Mission-Critical Infrastructure for Web3 Gaming
Designed and deployed enterprise-grade blockchain telemetry system handling real-time transaction processing,
player behavior analytics, and economy monitoring. Implemented cross-functional data governance framework ensuring
consistent schemas, quality standards, and compliance across all product teams while maintaining production MLOps readiness.
Enterprise Behavioral Analytics Platform
Snowplow-based telemetry infrastructure custom-built for Web3 gaming scale. Real-time event collection with
blockchain-specific enrichments, handling NFT transactions, wallet interactions, and in-game economies. Schema
registry ensuring data quality across 100M+ daily events with automated validation and recovery mechanisms.
Distributed Database Architecture
CockroachDB deployment achieving 99.99% uptime for critical gaming infrastructure. Multi-region active-active
configuration handling millions of concurrent players. ACID compliance for blockchain transactions with automatic
failover and self-healing capabilities. Zero-downtime scaling during peak gaming events.
Cloud-Native Data Platform
GCP infrastructure orchestrating real-time data flows at massive scale. Dataflow pipelines processing blockchain
events with sub-second latency, Pub/Sub messaging ensuring exactly-once delivery, and serverless architectures
auto-scaling from thousands to millions of events. Production-ready ML feature engineering for player predictions.
Cross-Functional Data Governance
Enterprise dbt framework with 200+ models supporting 4 product teams. Implemented data contracts, ownership
matrices, and quality gates ensuring reliable analytics. Gaming-specific transformations for player lifetime
value, economy balancing, and fraud detection. MLOps-ready feature tables for recommendation systems.
Production MLOps Readiness
Kubernetes-orchestrated ML infrastructure supporting real-time inference and batch training. Feature stores
integrated with Vertex AI, automated model versioning, and A/B testing frameworks. Docker containers ensuring
reproducible environments from development to production. Supports fraud detection, player churn prediction,
and dynamic pricing models.
Mythical Games