A tailored course, built for your situation
Mastering PCI DSS for Senior Machine Learning and Data Engineers
Build compliant, auditable data systems with full command of payment security standards
$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.
Spending too much time translating compliance requirements into technical specs?
The situation this course is for
Most data engineers treat PCI DSS as a separate checklist, not an integrated design constraint. That leads to last-minute rework, audit friction, and systems that pass review but aren’t maintainable. The gap isn't effort, it's command of the standard in practice.
Who this is for
Senior data and ML engineers working in regulated environments where payment data intersects with analytics or AI systems
Who this is not for
Entry-level developers, non-technical compliance staff, or those outside data infrastructure roles
What you walk away with
- Map PCI DSS requirements directly to data pipeline controls with precision
- Build segmented architectures that satisfy scope reduction rules
- Document evidence trails that pass auditor scrutiny on first submission
- Apply encryption and key management patterns aligned with Requirement 3 and 4
- Lead cross-functional teams with confidence in control ownership
The 12 modules (with all 144 chapters)
Module 1. PCI DSS Framework Foundations
Understand the structure, intent, and evolution of PCI DSS with a focus on data engineering relevance.
12 chapters in this module
- Origins of PCI DSS
- Scope of applicability
- Data flow boundaries
- Compliance levels defined
- SAQ types overview
- ROC documentation basics
- Version differences
- Card brand enforcement
- Third-party dependencies
- Internal vs external scope
- Data handling roles
- Compliance lifecycle phases
Module 2. Data Flow Mapping for Scope Control
Learn to chart data journeys to minimize PCI scope and justify segmentation.
12 chapters in this module
- Identifying CDE components
- Network segmentation basics
- Proxy and tokenization paths
- Logging data inclusion rules
- System connection inventory
- Trusted zone definition
- Data retention triggers
- Auto-exclusion patterns
- Flow diagram standards
- Validation with network scans
- Point-to-point encryption
- Scope reduction evidence
Module 3. Encryption and Key Management
Implement cryptographic controls per Requirement 3 and 4 with real-world engineering tradeoffs.
12 chapters in this module
- Data at rest encryption
- Key rotation schedules
- HSM integration
- Cloud KMS patterns
- TLS 1.2+ enforcement
- Certificate lifecycle
- Key access logging
- Cryptographic digest use
- Split key models
- Dual control principles
- Key backup security
- Encryption exception tracking
Module 4. Secure System Configurations
Apply PCI-compliant baselines to servers, containers, and data platforms.
12 chapters in this module
- Hardening reference standards
- Default credential removal
- OS patch cadence
- Unnecessary service disable
- Remote access control
- Admin session logging
- Change management workflow
- Vulnerability scan integration
- Configuration drift alerts
- Firewall rule documentation
- Host-based firewall use
- Trusted compute base
Module 5. Access Control and Identity Management
Design least privilege and role-based access for cardholder environments.
12 chapters in this module
- Role definition process
- User provisioning lifecycle
- MFA enforcement
- Service account controls
- Access review frequency
- Segregation of duties
- Emergency access process
- Authentication logs
- Identity source alignment
- Access revocation tracking
- Temporary access workflows
- Centralized directory use
Module 6. Logging and Monitoring Requirements
Build audit trails that satisfy Requirement 10 and support forensic readiness.
12 chapters in this module
- Log sources inventory
- Timestamp sync
- Log retention duration
- Immutable storage setup
- SIEM integration
- Event correlation rules
- Failed login alerts
- Privileged action logging
- Log review process
- Anomaly detection models
- Retention zone separation
- Chain of custody setup
Module 7. Vulnerability Management Process
Integrate scanning and remediation into CI/CD pipelines.
12 chapters in this module
- Internal scan frequency
- External scan requirements
- Approved scanner list
- False positive handling
- Critical patch window
- Risk acceptance workflow
- Developer triage path
- Remediation evidence
- Pen test coordination
- Scanner credential setup
- Scan scope validation
- Dev environment testing
Module 8. Physical and Environmental Security
Address physical controls relevant to cloud and hybrid deployments.
12 chapters in this module
- Datacentre access control
- Media disposal policy
- Rack security
- Environmental monitoring
- Visitor logs
- Cable security
- Physical intrusion detection
- Shredding process
- Backup media handling
- Secure device decommission
- Cloud provider attestations
- Remote worker considerations
Module 9. Risk Analysis and Documentation
Perform and document formal risk assessments for compliance.
12 chapters in this module
- Risk assessment timing
- Threat identification
- Vulnerability scoring
- Impact analysis
- Mitigation planning
- Acceptance thresholds
- Third-party risk
- Business continuity links
- Emerging threat review
- Documented methodology
- Review cycle cadence
- Evidence retention
Module 10. Third-Party and Vendor Management
Apply PCI rules to outsourced services and cloud providers.
12 chapters in this module
- Vendor compliance validation
- Service provider categorisation
- DSS responsibility matrix
- Contractual obligations
- Due diligence process
- Ongoing monitoring
- Shared services risks
- Cloud provider evidence
- Subservice provider tracking
- Attestation of compliance
- Assessment frequency
- Offshore implications
Module 11. Audit Preparation and Evidence Collection
Gather and structure documentation for QSA review.
12 chapters in this module
- Evidence request organisation
- Maintaining ROC readiness
- Interview preparation
- Control mapping matrix
- Gap analysis process
- Remediation tracking
- Version control use
- Evidence retention policy
- Internal audit coordination
- QSA communication process
- Executive summary drafting
- Follow-up response workflow
Module 12. Sustaining Compliance at Scale
Automate and integrate controls into ongoing operations.
12 chapters in this module
- Continuous monitoring setup
- Automated compliance checks
- CI/CD gate integration
- Policy update process
- Staff training cadence
- Change approval workflow
- Compliance dashboarding
- Incident response links
- Regulatory change tracking
- Internal audit automation
- Remediation backlog management
- Compliance culture building
How this maps to your situation
- When defining data pipeline architecture
- Before audit evidence collection
- While scoping cloud migration
- During security incident planning
Before vs. after
Before
Spending cycles translating vague PCI requirements into technical controls, often resulting in rework or audit findings.
After
Building compliant systems by design, with clear control mapping and evidence trails that pass review the first time.
What's included with your purchase
- 12 modules with 12 chapters each (144 chapters total)
- 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 8-10 hours of focused learning, designed to fit within two weeks of part-time study.
If nothing changes
Without precise command of PCI DSS, systems risk misalignment, audit delays, and potential remediation costs. As data platforms grow, technical debt in compliance compounds rapidly.
How this compares to the alternatives
Unlike generic compliance overviews, this course provides engineering-grade detail on PCI DSS implementation specific to data pipelines and ML systems. No other resource connects control mapping to actual code and architecture decisions.
Frequently asked
Is this course for technical or management roles?
This course is designed specifically for senior technical roles, especially data and ML engineers working in PCI-in-scope environments.
How is the course structured?
12 modules, each containing 12 chapters (144 chapters total).
Does it cover cloud-specific implementations?
Yes, with real patterns for AWS, GCP, and Azure, including managed services and private deployments.
$199 one-time. Approximately 8-10 hours of focused learning, designed to fit within two weeks of part-time study..
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