Coding standards only work if engineers encounter them at the moment they write code, not in a document they read once during onboarding.
Moving off Fleio meant building the billing layer from scratch. We had to handle metering, credit enforcement, and localized invoicing tightly coupled to an OpenStack environment that no off-the-shelf tool understood.
The SLA had been measured manually for 14 years. This framework replaced that with real-time correlation across Zabbix, MySupport, and OpenSearch.
Six DevOps procedures from ISO 9001 and ISO 27001 certification work, built to outlast the audit. Each one has a tool behind it.
Thirty mission-critical banking applications moved off Oracle over two years. This included the commercial banking engine and integrated payment systems, executed with no production downtime at cutover.
A 150TB on-premises warehouse serving 1.1 million residents moved to Redshift without downtime. The schema was rebuilt, not transplanted, because a direct lift would have made the performance problems worse.
The hard part was not consolidating transactions. It was that every bank sends data differently, and a single user could hold accounts across currencies that had no common schema.
GDPR and KDPA compliance mapped across two frameworks in Django, built because a spreadsheet can't tell you when your posture has drifted since the last assessment.
Penetration testing finds open ports and misconfigured services. This finds the vulnerabilities that only surface when the attacker understands natural language interfaces and API semantics.
CCPA and PIPL made it illegal to pool training data across jurisdictions. The question was whether you could get a globally useful fraud detection model without any raw data crossing a border.