A tailored course, built for your situation
Mastering APRA CPS 234 for Data Product Owners in Financial Services
Build auditable, regulator-ready data governance frameworks with precision and confidence
The situation this course is for
Most data teams react to audit requests, scrambling to pull lineage, define controls, and justify decisions. But when evidence is an afterthought, it creates rework, weakens credibility, and pushes real governance decisions upstream to teams who don’t own the data model. The cost isn’t just time, it’s influence.
Who this is for
Senior Data Product Owner in a regulated financial institution, accountable for data governance outcomes but not formally in a compliance role. Wants to own the design of compliant systems, not just respond to requests. Sees CPS 234 as a lever for influence, not a checklist.
Who this is not for
Entry-level compliance staff, auditors, or consultants looking for generic frameworks. This is not for those who see CPS 234 as a reporting exercise.
What you walk away with
- Map CPS 234 controls directly to data product architecture
- Produce regulator-ready evidence packages without rework
- Anticipate control interpretation gaps before audit cycles
- Structure data governance narratives that stand up to scrutiny
- Own the definition of compliance 'completeness' within your domain
The 12 modules (with all 144 chapters)
- Defining information security resilience in financial data systems
- How CPS 234 applies to non-custodial data roles
- Distinguishing between data custody and governance accountability
- The role of data product owners in breach prevention
- Mapping CPS 234 principles to data lifecycle stages
- Why compliance starts at design, not audit time
- Interpreting 'adequate protection' in distributed systems
- Balancing innovation velocity with control integrity
- Case study: Data product failure under CPS 234 review
- How regulators assess 'reasonably practicable' controls
- The difference between technical compliance and audit readiness
- Building a CPS 234 mindset into product planning
- Translating CPS 234 control 2.1 to data pipeline design
- Linking data classification levels to storage controls
- Documenting lineage for audit-ready evidence
- Using metadata to automate control assertions
- Mapping access controls to data sensitivity tiers
- How to structure lineage diagrams for compliance
- Integrating control mapping into sprint deliverables
- Versioning control mappings across product iterations
- Avoiding over-scoping in control application
- Tools for visualizing control-to-data relationships
- Common gaps in lineage-to-control traceability
- Building living documentation for ongoing audits
- Architecting systems that auto-generate SoA entries
- Embedding audit trails in ETL processes
- Using schema evolution to maintain control continuity
- Designing for data provenance by default
- Automating classification and tagging workflows
- Configuring systems to flag control boundary violations
- How data product APIs can serve compliance queries
- Structuring logs for regulator-accessible formats
- Balancing real-time monitoring with data privacy
- Integrating compliance checks into CI/CD pipelines
- Creating immutable records for critical data flows
- Testing self-documentation under audit simulation
- What APRA looks for in control evidence submissions
- Structuring responses to avoid follow-up requests
- Using standard phrasing that passes preliminary review
- Including only necessary context to prevent overload
- Demonstrating proportionality in control design
- How to present risk acceptance decisions cleanly
- Formatting evidence for multi-party review
- Avoiding common language that triggers scrutiny
- Linking technical implementation to policy statements
- Using diagrams to reduce explanatory text
- Version control practices for evidence packages
- Preparing for CPS 234 variation notices
- Applying CPS 234 to cloud-based data services
- Assessing third-party compliance posture objectively
- Defining accountability in shared data environments
- Negotiating data protection terms with vendors
- Auditing vendor controls without direct access
- Using contractual obligations to enforce standards
- Mapping data residency requirements to vendor SLAs
- Handling vendor breaches under CPS 234 reporting
- Documenting due diligence for oversight teams
- Building exit strategies into vendor contracts
- Evaluating SaaS providers through a CPS 234 lens
- Maintaining control continuity during transitions
- Defining reportable incidents under CPS 234
- Creating tiered response protocols for data events
- Integrating legal and compliance teams early
- Documenting containment actions for audit
- Communicating incidents without over-disclosing
- Preserving evidence during live mitigation
- Post-incident review processes that build trust
- Updating controls based on incident learnings
- Simulating breach scenarios for readiness
- Coordinating with central security teams
- Reporting timelines and internal escalation paths
- Avoiding over-classification that triggers reporting
- Conducting lightweight risk assessments per feature
- Using risk heatmaps to guide prioritization
- Documenting risk acceptance at the product level
- Aligning sprint goals with control objectives
- Building risk reviews into backlog refinement
- Creating product-level risk registers
- Linking risk decisions to architectural choices
- Demonstrating due diligence in fast-moving teams
- Balancing agility with accountability
- Using risk language that resonates with auditors
- Updating assessments after system changes
- Avoiding checkbox risk assessments
- Tailoring messages to different stakeholder needs
- Explaining data controls without jargon
- Creating executive summaries that build confidence
- Presenting risk decisions to non-technical leaders
- Handling pushback on control overhead
- Using visuals to convey compliance posture
- Building trust through consistency
- Communicating trade-offs transparently
- Avoiding over-promising on control guarantees
- Timing communications around audit cycles
- Creating standing reports for oversight teams
- Managing expectations during incident response
- Defining key compliance indicators for data products
- Automating control validation checks
- Using dashboards to track compliance health
- Scheduling evidence refreshes proactively
- Integrating monitoring into operations routines
- Alerting on control drift without noise
- Auditing monitoring systems themselves
- Using sampling techniques for large datasets
- Documenting monitoring processes for auditors
- Balancing automation with human oversight
- Updating monitoring after control changes
- Demonstrating consistency across review cycles
- Assessing CPS 234 impact of schema changes
- Updating control mappings during migrations
- Managing versioned data products under compliance
- Documenting changes for audit trails
- Testing controls after system updates
- Communicating changes to compliance teams
- Handling rollback scenarios in regulated systems
- Maintaining evidence during transition periods
- Using change advisory boards effectively
- Balancing speed and control in agile environments
- Tracking technical debt in compliance terms
- Updating SoAs after major releases
- Initiating cross-team governance discussions
- Building consensus on control interpretations
- Creating shared definitions of 'compliant'
- Influencing standards from a product role
- Resolving conflicts between speed and control
- Documenting decisions for broader application
- Scaling best practices across teams
- Using pilot projects to demonstrate value
- Gaining buy-in from skeptical stakeholders
- Measuring adoption of shared standards
- Maintaining momentum after initial rollout
- Adapting standards to different domains
- Documenting institutional knowledge systematically
- Creating onboarding materials for new roles
- Using templates to maintain consistency
- Designing for maintainability over cleverness
- Establishing review cycles for living documents
- Avoiding single points of failure in compliance
- Building redundancy into evidence processes
- Using peer review to sustain quality
- Measuring maturity of governance practices
- Planning for succession in key roles
- Updating practices based on team feedback
- Creating a culture of shared ownership
How this maps to your situation
- Initial compliance setup
- Ongoing evidence management
- Incident and change response
- Long-term governance sustainability
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 90 minutes per week over three weeks, with self-paced access to all materials.
How this compares to the alternatives
Unlike generic compliance courses, this program is tailored to data product owners in financial services, with direct application to APRA CPS 234 requirements and real-world implementation patterns.
Frequently asked
Within 24 hours your account in the learning environment is provisioned and the tailored implementation playbook is delivered alongside it.