A tailored course, built for your situation
Final Call on Data Stack Decisions, Without Escalation
How senior data engineers independently steer dbt patterns, tooling choices, and pipeline standards across teams
$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 IC data engineer influencing stack direction without formal authority
Who this is not for
Engineers focused only on writing transformation logic without shaping team-wide standards
What you walk away with
- Confidence to set dbt modeling conventions others adopt
- Framework for evaluating and choosing orchestration tools independently
- Ability to align cross-functional peers on pipeline testing standards
- Precedent-setting judgment on when to build vs. buy data tooling
- Authority to finalize Snowflake resource governance policies without review
The 12 modules (with all 144 chapters)
Module 1. Owning the Data Modeling Standard
Define the principles behind your dbt project structure and ensure consistency across teams without top-down mandates.
12 chapters in this module
- Model hierarchy logic
- Naming convention rules
- Documentation thresholds
- Testing coverage minimums
- Refactoring triggers
- Version control norms
- Subject area ownership
- Change approval paths
- Peer review checklist
- Onboarding integration
- Tooling compatibility
- Performance guardrails
Module 2. Finalizing Orchestration Patterns
Choose workflow engines and scheduling logic based on operational needs, not vendor defaults.
12 chapters in this module
- DAG complexity limits
- Failure handling rules
- Alerting thresholds
- Backfill safety checks
- Execution environment specs
- Dependency mapping
- Pipeline observability
- Runtime SLAs
- Recovery workflows
- Monitoring integration
- Cost containment
- Team access tiers
Module 3. Setting Transformation Boundaries
Determine where logic lives, source, staging, marts, and enforce consistency across contributors.
12 chapters in this module
- Source system rules
- Staging layer scope
- Logic placement criteria
- ID resolution policy
- Null handling standards
- Surrogate key method
- Time zone handling
- Currency conversion
- Data retention rules
- Archive triggers
- PII masking logic
- Refresh frequency
Module 4. Tooling Evaluation Framework
Systematically assess new tools for integration, cost, and team fit without relying on vendor pitches.
12 chapters in this module
- Integration effort score
- Maintenance load estimate
- Team learning curve
- Support SLA review
- Vendor lock-in risk
- Open-source viability
- Customization ceiling
- Data ownership clarity
- Exit pathway
- Cost-per-feature ratio
- Support channel access
- Roadmap alignment
Module 5. Consensus Without Authority
Align peers on technical direction using structured reasoning, not hierarchy.
12 chapters in this module
- Stakeholder mapping
- Influence point identification
- Proposal framing
- Objection anticipation
- Trade-off communication
- Evidence selection
- Peer validation loop
- Iteration cadence
- Feedback synthesis
- Decision paper structure
- Pre-mortem analysis
- Adoption tracking
Module 6. Ownership of Pipeline Testing
Define what constitutes sufficient test coverage and enforce it across contributions.
12 chapters in this module
- Unit test requirements
- Integration test scope
- Data quality assertions
- Schema change validation
- Backward compatibility
- Error threshold rules
- Test automation level
- Failure response protocol
- Monitoring integration
- Ownership handoff
- Test documentation
- Review checklist
Module 7. Governance of Shared Resources
Set rules for Snowflake compute and storage use that balance performance and cost.
12 chapters in this module
- Warehouse sizing rules
- Auto-suspend settings
- Clustering key policy
- Search optimization
- Materialized view use
- Data retention tiers
- Cost allocation tags
- Query timeout limits
- Concurrency management
- Role-based access
- Budget alerting
- Usage review cycle
Module 8. Documentation as Decision Record
Turn documentation into a tool for precedent-setting and knowledge leverage.
12 chapters in this module
- Decision log structure
- Rationale capture
- Alternative evaluation
- Risk assessment
- Approval status
- Stakeholder input
- Version tracking
- Linking to code
- Searchability
- Update triggers
- Archive criteria
- Access permissions
Module 9. Precedent in Vendor Evaluation
Lead selection of third-party tools with structured analysis others defer to.
12 chapters in this module
- Use case alignment
- Data ownership terms
- Security review checklist
- Compliance certification
- API stability
- Support responsiveness
- Pricing transparency
- Team fit assessment
- Integration depth
- Exit cost analysis
- Roadmap credibility
- Reference validation
Module 10. Influence in Hiring and Onboarding
Shape team composition by defining technical bar and onboarding expectations.
12 chapters in this module
- Skills assessment criteria
- Portfolio review method
- Technical interview structure
- Realistic job preview
- Onboarding milestone map
- Mentor matching
- Early deliverable design
- Feedback cycle setup
- Autonomy gradient
- Knowledge transfer plan
- Tooling setup standard
- Team norm integration
Module 11. Ownership of Data Contracts
Define and enforce agreements between producers and consumers to reduce rework.
12 chapters in this module
- Schema guarantee level
- Refresh SLA
- Backward compatibility
- Error reporting path
- Change notification
- Ownership clarity
- Consumer validation
- Versioning strategy
- Deprecation process
- Monitoring integration
- Usage tracking
- Dispute resolution
Module 12. Setting the Technical Vision
Articulate a forward-looking view that aligns teams and guides incremental progress.
12 chapters in this module
- Current state assessment
- Gap identification
- Direction framing
- Milestone mapping
- Resource projection
- Risk signaling
- Stakeholder alignment
- Feedback integration
- Version control
- Communication rhythm
- Progress tracking
- Adaptation protocol
How this maps to your situation
- When proposing a new dbt project standard
- Evaluating an orchestration tool purchase
- Designing a pipeline testing framework
- Leading a cross-team data contract
Before vs. after
Before
Technical decisions require alignment loops and senior review.
After
You set precedent others follow, with clear reasoning and structured frameworks.
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.
How this compares to the alternatives
Unlike generic data engineering courses, this focuses on decision ownership and influence from an IC position, not just technical execution.
Frequently asked
Is this about learning dbt or Snowflake?
No , this is about owning decisions on how they’re used at scale, not the basics of the tools.
How is the course structured?
12 modules, each containing 12 chapters (144 chapters total).
Will this help me move into management?
It’s designed for ICs who want to deepen technical authority, not transition to people leadership.
$199 one-time. Approximately 3-4 hours per module, designed to be completed alongside regular work..
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