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Feature Flags, System Monitoring, and Developer Experience — Learning Roadmap

This roadmap is your study plan. Work through the phases in order. Each phase builds directly on the previous one. Mark your current position with ← You Are Here and update it as you progress.


Prerequisites Map

Confirm you have working knowledge of these before entering Phase 1:

[[django-fastapi-flask]]       ──┐
                                  ├──► Feature Flags & Monitoring  (start here)
[[devops-platform-engineering]] ──┤
[[systems-architecture]]        ──┘

If any prerequisite is missing, complete it first and return here.


Learning Path Visualization

flowchart TD
    A([Prerequisites Met]) --> B

    subgraph P1["Phase 1: Foundation  •  Weeks 1–3"]
        B["Module 01: Introduction to Observability"]
        B --> C["Module 02: Metrics and Prometheus"]
        C --> D["Module 03: Dashboards and Grafana"]
    end

    subgraph P2["Phase 2: Core Toolchain  •  Weeks 4–7"]
        E["Module 04: Error Tracking with Sentry"]
        E --> F["Module 05: Distributed Tracing"]
        F --> G["Module 06: PostHog Product Analytics"]
        G --> H["Module 07: DataDog APM"]
    end

    subgraph P3["Phase 3: Production Patterns  •  Weeks 8–11"]
        I["Module 08: Feature Flags Deep Dive"]
        I --> J["Module 09: Progressive Delivery"]
        J --> K["Module 10: Incident Response"]
        K --> L["Module 11: Developer Experience"]
    end

    subgraph P4["Phase 4: Mastery  •  Weeks 12–16"]
        M["Module 12: Capstone Project"]
        M --> N["Topic Review & Weak-Spot Work"]
        N --> O([Topic Complete])
    end

    D --> E
    H --> I
    L --> M

    style A fill:#2a9d8f,color:#fff,stroke:none
    style O fill:#2a9d8f,color:#fff,stroke:none
    style P1 fill:#edf2fb,stroke:#8d99ae
    style P2 fill:#fef3c7,stroke:#d97706
    style P3 fill:#fee2e2,stroke:#dc2626
    style P4 fill:#dcfce7,stroke:#16a34a

Phase Breakdown

Phase 1: Foundation

Goal: Understand what observability means, why it exists, and get comfortable with Prometheus metrics and Grafana dashboards. Leave Phase 1 able to instrument a simple application and visualize its health.

Module Name Est. Hours Key Skill Gained
01 Introduction to Observability 4 Mental model: metrics vs logs vs traces vs flags
02 Metrics and Prometheus 6 Instrument code; query with PromQL
03 Dashboards and Grafana 5 Build dashboards; set alert rules

Phase 1 Exit Criteria:

  • Can explain the three pillars of observability without notes
  • Have instrumented a Python application with at least 3 Prometheus metrics
  • Have built a Grafana dashboard with 3+ panels and one alert rule
  • Scored ≥ 70% on Modules 01, 02, and 03 tests
  • GLOSSARY.md has at least 10 entries

Milestone unlocked: Foundation Built


Phase 2: Core Toolchain

Goal: Develop hands-on fluency with the major observability tools. Leave Phase 2 able to set up error tracking, distributed tracing, product analytics, and APM in a real application.

Module Name Est. Hours Key Skill Gained
04 Error Tracking with Sentry 6 Capture and triage errors; set up releases
05 Distributed Tracing 7 Instrument with OpenTelemetry; read traces
06 PostHog Product Analytics 5 Track events; build funnels; run A/B tests
07 DataDog APM 7 Full APM setup; log-trace correlation; SLOs

Phase 2 Exit Criteria:

  • Have set up Sentry in a Python or JS app and triaged a real error
  • Have propagated a trace across two services with OpenTelemetry
  • Have created a PostHog funnel and interpreted drop-off data
  • Scored ≥ 75% on all Phase 2 module tests

Milestone unlocked: Core Toolchain Mastery


Phase 3: Production Patterns

Goal: Apply knowledge to production engineering challenges. Feature flags, progressive delivery, incident response, and DX measurement require synthesizing concepts from all earlier phases.

Module Name Est. Hours Key Skill Gained
08 Feature Flags Deep Dive 7 Design flag taxonomy; implement targeting rules
09 Progressive Delivery 7 Canary releases; statistical A/B testing
10 Incident Response 6 Run incidents; write runbooks; conduct post-mortems
11 Developer Experience 6 Measure DX with DORA and SPACE; design IDPs

Phase 3 Exit Criteria:

  • Have implemented a gradual rollout using feature flags (5% → 25% → 100%)
  • Have written a runbook for a realistic failure scenario
  • Have calculated DORA metrics for a team or project
  • Scored ≥ 80% on all Phase 3 module tests

Milestone unlocked: Production Patterns Mastery


Phase 4: Mastery

Goal: Synthesize everything. Build a fully-instrumented multi-service application with a complete observability stack, runbooks, SLO dashboard, and feature flag system.

Activity Est. Hours Description
Capstone Project 15 Instrument a multi-service application end-to-end
Topic Review 4 Revisit modules where test scores were below 80%
Teaching Exercise 3 Write a blog post, explain to someone else, or make a demo
Final Self-Assessment 2 Retake weakest module tests; verify overall score ≥ 80%

Phase 4 Exit Criteria:

  • Capstone project complete and documented in PROJECTS.md
  • Overall topic score ≥ 80%
  • CHEATSHEET.md is complete and genuinely useful as a reference
  • GLOSSARY.md has definitions for every term encountered throughout the topic

Milestone unlocked: Topic Mastery


Time Estimates Summary

Phase Weeks Est. Hours Cumulative
Phase 1: Foundation 1–3 15 hrs 15 hrs
Phase 2: Core Toolchain 4–7 25 hrs 40 hrs
Phase 3: Production Patterns 8–11 26 hrs 66 hrs
Phase 4: Mastery 12–16 24 hrs 90 hrs
Total 16 ~70 hrs

[!NOTE] These estimates assume roughly 5–8 focused hours per week. If you're studying part-time, the calendar weeks will stretch accordingly. Adjust the schedule to fit your life — consistency matters more than pace.


Milestone Definitions

Milestone Earned When Point Threshold
First Step Module 01 complete Any score
Foundation Built Phase 1 complete, all tests ≥ 70% 90 pts
Core Toolchain Mastery Phase 2 complete, all tests ≥ 75% 200 pts
Production Patterns Mastery Phase 3 complete, all tests ≥ 80% 320 pts
Topic Mastery Phase 4 complete, capstone done, overall ≥ 80% 380 pts
Instrument Everything Personally instrumented a real project
Flag Master Deployed a flag, run A/B test, performed gradual rollout

Alternative Paths

Fast Track (If You Have Prior Experience)

If you already have solid experience with Prometheus and Grafana:

Skim Modules 01–03 → Start at Module 04 → Continue normally

Take the Module 01 test first. If you score ≥ 85%, skip to Module 04.

Deep Dive Path (Maximum Understanding)

For maximum depth, add these supplementary activities between phases:

  • After Phase 1: Read the Google SRE Book, Chapters 1–6 (error budgets, SLOs) — sre.google/sre-book
  • After Phase 2: Work through the OpenTelemetry demo application — opentelemetry.io/docs/demo
  • After Phase 3: Read the DORA State of DevOps Report for the current year

Project-First Path (Learn by Building)

If you learn best by doing rather than reading:

Module 01 → Beginner Project → Module 02 → Beginner Project → Module 03 → ...

Alternate one module of theory with one hands-on project at each step.


You Are Here

Current Phase: Not started

Current Module: None — begin at Module 01

Last Completed Module: None

Next Action: Open Module 01 and read the Overview section.

Update this section each time you advance to a new module or phase.