming view) | MEDIUM | Sortable library, persist order |
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| Pin/favorite items | Quick access to important items (Bear) | LOW | Boolean field, UI section |
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| Due dates with reminders | Time-sensitive tasks (all task apps have this) | MEDIUM | Date field + notification system |
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### Anti-Features (Commonly Requested, Often Problematic)
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Features that seem good but create problems for a personal, single-user app.
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| Feature | Why Requested | Why Problematic | Alternative |
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|---------|---------------|-----------------|-------------|
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| Real-time collaboration | "Maybe I'll share with family" | Massive complexity (OT/CRDT), scope creep, conflicts with "personal" app | Export/share single notes manually |
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| AI-powered categorization | Trendy, seems smart | Over-engineering for personal use; manual tags are clearer | Good tag UX + search |
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| Complex folder hierarchies | "I want to organize everything" | Deep nesting causes friction; flat + tags is more flexible | Tags with hierarchy (nested tags) |
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| Kanban boards | Looks nice, seems productive | Overhead for personal tasks; simple list often better | Optional board view later |
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| Multiple note types | "Journals, wikis, tasks, etc." | Complicates data model, UI; blur the simple task/thought distinction | Two types (task/thought) with tags |
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| Social features | Share achievements, collaborate | Out of scope for self-hosted personal app | None |
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| Heavy WYSIWYG editor | "I want formatting" | Bloated, complex, mobile-unfriendly | Markdown with preview |
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| Notifications/alerts on web | Keep me on track | Browser notifications are annoying, unreliable | Focus on capture, not nagging |
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| Version history | "I might want to undo" | Storage overhead, complexity for personal use | Simple edit; consider soft-delete |
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| Multi-user/auth | "Maybe I'll share the server" | Security complexity, out of scope | Single-user by design |
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## Feature Dependencies
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```
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[Search]
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└──requires──> [Data persistence]
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[Tags]
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└──requires──> [Data persistence]
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└──enhances──> [Search] (filter by tag)
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[Image attachments]
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└──requires──> [Data persistence]
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└──requires──> [File storage]
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[OCR on images]
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└──requires──> [Image attachments]
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[Image annotation]
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└──requires──> [Image attachments]
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[Markdown support]
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└──enhances──> [Create/Edit items]
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[Note linking]
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└──requires──> [Data persistence]
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└──enhances──> [Search] (backlink discovery)
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[Recurring tasks]
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└──requires──> [Mark tasks complete]
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[Due dates with reminders]
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└──requires──> [Distinguish tasks vs thoughts]
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[Offline support]
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└──conflicts──> [Real-time collaboration] (sync conflicts)
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└──requires──> [Data persistence]
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[Export/backup]
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└──requires──> [Data persistence]
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```
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### Dependency Notes
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- **OCR requires Image attachments:** Cannot search images if they don't exist
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- **Tags enhance Search:** Tag filtering is a search feature
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- **Offline conflicts with Real-time collab:** Sync conflict resolution is hard; single-user sidesteps this
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- **Recurring tasks require completion status:** Need to know when to regenerate
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## MVP Definition
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### Launch With (v1)
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Minimum viable product based on project requirements:
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- [x] Create/Edit/Delete items (task or thought) -- core CRUD
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- [x] Distinguish tasks vs thoughts -- project requirement
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- [x] Mark tasks complete -- essential task management
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- [x] Image attachments -- project requirement for digitizing paper notes
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- [x] Tags for organization -- project requirement
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- [x] Search -- project requirement
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- [x] Mobile-responsive UI -- "any device" requirement
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- [x] Containerized deployment -- project requirement
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### Add After Validation (v1.x)
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Features to add once core is working:
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- [ ] Dark mode -- low complexity, high user satisfaction
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- [ ] Keyboard shortcuts -- power user efficiency
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- [ ] Pin/favorite items -- quick access to important items
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- [ ] Export to JSON/Markdown -- data portability
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- [ ] Due dates on tasks -- natural extension of task type
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- [ ] Drag-and-drop reorder -- better organization UX
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### Future Consideration (v2+)
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Features to defer until product-market fit is established:
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- [ ] Markdown support -- adds complexity to editing
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- [ ] Natural language dates -- requires parsing library
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- [ ] Recurring tasks -- adds state machine complexity
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- [ ] OCR on images -- requires external service/library
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- [ ] Note linking -- changes how users think about the app
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- [ ] Offline support -- significant complexity (service worker, sync)
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## Feature Prioritization Matrix
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| Feature | User Value | Implementation Cost | Priority |
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|---------|------------|---------------------|----------|
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| Create/Edit/Delete | HIGH | LOW | P1 |
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| Task vs Thought distinction | HIGH | LOW | P1 |
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| Mark complete | HIGH | LOW | P1 |
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| Image attachments | HIGH | MEDIUM | P1 |
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| Tags | HIGH | MEDIUM | P1 |
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| Search | HIGH | MEDIUM | P1 |
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| Mobile-responsive | HIGH | MEDIUM | P1 |
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| Dark mode | MEDIUM | LOW | P2 |
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| Keyboard shortcuts | MEDIUM | LOW | P2 |
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| Pin/favorite | MEDIUM | LOW | P2 |
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| Export | MEDIUM | LOW | P2 |
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| Due dates | MEDIUM | MEDIUM | P2 |
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| Drag-and-drop | MEDIUM | MEDIUM | P2 |
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| Markdown | MEDIUM | MEDIUM | P3 |
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| Natural language dates | LOW | MEDIUM | P3 |
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| Recurring tasks | MEDIUM | HIGH | P3 |
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| OCR | LOW | HIGH | P3 |
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| Note linking | LOW | MEDIUM | P3 |
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| Offline support | LOW | HIGH | P3 |
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**Priority key:**
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- P1: Must have for launch (MVP)
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- P2: Should have, add when possible (v1.x)
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- P3: Nice to have, future consideration (v2+)
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## Competitor Feature Analysis
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| Feature | Todoist | Bear | Simplenote | Obsidian | Our Approach |
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|---------|---------|------|------------|----------|--------------|
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| Task management | Core focus | Checkbox in notes | Basic lists | Plugin | First-class task type |
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| Notes/thoughts | Via descriptions | Core focus | Core focus | Core focus | First-class thought type |
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| Image attachments | Yes | Yes (with sketching) | No | Yes | Yes, for paper note capture |
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| Tags | Yes (labels) | Yes (with icons) | Yes | Yes | Yes, simple tags |
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| Search | Advanced filters | OCR search (Pro) | Instant search | Full-text | Full-text + tag filter |
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| Sync | Cloud (their servers) | iCloud | Cloud (their servers) | Local-first, optional sync | Self-hosted, cross-device via web |
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| Markdown | Limited | Yes | Yes | Yes (core) | Defer to v2 |
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| Offline | Yes | Yes | Yes | Yes (local-first) | Defer to v2 |
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| Mobile | Native apps | Native (Apple only) | Native apps | Native apps | Responsive web |
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**Our differentiation:** Self-hosted, single-user simplicity with explicit task/thought distinction and image attachment for digitizing paper notes. No account required, no cloud dependency, you own your data.
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## Confidence Notes
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| Section | Confidence | Rationale |
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|---------|------------|-----------|
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| Table Stakes | HIGH | Verified against Todoist, Bear, Simplenote, Evernote via WebFetch |
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| Differentiators | MEDIUM | Based on competitor features; value proposition is hypothesis |
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| Anti-Features | MEDIUM | Based on domain experience; specific to single-user context |
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| Dependencies | HIGH | Logical dependencies from requirements |
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| MVP Definition | HIGH | Derived directly from project requirements |
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## Sources
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- Todoist features page (verified via WebFetch)
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- Obsidian home page (verified via WebFetch)
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- Bear app home page (verified via WebFetch)
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- Simplenote home page (verified via WebFetch)
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- Evernote features page (verified via WebFetch)
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---
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# CI/CD and Observability Features
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**Domain:** CI/CD pipelines and Kubernetes observability for personal project
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**Researched:** 2026-02-03
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**Context:** Single-user, self-hosted TaskPlanner app with existing basic Gitea Actions pipeline
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## Current State
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Based on the existing `.gitea/workflows/build.yaml`:
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- Build and push Docker images to Gitea Container Registry
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- Docker layer caching enabled
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- Automatic Helm values update with new image tag
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- No tests in pipeline
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- No GitOps automation (ArgoCD defined but requires manual sync)
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- No observability stack
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---
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## Table Stakes
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Features required for production-grade operations. Missing any of these means the system is incomplete for reliable self-hosting.
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### CI/CD Pipeline
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| Feature | Why Expected | Complexity | Notes |
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|---------|--------------|------------|-------|
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| **Automated tests in pipeline** | Catch bugs before deployment; without tests, pipeline is just a build script | Low | Start with unit tests (70% of test pyramid), add integration tests later |
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| **Build caching** | Already have this | - | Using Docker layer cache to registry |
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| **Lint/static analysis** | Catch errors early (fail fast principle) | Low | ESLint, TypeScript checking |
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| **Pipeline as code** | Already have this | - | Workflow defined in `.gitea/workflows/` |
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| **Automated deployment trigger** | Manual `helm upgrade` defeats CI/CD purpose | Low | ArgoCD auto-sync on Git changes |
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| **Container image tagging** | Already have this | - | SHA-based tags with `latest` |
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### GitOps
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| Feature | Why Expected | Complexity | Notes |
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|---------|--------------|------------|-------|
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| **Git as single source of truth** | Core GitOps principle; cluster state should match Git | Low | ArgoCD watches Git repo, syncs to cluster |
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| **Auto-sync** | Manual sync defeats GitOps purpose | Low | ArgoCD `syncPolicy.automated.enabled: true` |
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| **Self-healing** | Prevents drift; if someone kubectl edits, ArgoCD reverts | Low | ArgoCD `selfHeal: true` |
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| **Health checks** | Know if deployment succeeded | Low | ArgoCD built-in health status |
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### Observability
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| Feature | Why Expected | Complexity | Notes |
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|---------|--------------|------------|-------|
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| **Basic metrics collection** | Know if app is running, resource usage | Medium | Prometheus + kube-state-metrics |
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| **Metrics visualization** | Metrics without dashboards are useless | Low | Grafana with pre-built Kubernetes dashboards |
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| **Container logs aggregation** | Debug issues without `kubectl logs` | Medium | Loki (lightweight, label-based) |
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| **Basic alerting** | Know when something breaks | Low | AlertManager with 3-5 critical alerts |
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---
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## Differentiators
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Features that add significant value but are not strictly required for a single-user personal app. Implement if you want learning/practice or improved reliability.
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### CI/CD Pipeline
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| Feature | Value Proposition | Complexity | Notes |
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|---------|-------------------|------------|-------|
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| **Smoke tests on deploy** | Verify deployment actually works | Medium | Hit health endpoint after deploy |
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| **Build notifications** | Know when builds fail without watching | Low | Slack/Discord/email webhook |
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| **DORA metrics tracking** | Track deployment frequency, lead time | Medium | Measure CI/CD effectiveness |
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| **Parallel test execution** | Faster feedback on larger test suites | Medium | Only valuable with substantial test suite |
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| **Dependency vulnerability scanning** | Catch security issues early | Low | `npm audit`, Trivy for container images |
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### GitOps
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| Feature | Value Proposition | Complexity | Notes |
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|---------|-------------------|------------|-------|
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| **Automated pruning** | Remove resources deleted from Git | Low | ArgoCD `prune: true` |
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| **Sync windows** | Control when syncs happen | Low | Useful if you want maintenance windows |
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| **Application health dashboard** | Visual cluster state | Low | ArgoCD UI already provides this |
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| **Git commit status** | See deployment status in Gitea | Medium | ArgoCD notifications to Git |
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### Observability
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| Feature | Value Proposition | Complexity | Notes |
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|---------|-------------------|------------|-------|
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| **Application-level metrics** | Track business metrics (tasks created, etc.) | Medium | Custom Prometheus metrics in app |
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| **Request tracing** | Debug latency issues | High | OpenTelemetry, Tempo/Jaeger |
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| **SLO/SLI dashboards** | Define and track reliability targets | Medium | Error budgets, latency percentiles |
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| **Log-based alerting** | Alert on error patterns | Medium | Loki alerting rules |
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| **Uptime monitoring** | External availability check | Low | Uptime Kuma or similar |
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---
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## Anti-Features
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Features that are overkill for a single-user personal app. Actively avoid these to prevent over-engineering.
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| Anti-Feature | Why Avoid | What to Do Instead |
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|--------------|-----------|-------------------|
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| **Multi-environment promotion (dev/staging/prod)** | Single user, single environment | Deploy directly to prod; use feature flags if needed |
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| **Blue-green/canary deployments** | Complex rollout for single user is overkill | Simple rolling update; ArgoCD rollback if needed |
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| **Full E2E test suite in CI** | Expensive, slow, diminishing returns for personal app | Unit + smoke tests; manual E2E when needed |
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| **High availability ArgoCD** | HA is for multi-team, multi-tenant | Single replica ArgoCD is fine |
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| **Distributed tracing** | Overkill unless debugging microservices latency | Only add if you have multiple services with latency issues |
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| **ELK stack for logging** | Resource-heavy; Elasticsearch needs significant memory | Use Loki instead (label-based, lightweight) |
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| **Full APM solution** | DataDog/NewRelic-style solutions are enterprise-focused | Prometheus + Grafana + Loki covers personal needs |
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| **Secrets management (Vault)** | Complex for single user with few secrets | Kubernetes secrets or sealed-secrets |
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| **Policy enforcement (OPA/Gatekeeper)** | You are the only user; no policy conflicts | Skip entirely |
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| **Multi-cluster management** | Single cluster, single app | Skip entirely |
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| **Cost optimization/FinOps** | Personal project; cost is fixed/minimal | Skip entirely |
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| **AI-assisted observability** | Marketing hype; manual review is fine at this scale | Skip entirely |
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---
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## Feature Dependencies
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```
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Automated Tests
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Lint/Static Analysis --> Build --> Push Image --> Update Git
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v
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ArgoCD Auto-Sync
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v
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Health Check Pass
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v
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Deployment Complete
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v
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Metrics/Logs Available in Grafana
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```
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Key ordering constraints:
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1. Tests before build (fail fast)
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2. ArgoCD watches Git, so Git update triggers deploy
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3. Observability stack must be deployed before app for metrics collection
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---
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## MVP Recommendation for CI/CD and Observability
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For production-grade operations on a personal project, prioritize in this order:
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### Phase 1: GitOps Foundation
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1. Enable ArgoCD auto-sync with self-healing
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2. Add basic health checks
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*Rationale:* Eliminates manual `helm upgrade`, establishes GitOps workflow
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### Phase 2: Basic Observability
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1. Prometheus + Grafana (kube-prometheus-stack helm chart)
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2. Loki for log aggregation
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3. 3-5 critical alerts (pod crashes, high memory, app down)
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*Rationale:* Can't operate what you can't see; minimum viable observability
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### Phase 3: CI Pipeline Hardening
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1. Add unit tests to pipeline
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2. Add linting/type checking
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3. Smoke test after deploy (optional)
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*Rationale:* Tests catch bugs before they reach production
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### Defer to Later (if ever)
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- Application-level custom metrics
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- SLO dashboards
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- Advanced alerting
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- Request tracing
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- Extensive E2E tests
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---
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## Complexity Budget
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For a single-user personal project, the total complexity budget should be LOW-MEDIUM:
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| Category | Recommended Complexity | Over-Budget Indicator |
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|----------|----------------------|----------------------|
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| CI Pipeline | LOW | More than 10 min build time; complex test matrix |
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| GitOps | LOW | Multi-environment promotion; complex sync policies |
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| Metrics | MEDIUM | Custom exporters; high-cardinality metrics |
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| Logging | LOW | Full-text search; complex log parsing |
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| Alerting | LOW | More than 10 alerts; complex routing |
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| Tracing | SKIP | Any tracing for single-service app |
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---
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## Essential Alerts for Personal Project
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Based on best practices, these 5 alerts are sufficient for a single-user app:
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| Alert | Condition | Why Critical |
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|-------|-----------|--------------|
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| **Pod CrashLooping** | restarts > 3 in 15 min | App is failing repeatedly |
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| **Pod OOMKilled** | OOM event detected | Memory limits too low or leak |
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| **High Memory Usage** | memory > 85% for 5 min | Approaching resource limits |
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| **App Unavailable** | probe failures > 3 | Users cannot access app |
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| **Disk Running Low** | disk > 80% used | Persistent storage filling up |
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**Key principle:** Alerts should be symptom-based and actionable. If an alert fires and you don't need to do anything, remove it.
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---
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## Sources
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### CI/CD Best Practices
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- [TeamCity CI/CD Guide](https://www.jetbrains.com/teamcity/ci-cd-guide/ci-cd-best-practices/)
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- [Spacelift CI/CD Best Practices](https://spacelift.io/blog/ci-cd-best-practices)
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- [GitLab CI/CD Best Practices](https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices/)
|
|
- [AWS CI/CD Best Practices](https://docs.aws.amazon.com/prescriptive-guidance/latest/strategy-cicd-litmus/cicd-best-practices.html)
|
|
|
|
### Observability
|
|
- [Kubernetes Observability Trends 2026](https://www.usdsi.org/data-science-insights/kubernetes-observability-and-monitoring-trends-in-2026)
|
|
- [Spectro Cloud: Choosing the Right Monitoring Stack](https://www.spectrocloud.com/blog/choosing-the-right-kubernetes-monitoring-stack)
|
|
- [ClickHouse: Mastering Kubernetes Observability](https://clickhouse.com/resources/engineering/mastering-kubernetes-observability-guide)
|
|
- [Kubernetes Official Observability Docs](https://kubernetes.io/docs/concepts/cluster-administration/observability/)
|
|
|
|
### ArgoCD/GitOps
|
|
- [ArgoCD Auto Sync Documentation](https://argo-cd.readthedocs.io/en/stable/user-guide/auto_sync/)
|
|
- [ArgoCD Best Practices](https://argo-cd.readthedocs.io/en/stable/user-guide/best_practices/)
|
|
- [mkdev: ArgoCD Self-Heal and Sync Windows](https://mkdev.me/posts/argo-cd-self-heal-sync-windows-and-diffing)
|
|
|
|
### Alerting
|
|
- [Sysdig: Alerting on Kubernetes](https://www.sysdig.com/blog/alerting-kubernetes)
|
|
- [Groundcover: Kubernetes Alerting](https://www.groundcover.com/kubernetes-monitoring/kubernetes-alerting)
|
|
- [Sematext: 10 Must-Have Kubernetes Alerts](https://sematext.com/blog/top-10-must-have-alerts-for-kubernetes/)
|
|
|
|
### Logging
|
|
- [Plural: Loki vs ELK for Kubernetes](https://www.plural.sh/blog/loki-vs-elk-kubernetes/)
|
|
- [Loki vs ELK Comparison](https://alexandre-vazquez.com/loki-vs-elk/)
|
|
|
|
### Testing Pyramid
|
|
- [CircleCI: Testing Pyramid](https://circleci.com/blog/testing-pyramid/)
|
|
- [Semaphore: Testing Pyramid](https://semaphore.io/blog/testing-pyramid)
|
|
- [AWS: Testing Stages in CI/CD](https://docs.aws.amazon.com/whitepapers/latest/practicing-continuous-integration-continuous-delivery/testing-stages-in-continuous-integration-and-continuous-delivery.html)
|
|
|
|
### Homelab/Personal Projects
|
|
- [Prometheus and Grafana Homelab Setup](https://unixorn.github.io/post/homelab/homelab-setup-prometheus-and-grafana/)
|
|
- [Better Stack: Install Prometheus/Grafana with Helm](https://betterstack.com/community/questions/install-prometheus-and-grafana-on-kubernetes-with-helm/)
|