A tailored course, built for your situation
Final call on data architecture decisions, no senior review required
A 12-module course to establish authoritative command over data engineering frameworks and expand your mandate in the current role
$199 one-time
24-hour access provisioning
30-day money-back guarantee
Hand-built implementation playbook
12 modules. 12 chapters per module. 144 chapters total.
12 modules, each with 12 chapters (144 chapters total), text-based, plus downloadable templates and a hand-built implementation playbook delivered alongside course access.
The situation this course is for
Who this is for
Senior individual contributor in data engineering at a regulated financial institution, responsible for high-stakes data pipeline and architecture decisions with limited margin for rework
Who this is not for
Junior engineers looking to learn SQL or cloud basics, or managers seeking team leadership content
What you walk away with
- Design data architecture proposals that gain approval without escalation
- Own final decisions on schema standards, pipeline ownership, and integration patterns
- Produce auditable design documentation that satisfies compliance reviewers on first submission
- Expand your influence to adjacent domains like risk data aggregation and regulatory reporting pipelines
- Build a personal library of reusable decision templates for common architectural trade-offs
The 12 modules (with all 144 chapters)
Module 1. Ownership mindset in senior data engineering
Shift from execution to decision ownership by understanding how technical authority is earned and maintained in regulated environments.
12 chapters in this module
- Defining mandate in engineering IC roles
- The IC authority threshold at financial firms
- From deliverables to decision ownership
- How Schwab-level standards shape design
- Recognizing high-leverage design points
- Aligning autonomy with compliance needs
- Signals that you're ready for more scope
- Building credibility through consistency
- Ownership vs. escalation patterns
- Documentation as proof of judgment
- Case: Pipeline ownership handoff
- Exercise: Map your current mandate
Module 2. Architecture decision records that close review
Learn the structure, tone, and evidence needed in ADRs that pass compliance and technical review without revision loops.
12 chapters in this module
- ADR anatomy for financial data systems
- The three required justification layers
- Incorporating regulatory references
- Benchmarking against internal standards
- Naming trade-offs explicitly
- Avoiding ambiguous implementation terms
- Using data flow diagrams effectively
- Referencing past approved decisions
- Versioning and lineage tracking
- ADR review turnaround benchmarks
- Case: Real-time vs batch trade data
- Template: One-pass ADR builder
Module 3. Schema governance without gatekeepers
Establish control over schema evolution by building consensus-backed standards that reduce coordination drag.
12 chapters in this module
- Schema change friction points
- Defining ownership boundaries
- Versioning strategies that scale
- Backward compatibility protocols
- Automated schema validation rules
- Handling downstream dependency alerts
- Publishing schema change calendars
- Documenting deprecation timelines
- Engaging consumer teams early
- Enforcement without overreach
- Case: Client account schema update
- Template: Schema evolution proposal
Module 4. Pipeline ownership models that scale
Define clear ownership frameworks for data pipelines that prevent handoff delays and ensure end-to-end accountability.
12 chapters in this module
- Single vs shared pipeline ownership
- Ownership transition checklists
- Monitoring responsibility splits
- Alert ownership definitions
- Runbook maintenance duties
- Change approval workflows
- Capacity planning for pipeline teams
- Cross-domain pipeline handshakes
- Ownership documentation standards
- Metrics for ownership clarity
- Case: Market data pipeline ownership
- Template: Pipeline ownership charter
Module 5. Regulatory alignment in design artefacts
Embed compliance requirements directly into architecture documentation to eliminate rework during audits.
12 chapters in this module
- Key Schwab-relevant regulations
- Mapping rules to data elements
- Data lineage for audit readiness
- PII handling in pipeline design
- Retention period enforcement
- Access control integration points
- Audit trail generation strategies
- Regulatory change response plans
- Coordination with legal teams
- Compliance as design constraint
- Case: SEC Rule 17a-4 compliance
- Template: Compliance-by-design checklist
Module 6. Standardising integration patterns
Create repeatable integration blueprints that reduce decision fatigue and accelerate future delivery.
12 chapters in this module
- Common integration anti-patterns
- API vs event-driven trade-offs
- Batch window optimisation
- Error handling standardisation
- Retry logic design
- Dead letter queue policies
- Cross-system identity resolution
- Timestamp synchronisation
- Data consistency guarantees
- Monitoring integration health
- Case: Third-party market data feed
- Template: Integration pattern library
Module 7. Decision templates for recurring trade-offs
Build a personal repository of pre-justified decisions for common architectural choices.
12 chapters in this module
- Identifying repetitive decision points
- Capturing rationale once, reusing often
- Template structure for scalability
- Versioning decision templates
- Sharing templates across teams
- Updating templates with new data
- Gaining peer recognition
- Templating schema decisions
- Templating pipeline orchestration
- Templating data retention rules
- Case: Template adoption at scale
- Template: Decision template builder
Module 8. Expanding scope through peer influence
Grow your remit by becoming the go-to resource for adjacent teams facing similar architectural challenges.
12 chapters in this module
- Identifying expansion opportunities
- Building cross-team credibility
- Presenting patterns, not mandates
- Hosting internal design reviews
- Contributing to architecture forums
- Authoring internal white papers
- Mentoring junior engineers
- Scaling influence without title
- Tracking expanded contributions
- Measuring informal leadership
- Case: Leading a firm-wide data standard
- Template: Influence growth tracker
Module 9. Ownership of data quality frameworks
Take responsibility for data quality measurement and enforcement across pipelines and systems.
12 chapters in this module
- Defining data quality dimensions
- Setting threshold standards
- Automated quality rule libraries
- Alerting on data anomalies
- Root cause tracking workflows
- Reporting quality metrics
- Handling data incident reviews
- Quality ownership transitions
- Integrating with pipeline monitoring
- Quality as a service offering
- Case: Client data accuracy drop
- Template: Data quality SLA
Module 10. Managing technical debt in data systems
Lead efforts to address legacy issues without sacrificing delivery pace or regulatory compliance.
12 chapters in this module
- Classifying technical debt types
- Prioritising debt reduction
- Balancing new features vs refactors
- Documenting known debt
- Creating debt repayment plans
- Gaining approval for refactors
- Measuring debt reduction impact
- Preventing new debt accumulation
- Debt transparency with leadership
- Case: Legacy batch pipeline modernisation
- Template: Technical debt register
- Exercise: Debt prioritisation matrix
Module 11. Cross-domain data initiatives
Lead data projects that span multiple business units or functional domains, increasing your strategic impact.
12 chapters in this module
- Identifying cross-domain opportunities
- Building coalition support
- Aligning on shared data models
- Resolving ownership conflicts
- Coordinating delivery timelines
- Managing integration complexity
- Reporting cross-functional progress
- Documenting shared standards
- Sustaining momentum post-launch
- Case: Enterprise client view initiative
- Template: Cross-domain project charter
- Exercise: Stakeholder alignment map
Module 12. Compounding impact through reusable assets
Turn one-off solutions into institutional assets that amplify your influence across the organisation.
12 chapters in this module
- Identifying reusable components
- Packaging solutions for reuse
- Documentation for adoption
- Versioning shared assets
- Support models for internal users
- Measuring adoption impact
- Building internal open source culture
- Creating asset governance
- Recognising contribution
- Case: Internal data validation toolkit
- Template: Reusable asset playbook
- Exercise: Asset transformation plan
How this maps to your situation
- You're drafting a pipeline architecture proposal
- You're responding to compliance feedback
- You're onboarding a new consumer of your data
- You're leading a cross-team integration
Before vs. after
Before
Architecture decisions require senior review, compliance feedback triggers rework, and influence is limited to immediate team boundaries.
After
You own final design calls, produce self-approving documentation, and expand your remit through reusable patterns and peer recognition.
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 completed alongside regular work. Most practitioners finish in 6-8 weeks.
How this compares to the alternatives
Generic data engineering courses focus on tools and syntax. This course focuses on decision ownership, artefact quality, and mandate expansion, specifically for senior ICs in regulated environments.
Frequently asked
Is this course about learning a new tool or platform?
No. This course is about strengthening your authority in technical decision-making, not learning a specific technology.
How is the course structured?
12 modules, each containing 12 chapters (144 chapters total).
Will this help me get promoted?
This course focuses on expanding your mandate in your current role, owning more decisions, producing higher-impact work, and influencing beyond your immediate scope.
$199 one-time. Approximately 3-4 hours per module, designed to be completed alongside regular work. Most practitioners finish in 6-8 weeks..
Within 24 hours your account in the learning environment is provisioned and the tailored implementation playbook is delivered alongside it.
30-day money-back guarantee·
144 chapters·
Hand-built playbook included·
Account access within 24 hours