Banking on a serverless world

Key takeaways

Kathleen Vinho transitioned from structural engineering to software engineering, leading innovative tech transformations at Capital One.
Capital One's move toward serverless architecture focuses on breaking down batch processes and emphasizes efficiency and quick operations.
Challenges in serverless migration include addressing the cold start problem and ensuring services are re-architected for scalability.
Data governance is crucial for implementing AI and ML responsibly while meeting regulatory standards.
Cost efficiency in a serverless environment is achievable with careful monitoring of cloud resources and dynamic scaling.
Generative AI presents new avenues for innovation at Capital One, showcasing the company's commitment to leveraging emerging technologies.

Summary

Kathleen's Journey into Tech

Kathleen Vinho shares her transition from structural engineering to software engineering, detailing her experience in various roles at Accenture, Wired, Twitter, and ultimately at Capital One. Her background grounded in engineering principles allowed her to navigate the early stages of digital transformation and technological innovation.

Serverless Architecture at Capital One

The podcast dives into Capital One's shift to cloud and serverless architecture, emphasizing the need to break down batch processes into manageable components. Kathleen explains how the company has progressed towards a serverless model, reducing over-provisioning issues and enhancing efficiency.

Challenges and Improvements in Serverless Migration

Kathleen discusses common challenges faced during the migration to serverless, including the cold start problem and the necessity for re-architecting services to become event-driven. Examples of engineering standards implementation were shared, reflecting the organization’s vision for agility in a competitive landscape.

Data Governance and AI Implementation

The conversation explores Capital One's focus on data governance as a foundation for leveraging AI and ML, highlighting their commitment to explainable and responsible AI use. Kathleen elaborates on how the organization tailors innovation and compliance to meet regulatory standards and customer needs.

Cost Considerations in Cloud Infrastructure

Cost management in a serverless environment comes into focus as Kathleen outlines the necessity of monitoring cloud expenses. She discusses how Capital One has managed to reduce costs over time by shutting down unused instances and fine-tuning their cloud configuration.

Generative AI and Future Opportunities

The podcast wraps up with a look into the potential of generative AI at Capital One, where Kathleen emphasizes innovation in business processes and the excitement among developers to experiment with new technologies.

Show notes

Explore how Capital One is using tech to innovate the banking experience here.

Connect with Kathleen on LinkedIn and visit her blog.

Shoutout to user Theraot for answering the questions How to connect a signal with extra arguments in Godot 4, which won them a Lifeboat badge.

See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.