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Priya Venkataraman

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Senior backend engineer at a Bangalore fintech, specialising in high-throughput Firestore pipelines. Built the real-time ledger reconciliation system that processes ₹2 B/day without downtime.

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Articles by Priya Venkataraman(12)

Why your Firebase costs tripled after launch

High-throughput fintech systems fail when Firestore costs spiral. Learn how to architect for financial correctness while keeping cloud overhead predictable.

FirestoreFintechCloudArchitectureSystemDesign

31 July 2026

Firestore real-time listeners at scale: connection management and cost control

Firestore real-time listeners are powerful and easy to add. They become expensive when not actively managed — unsubscribed listeners, listeners on large collections, and listeners per component rather than per application all multiply costs and connections.

firestorefirebaseperformancereal-timecost

20 July 2026

Firestore data modelling for engineers who think in relational terms

Firestore requires a different way of thinking about data. The normalization principles from SQL produce expensive, query-limited Firestore schemas. Denormalization, subcollections, and query-first design are the tools that work.

firestorefirebasedatabasesnosqlarchitecture

19 July 2026

Building a document Q&A system with Firestore and Claude

A document Q&A system built on Firestore and Claude combines Firestore's flexible document storage and real-time capabilities with Claude's reasoning and Claude's context window to let users ask natural-language questions over their own uploaded files. This article covers the full architecture from document ingestion through chunking, embedding storage in Firestore, retrieval, and streamed answer generation.

claudefirestoreragembeddingsfirebase

15 July 2026