What is the Fixing Escalating Technical Debt course about?
As a senior IC at a scaling company, you're expected to ship fast but also leave systems better than you found them. Yet technical debt accumulates silently: unclear ownership, undocumented dependencies, and quick fixes that become permanent. Every new feature increases fragility. Outages recur. Stakeholders lose trust. You know what needs fixing but can’t justify a full rewrite. You need a way.
What situation is the Fixing Escalating Technical Debt for?
As a senior IC at a scaling company, you're expected to ship fast but also leave systems better than you found them. Yet technical debt accumulates silently: unclear ownership, undocumented dependencies, and quick fixes that become permanent. Every new feature increases fragility. Outages recur. Stakeholders lose trust. You know what needs fixing but can’t justify a full rewrite. You need a way.
Who is the Fixing Escalating Technical Debt course for?
Senior individual contributor in software engineering at a high-growth tech company, owning critical services with rising operational load and stakeholder scrutiny.
Who is the Fixing Escalating Technical Debt course not for?
Engineers in early-career roles, managers running teams, or those working in low-velocity environments where technical debt isn’t impacting delivery this quarter.
What do you take away from the Fixing Escalating Technical Debt course?
Identify the critical 20% of code causing 80% of outages and rework Build a stakeholder-aligned backlog of technical improvements tied to business impact Apply surgical refactoring techniques that fit within sprint cycles Document and enforce ownership without requiring org changes Create lightweight monitoring that surfaces debt before it triggers incidents.
How does this map to your situation?
After a recurring incident During sprint planning with tight scope When a service slows unexpectedly Before handing off a legacy module.
What's included with your purchase?
12 modules with 12 chapters each (144 chapters) Downloadable templates and worked examples for every module Hand-built implementation playbook delivered alongside course access 30-day money-back guarantee.
What does the Fixing Escalating Technical Debt cover on delivery and format?
Format: Text-based modules and chapters in the Art of Service learning environment, plus downloadable templates and worked examples for every chapter, plus the hand-built implementation playbook delivered alongside course access. Time investment: Approximately 3-4 hours per module, designed to be applied incrementally alongside your regular work.
Closely related courses: Technical Debt Management, Fixing Flaky Integration Tests in High-Velocity Codebases, Fixing Control Debt in High-Velocity Cloud Migrations, Technical Debt Toolkit.
More answers: what you get with every course, refund policy, all help answers.
A tailored course, built for your situation
Fixing Escalating Technical Debt in High-Velocity Codebases
A tailored course for senior engineers managing stability under growth pressure
The situation this course is for
As a senior IC at a scaling company, you're expected to ship fast but also leave systems better than you found them. Yet technical debt accumulates silently: unclear ownership, undocumented dependencies, and quick fixes that become permanent. Every new feature increases fragility. Outages recur. Stakeholders lose trust. You know what needs fixing but can’t justify a full rewrite. You need a way to make measurable progress without derailing delivery.
Who this is for
Senior individual contributor in software engineering at a high-growth tech company, owning critical services with rising operational load and stakeholder scrutiny.
Who this is not for
Engineers in early-career roles, managers running teams, or those working in low-velocity environments where technical debt isn’t impacting delivery this quarter.
What you walk away with
- Identify the critical 20% of code causing 80% of outages and rework
- Build a stakeholder-aligned backlog of technical improvements tied to business impact
- Apply surgical refactoring techniques that fit within sprint cycles
- Document and enforce ownership without requiring org changes
- Create lightweight monitoring that surfaces debt before it triggers incidents
The 12 modules (with all 144 chapters)
- What is technical debt, really?
- The four types of costly code decay
- How to spot debt that breaks services
- Using incident logs as debt signals
- PR size and frequency correlation
- Ownership ambiguity detection
- Dependency web analysis
- Measuring team cognitive load
- Mapping services to business impact
- Creating a debt heat map
- Validating with peer input
- Prioritizing visibility over volume
- Translating outages to cost
- Framing fixes as risk reduction
- Using uptime metrics in proposals
- Linking debt to feature delays
- Building business-case snippets
- Anticipating stakeholder objections
- Creating before-and-after visuals
- Timing requests with planning cycles
- Gaining buy-in without overpromising
- Securing space in sprint plans
- Tracking shared success metrics
- Reinforcing credibility post-fix
- The refactor-within-PR method
- Isolating behavior from structure
- Using feature flags for safety
- Incremental interface updates
- Decoupling logic from data
- Strangler pattern for services
- Safe renaming strategies
- Automated smoke test creation
- Validating changes in staging
- Rollback planning essentials
- Documenting changes in context
- Reducing review time with clarity
- Identifying silent owners
- Mapping who touches what
- Creating ownership registries
- Using blame tools constructively
- Initiating handover conversations
- Setting up maintenance rotations
- Defining 'done' for handoffs
- Documenting tribal knowledge
- Building cross-team norms
- Using PR templates to enforce standards
- Automating ownership reminders
- Measuring ownership clarity gains
- Designing for maintainability
- Setting PR quality thresholds
- Creating template checklists
- Automating dependency checks
- Flagging high-risk patterns
- Requiring impact assessments
- Integrating debt checks into CI
- Using code health dashboards
- Running monthly debt reviews
- Celebrating cleanup wins
- Onboarding new devs effectively
- Updating documentation automatically
- Latency as a debt indicator
- Error rate trend analysis
- Tracking retry storm patterns
- Identifying flaky tests
- Monitoring PR-to-production time
- Measuring test coverage gaps
- Alerting on config drift
- Logging debt-related keywords
- Correlating deploys with incidents
- Setting up early warning dashboards
- Reducing noise in alerts
- Sharing insights with peers
- Choosing winnable battles
- Setting measurable goals
- Communicating progress simply
- Using data in standups
- Highlighting reduced toil
- Showing stakeholder benefits
- Avoiding over-claiming
- Linking fixes to business outcomes
- Getting credit without self-promotion
- Documenting before-and-after states
- Creating shareable summaries
- Building a reputation for reliability
- Identifying reusable patterns
- Creating shareable templates
- Standardizing refactoring steps
- Packaging playbooks for teams
- Running lightweight workshops
- Using internal docs as leverage
- Automating common fixes
- Building cross-service alliances
- Sharing metrics across groups
- Influencing without mandates
- Tracking adoption across teams
- Celebrating network effects
- Measuring system understandability
- Reducing context-switching cost
- Simplifying service interactions
- Documenting key flows visually
- Creating on-call primers
- Using architecture decision records
- Pruning obsolete features
- Consolidating configuration
- Naming conventions that help
- Reducing log noise
- Improving searchability
- Auditing for clarity quarterly
- Allocating time without resistance
- Bundling fixes with features
- Using tech debt points
- Negotiating scope trade-offs
- Setting sprint health goals
- Reviewing debt progress in retros
- Adjusting velocity expectations
- Tracking hidden rework costs
- Celebrating clean merges
- Using team health metrics
- Balancing speed and quality
- Maintaining momentum long-term
- The cost of not fixing debt
- Using analogies effectively
- Avoiding jargon in summaries
- Focusing on user impact
- Comparing short vs long term
- Visualizing risk accumulation
- Telling stories with data
- Anticipating follow-up questions
- Staying neutral under pressure
- Reinforcing shared goals
- Building trust over time
- Making trade-offs visible
- Setting sustainable pacing
- Avoiding hero culture
- Sharing ownership broadly
- Rotating cleanup responsibilities
- Recognizing small efforts
- Protecting focus time
- Saying no strategically
- Managing upward expectations
- Tracking personal energy
- Building support networks
- Planning for rest
- Measuring long-term impact
How this maps to your situation
- After a recurring incident
- During sprint planning with tight scope
- When a service slows unexpectedly
- Before handing off a legacy module
Before vs. after
What's included with your purchase
- 12 modules with 12 chapters each (144 chapters)
- Downloadable templates and worked examples for every module
- Hand-built implementation playbook delivered alongside course access
- 30-day money-back guarantee
Delivery and format
- Course and learning environment access provisioned within 24 hours of purchase
- Hand-built implementation playbook delivered alongside course access
Format: Text-based modules and chapters in the Art of Service learning environment, plus downloadable templates and worked examples for every chapter, plus the hand-built implementation playbook delivered alongside course access.
Time investment: Approximately 3-4 hours per module, designed to be applied incrementally alongside your regular work.
How this compares to the alternatives
Unlike generic engineering courses or broad 'tech debt' talks, this course gives you actionable, step-by-step methods tailored to senior ICs in high-pressure environments, focused on what actually moves the needle right now, not theory.
Frequently asked
Within 24 hours your account in the learning environment is provisioned and the tailored implementation playbook is delivered alongside it.