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@tonyalaribe tonyalaribe commented Jan 2, 2026

Created detailed roadmap organized into 4 phases spanning 2026-2027+:

Phase 1 - Foundation:

  • Advanced visualization (tables, gauges, heatmaps, dashboard variables)
  • Enhanced alerting with routing and integrations (PagerDuty, Teams)
  • Explore mode and query improvements
  • TimeFusion migration and platform hardening

Phase 2 - Advanced Features:

  • Full APM suite (service maps, dependency graphs, profiling)
  • Infrastructure monitoring (hosts, K8s, network)
  • Real User Monitoring with session replay
  • Synthetic monitoring (uptime checks, API tests)
  • Enhanced AI capabilities (workflow builder, RCA)
  • SLO tracking and reliability features

Phase 3 - Enterprise:

  • Multi-tenancy with RBAC and SSO
  • Team collaboration features
  • Multi-datasource support
  • Plugin ecosystem
  • Reporting and PDF exports
  • Compliance and security features

Includes competitive feature matrix, success metrics, resource requirements, risk analysis, and detailed specifications for key features like dashboard variables, service maps, SLO tracking, and AIOps workflows.

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Checklist

  • Make sure you have described your changes and added all relevant screenshots or data.
  • Make sure your changes are tested (stories and/or unit, integration, or end-to-end tests).
  • Make sure to add/update documentation regarding your changes (or request one from the team).
  • You are NOT deprecating/removing a feature.

Created detailed roadmap organized into 4 phases spanning 2026-2027+:

Phase 1 (Q1 2026) - Foundation:
- Advanced visualization (tables, gauges, heatmaps, dashboard variables)
- Enhanced alerting with routing and integrations (PagerDuty, Teams)
- Explore mode and query improvements
- TimeFusion migration and platform hardening

Phase 2 (Q2-Q3 2026) - Advanced Features:
- Full APM suite (service maps, dependency graphs, profiling)
- Infrastructure monitoring (hosts, K8s, network)
- Real User Monitoring with session replay
- Synthetic monitoring (uptime checks, API tests)
- Enhanced AI capabilities (workflow builder, RCA)
- SLO tracking and reliability features

Phase 3 (Q4 2026 - Q1 2027) - Enterprise:
- Multi-tenancy with RBAC and SSO
- Team collaboration features
- Multi-datasource support
- Plugin ecosystem
- Reporting and PDF exports
- Compliance and security features

Phase 4 (2027+) - Innovation:
- Advanced AI copilot capabilities
- CI/CD integration and DORA metrics
- eBPF-based monitoring
- Cost optimization features

Includes competitive feature matrix, success metrics, resource requirements,
risk analysis, and detailed specifications for key features like dashboard
variables, service maps, SLO tracking, and AIOps workflows.
@tonyalaribe tonyalaribe changed the title Create feature roadmap for monitoring platform Feature roadmap for Monoscope Jan 2, 2026
@claude
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claude bot commented Jan 2, 2026

PR Review: Feature Roadmap

Overview

This PR adds a comprehensive 776-line ROADMAP.md document outlining Monoscope's path to Datadog/Grafana parity. Since this is documentation rather than code, I'll focus on content quality, strategic alignment, and actionability.


✅ Strengths

  1. Well-structured & comprehensive - Clear phasing (Q1 2026 → 2027+) with logical feature grouping
  2. Executive-friendly - Includes success metrics, resource requirements, and competitive analysis
  3. Actionable priorities - P0/P1 labels help focus execution
  4. Risk awareness - Acknowledges technical, market, and business risks with mitigations
  5. Detailed specifications - Appendix provides implementation details for key features

🔶 Concerns & Suggestions

1. Timeline Realism

  • Issue: Phase 1 (Q1 2026) has ~35 features, many P0. With 8 engineers, that's aggressive.
  • Suggestion: Either extend timeline or move more items to P1/Phase 2. Dashboard variables + table widget + service maps + alert routing + TimeFusion migration in one quarter is ambitious.

2. Missing from Roadmap

Based on README.md, these current priorities aren't in the roadmap:

  • TimeFusion migration - Mentioned in README roadmap as high priority but only appears in Phase 1.4 (not prominently featured)
  • AIOps workflow builder - In README roadmap but relegated to Phase 2.5
  • Metrics aggregation rules - In README roadmap but not in ROADMAP.md

Recommendation: Reconcile README roadmap with ROADMAP.md or clearly mark this as a separate "feature parity" roadmap.

3. Resource Requirements Too Light

  • Issue: Phase 1 lists 8 engineers total. For 35 features in 3 months, that's ~1.3 features per engineer (accounting for meetings, tech debt, bugs).
  • Suggestion: Either reduce scope or increase team size. Consider dedicated teams per pillar (viz, APM, alerts).

4. Success Metrics Need Baselines

Examples lack current state:

  • "80% of users create custom dashboards" - what's current %?
  • "50% of projects have configured alerts" - current %?

Suggestion: Add "Current: X% → Target: Y%" format for measurability.

5. Competitive Analysis - Missing Context

  • Datadog APM cost is a major differentiator (can be 10x S3 costs) but not emphasized
  • Grafana's plugin ecosystem took 5+ years to build - Phase 3 timeline may be optimistic

6. Technical Debt Not Addressed

Roadmap doesn't mention:

  • Code quality improvements
  • Test coverage goals
  • Performance optimization of existing features
  • Migration path for existing users (e.g., TimescaleDB → TimeFusion)

📝 Content Quality

Positives:

  • Clear, scannable formatting
  • Good use of tables and categories
  • Realistic feature descriptions

Improvements:

  1. Reduce repetition - "Dashboard" appears 40+ times, "Alert" 30+ times. Consider consolidating sections.
  2. Add visual roadmap - A Gantt chart or timeline graphic would help executives quickly grasp phasing.
  3. Link to issues/RFCs - For P0 features, link to GitHub issues or RFCs for deeper dives.

🎯 Strategic Observations

Differentiation Strategy

The roadmap leans heavily on feature parity, but Monoscope's unique strengths are:

  • S3-native storage (cost advantage)
  • AI-powered insights (LLM queries, anomaly detection)
  • Open-source AGPL-3.0

Suggestion: Emphasize these differentiators more. Consider "Phase 0" focusing on doubling down on AI/cost advantages before feature parity.

Market Positioning

  • Phase 1-2: Competing with Grafana (dashboards, viz)
  • Phase 3: Competing with Datadog (APM, RUM, enterprise)
  • Phase 4: Innovation (eBPF, cost optimization)

This is sound, but consider: Is the goal to be "Datadog alternative" or "AI-first observability platform"? Current roadmap tries to be both.


✅ Recommendation: Approve with Suggestions

This is solid strategic planning work. Before finalizing:

  1. Reconcile with README roadmap - Ensure consistency
  2. Add current metrics - For success criteria
  3. Right-size Phase 1 scope - 35 features in Q1 is risky
  4. Highlight S3 + AI differentiators earlier in the document
  5. Add migration strategy - How do existing users upgrade?
  6. Create GitHub project - Link roadmap items to trackable issues

Minor Fixes

  • Line 776: Document cuts off mid-sentence ("Error Budge")
  • Typo: "Monscope" in one place (search for it)
  • Consistency: Sometimes "Phase 1", sometimes "Q1 2026" - pick one format

Overall: Excellent planning artifact. With scope adjustments and alignment to current priorities, this will be a strong north star for the team. Great work! 🚀

Removed Phase 4 (Innovation & Differentiation) section including:
- Advanced AI capabilities (copilot, predictive alerting)
- CI/CD integration and DORA metrics
- eBPF-based monitoring
- Cost management features
- Chaos engineering integration

These features are not necessary for reaching Datadog/Grafana parity and
can be revisited based on future market demand.

Updated AI & AIOps section to highlight existing capabilities:
- Natural language queries (already implemented)
- AI conversations on issues (already implemented)
- Basic anomaly detection (already implemented)

Consolidated Phase 4 success metrics into Phase 3, removed Phase 4
resource requirements, and updated risk mitigation for eBPF to reflect
it's deferred from the roadmap.

Focused roadmap now covers 3 phases (Foundation, Advanced Features,
Enterprise) spanning Q1 2026 - Q1 2027.
@claude
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claude bot commented Jan 2, 2026

PR Review: Feature Roadmap for Monoscope

This PR adds a comprehensive 731-line roadmap document. Here's my analysis:

✅ Strengths

  1. Well-structured & comprehensive - The roadmap is logically organized into phases with clear timelines and priorities
  2. Strategic clarity - Executive summary effectively frames Monoscope's competitive position vs Datadog/Grafana
  3. Actionable features - Features are broken down into P0/P1 priorities with checkboxes for tracking
  4. Competitive analysis - The feature matrix provides clear comparison points
  5. Risk awareness - Includes risk analysis and mitigation strategies
  6. Success metrics - Defines measurable outcomes for each phase

📝 Documentation Quality Issues

  1. Inconsistent formatting - Mix of styles (some features have descriptions, others don't)

  2. Excessive length - At 731 lines, this is difficult to navigate and maintain

    • Consider splitting into multiple files: ROADMAP.md (high-level), roadmap/phase-1.md, roadmap/phase-2.md, etc.
    • Or create a GitHub Project board for better tracking
  3. Truncated content - The conclusion is cut off mid-sentence (line 731: "Ship dashboard variables, service maps, alert routing, and RBAC before venturing into R")

  4. Outdated references - "Last Updated: January 2, 2026" but we're currently in 2026, making this feel stale immediately

    • Better: "Version 1.0 - Q1 2026" or use git history for dating
  5. Unrealistic timeline assumptions - The roadmap assumes significant team expansion without context on current team size or funding

🎯 Content Recommendations

  1. Add a TL;DR section at the top with just the 5-10 most critical features for Q1 2026
  2. Link to issues - Convert P0 items to GitHub issues and link them from the roadmap
  3. Version this document - Add version number and changelog section to track updates
  4. Remove speculation - The "Immediate Actions (This Week)" section will be outdated quickly; move to GitHub Projects
  5. Condense appendices - The detailed feature specs (Section A-D) could be separate RFC documents

📐 Structural Improvements

Consider this structure for better maintainability:

ROADMAP.md (high-level vision, current state, phases overview)
├── roadmap/
│   ├── 2026-Q1-foundation.md
│   ├── 2026-Q2-Q3-advanced-features.md  
│   ├── 2026-Q4-2027-Q1-enterprise.md
│   └── rfcs/
│       ├── 001-dashboard-variables.md
│       ├── 002-service-maps.md
│       └── 003-aiops-workflows.md

⚠️ Potential Issues

  1. Scope creep risk - This is an extremely ambitious roadmap (731 features/items). Without careful prioritization, this could lead to:

    • Team burnout
    • Half-finished features
    • Quality issues
  2. Maintenance burden - A 731-line markdown file will quickly become outdated. Consider:

    • GitHub Projects for tracking
    • Living document with quarterly reviews
    • Auto-generated status from issue labels
  3. No current baseline - Missing info on:

    • Current team size
    • Current user count/adoption
    • Current technical debt
    • Which features are already in progress

🔧 Immediate Action Items

Before merging, please address:

  1. Fix truncated conclusion - Complete the last sentence
  2. Add table of contents - For easier navigation
  3. Consider splitting - 731 lines is too much for one file
  4. Link to tracking - Add links to GitHub Projects or Issues for actual tracking
  5. Remove time-sensitive content - "This Week" actions will be stale immediately

💡 Alternative Approach

Instead of one massive file, consider:

  • ROADMAP.md: High-level vision (100-150 lines)
  • GitHub Projects: Living roadmap with actual progress tracking
  • RFC process: Detailed specs for major features as separate docs
  • CHANGELOG.md: Track completed features

Overall Assessment

This is solid strategic thinking, but the execution as a single 731-line markdown file is suboptimal for a living, breathing roadmap. The content is valuable - the format needs work.

Recommendation: Break this into smaller, more maintainable pieces before merging, or clearly mark this as a "strategic vision document" separate from an actual working roadmap.


Review generated by Claude Code - considering documentation quality, maintainability, and project management best practices

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3 participants