At a Glance
Explains how defining compliance by design scope in banking links regulatory obligations to specific capabilities, processes, data, and controls, clarifying ownership, identifying gaps, and embedding measurable requirements into transformation initiatives to reduce risk and sustain audit readiness.
Why Compliance by Design is a gating scope decision in 2026
Banking transformation programs increasingly combine cloud delivery, third-party platforms, rapid release cycles, and AI-enabled features that change how decisions are made and evidenced. In that environment, “compliance later” becomes an execution risk: controls are retrofitted, remediation competes with delivery, and the bank’s baseline for what is compliant drifts with every phase and vendor change.
Compliance by Design (CbD) is the discipline of embedding regulatory obligations, legal mandates, and ethical standards directly into products, systems, and processes from the earliest design stage. The executive challenge is scoping: deciding exactly where CbD applies, what control objectives must be engineered into the target state, and what evidence must exist at each transformation gate to keep progress measurable and defensible over time.
Core scope components for a banking CbD program
An effective CbD scope is defined across three dimensions that must remain aligned: product lifecycle coverage, technology architecture coverage, and the regulatory and operational coverage that determines what “compliance” means for the bank’s products and jurisdictions.
Product lifecycle scope
CbD must span the full product lifecycle: ideation and requirements, design, build, testing, release, and ongoing monitoring. In governance terms, this establishes where compliance requirements enter the delivery system, how they are translated into controls and tests, and which artifacts become the baseline evidence set for audit and regulatory interaction. Scoping should also specify how lifecycle coverage applies to change models beyond traditional releases, such as vendor-led updates and continuous delivery pipelines.
Technological scope
Technology scoping defines which layers must carry enforceable compliance logic and traceability. This typically includes core banking systems and surrounding platforms, microservices and APIs that abstract regulatory rules, identity and access components, monitoring and logging services, and the data architecture that supports privacy and security controls. For 2026 patterns, scope should clarify how rules are implemented and governed across distributed services so that control intent remains consistent even when execution is modular.
Regulatory and operational scope
Regulatory scoping identifies the domains and obligations in scope and the operating controls required to meet them. Common banking domains include AML, KYC, consumer protection requirements, privacy obligations such as GDPR where applicable, and the bank’s internal ethical and conduct standards. The key governance requirement is to map obligations to transformed capabilities and journeys, not only to legacy processes, so that compliance-by-design remains true as operating models and delivery channels change.
Key inclusion areas that make CbD enforceable
CbD scope only becomes real when it is translated into inclusion areas that delivery teams cannot bypass. These areas define where controls are engineered, how they are tested, and how evidence is produced continuously rather than assembled after the fact.
Mandatory, non-bypassable workflows
Scope should include system-level enforcement of mandatory workflows, such as threshold checks for suspicious transactions, consent capture for data usage, and blocking rules for incomplete customer due diligence. The central design question is where enforcement sits: at the channel, the orchestration layer, the core system, or all three. Scoping should require a single source of policy truth, with consistent enforcement points and well-defined exception handling to prevent operational workarounds from becoming hidden compliance gaps.
Automated assurance testing
CbD requires testable requirements, and the scope should explicitly include automated regression testing for compliance-critical controls. This includes rules validation, negative testing for bypass attempts, and automated checks that verify logging, evidence capture, and data handling obligations before a release can progress. When delivery velocity increases, automated assurance is a gating mechanism that keeps compliance aligned with change rather than trailing it.
Data governance and observability
Data scope should include governance mechanisms that eliminate fragmented reporting and create real-time observability into compliance-relevant events. This includes ownership, definitions for critical data elements, lineage, retention rules, and evidence-grade logging. In practice, the “single source of truth” is less about a monolithic repository and more about ensuring traceability from obligation to control to data and evidence, so that reporting remains consistent across systems and vendors.
Organizational accountability and embedded expertise
Scope must include who is accountable for compliance outcomes and how those accountabilities are integrated into delivery. This typically involves clear decision rights, escalation paths, and the placement of compliance champions into product and engineering teams. Where individual accountability regimes apply, scoping should clarify how responsibility is assigned for control design, control operation, and risk acceptance at transformation gates.
Benefits of a defined CbD scope
A defined scope turns CbD from a set of principles into a governable system. The benefits are not abstract; they show up as reduced rework, faster approvals, and fewer surprise findings because requirements and evidence are engineered into the delivery mechanism.
Cost reduction through reduced remediation
Embedding requirements and tests early reduces expensive late-stage remediation and the manual effort required to establish assurance. It also prevents scope thrash where compliance needs repeatedly re-enter the program as “unplanned work.”
Operational efficiency and lower error rates
Automated controls and non-bypassable workflows reduce human error and enable faster delivery without relying on ad hoc manual checks. This supports time-to-market improvement while keeping compliance outcomes measurable and repeatable.
Strategic advantage through rules-driven adaptability
When scope includes abstraction of regulatory logic into governed services, banks can respond to regulatory changes with less disruption. The strategic advantage is not speed alone; it is the ability to change safely while maintaining consistent evidence and control intent.
Enhanced trust with regulators and customers
CbD supports proactive consumer protection and clearer accountability, improving credibility during regulatory engagement and reducing the risk that new products or features create unanticipated conduct or privacy issues.
Using RegTech and AI without weakening control intent
Many banks use RegTech capabilities and analytics to automate impact assessment, monitor adherence, and centralize compliance visibility. Scope discipline matters most here: automation is only reliable when inputs, policies, and control objectives are consistent and governed. Where AI is used, scoping should address explainability, monitoring, and operational override mechanisms so that automated compliance functions remain auditable and resilient in real-world operations.
Baselining Compliance-by-Design scope to govern transformation gates
Compliance-by-design becomes measurable when the scope is translated into stable baselines: which obligations apply to which journeys and capabilities, what control objectives must be met at each phase, and what evidence must exist for gate decisions. A strong baseline prevents “progress by redefinition,” where delivery accelerates but compliance outcomes are explained away through shifting scope statements.
Assessment disciplines support this baselining when they evaluate the completeness and consistency of control integration across product lifecycle, architecture layers, and regulatory domains. Used in this way, the DUNNIXER Digital Maturity Assessment can be aligned to CbD scoping by testing whether mandatory workflows are genuinely non-bypassable, whether automated assurance is embedded in delivery pipelines, whether data governance provides evidence-grade traceability, and whether accountability is clear enough to support risk acceptance decisions. Executives gain decision confidence on what is ready to scale, what must be staged, and where control maturity is the gating factor that should slow delivery before it creates regulatory or operational exposure.
Reviewed by

The Founder & CEO of DUNNIXER and a former IBM Executive Architect with 26+ years in IT strategy and solution architecture. He has led architecture teams across the Middle East & Africa and globally, and also served as a Strategy Director (contract) at EY-Parthenon. Ahmed is an inventor with multiple US patents and an IBM-published author, and he works with CIOs, CDOs, CTOs, and Heads of Digital to replace conflicting transformation narratives with an evidence-based digital maturity baseline, peer benchmark, and prioritized 12–18 month roadmap—delivered consulting-led and platform-powered for repeatability and speed to decision, including an executive/board-ready readout. He writes about digital maturity, benchmarking, application portfolio rationalization, and how leaders prioritize digital and AI investments.
References
- https://assets.kpmg.com/content/dam/kpmg/ie/pdf/2022/10/ie-compliance-by-design.pdf
- https://payodatechnologyinc.medium.com/core-banking-compliance-testing-risk-regulatory-strategies-d5c906af89df
- https://www.thoughtworks.com/insights/articles/getting-ahead-regulation-rush-financial-firms
- https://www.techfunnel.com/fintech/compliance-by-design/
- https://www.linkedin.com/pulse/compliance-design-joel-robbie
- https://www.quantfol.io/post/what-is-compliance-by-design-and-why-it-matters
- https://resources.fenergo.com/blogs/risk-and-compliance-in-banking
- https://www.linkedin.com/pulse/compliance-banking-ensuring-trust-transparency-stability-singh-jwttc
- https://www.ncontracts.com/nsight-blog/what-is-regulatory-compliance-for-banks
- https://link.springer.com/chapter/10.1007/978-3-032-04288-0_14