Scaling Self-Service Analytics in Regulated Banking With Metadata-Driven Design

Self-service analytics in banking is not primarily a technology challenge. It’s a governance challenge. This article explores the design of a metadata-driven analytics platform on GCP that enabled business teams to access trusted financial data without…


This content originally appeared on HackerNoon and was authored by Jeevan Reddy Geereddy

Self-service analytics in banking is not primarily a technology challenge. It's a governance challenge. This article explores the design of a metadata-driven analytics platform on GCP that enabled business teams to access trusted financial data without creating new silos. Key lessons include treating lineage as a first-class feature, using semantic layers to enforce consistent business logic, and prioritizing auditability over raw performance in regulated environments.


This content originally appeared on HackerNoon and was authored by Jeevan Reddy Geereddy


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APA

Jeevan Reddy Geereddy | Sciencx (2026-06-22T16:25:56+00:00) Scaling Self-Service Analytics in Regulated Banking With Metadata-Driven Design. Retrieved from https://www.scien.cx/2026/06/22/scaling-self-service-analytics-in-regulated-banking-with-metadata-driven-design/

MLA
" » Scaling Self-Service Analytics in Regulated Banking With Metadata-Driven Design." Jeevan Reddy Geereddy | Sciencx - Monday June 22, 2026, https://www.scien.cx/2026/06/22/scaling-self-service-analytics-in-regulated-banking-with-metadata-driven-design/
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Jeevan Reddy Geereddy | Sciencx Monday June 22, 2026 » Scaling Self-Service Analytics in Regulated Banking With Metadata-Driven Design., viewed ,<https://www.scien.cx/2026/06/22/scaling-self-service-analytics-in-regulated-banking-with-metadata-driven-design/>
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Jeevan Reddy Geereddy | Sciencx - » Scaling Self-Service Analytics in Regulated Banking With Metadata-Driven Design. [Internet]. [Accessed ]. Available from: https://www.scien.cx/2026/06/22/scaling-self-service-analytics-in-regulated-banking-with-metadata-driven-design/
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" » Scaling Self-Service Analytics in Regulated Banking With Metadata-Driven Design." Jeevan Reddy Geereddy | Sciencx - Accessed . https://www.scien.cx/2026/06/22/scaling-self-service-analytics-in-regulated-banking-with-metadata-driven-design/
IEEE
" » Scaling Self-Service Analytics in Regulated Banking With Metadata-Driven Design." Jeevan Reddy Geereddy | Sciencx [Online]. Available: https://www.scien.cx/2026/06/22/scaling-self-service-analytics-in-regulated-banking-with-metadata-driven-design/. [Accessed: ]
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» Scaling Self-Service Analytics in Regulated Banking With Metadata-Driven Design | Jeevan Reddy Geereddy | Sciencx | https://www.scien.cx/2026/06/22/scaling-self-service-analytics-in-regulated-banking-with-metadata-driven-design/ |

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