Engineering Lead: Aman Sayyad
Organization: Aman Tech Innovations
Version: v1.1.0-SECURED (Hardened)
Tech Stack: Go 1.25.9, Google Cloud Run, Redis, Firestore, Docker (Distroless)
This platform targets the Smart Stadium and Large-Scale Event Management vertical. It addresses the critical challenge of managing massive crowd density and real-time navigation during peak traffic periods, such as halftime rushes or emergency egress, within environments like Parul University’s venues.
The system follows a 10x Engineering Blueprint centered on high-concurrency and "Zero-Trust" security.
We implemented a Hexagonal Architecture to strictly delineate core business logic from infrastructural dependencies.
- Core Domain: Isolated logic for crowd heatmap calculation and real-time gate rerouting algorithms.
- Input Ports (Inbound): Decoupled HTTP transport layer with strict validation for incoming telemetry.
- Output Ports (Outbound): Segregated interfaces for persistence (Firestore) and high-speed buffering (Redis).
- Circuit Breakers: Implementation of
sony/gobreakerpatterns to prevent cascading failures if downstream Google services encounter latency. - Connection Pooling: Optimized Redis buffers with a pool size of 100 and 20 minimum idle connections to handle massive telemetry surges.
- Worker Pools: Concurrency-safe telemetry processing using buffered channels and worker pools to prevent memory exhaustion (OOM events).
- Telemetry Ingestion: IoT sensors or mobile applications send real-time coordinates and density data to the hardened
/telemetryendpoint. - Validation: The Inbound Adapter validates the data structure using
validator/v10before it reaches the domain logic, ensuring "Always-Fail" defaults for missing properties. - Real-Time Processing: The Routing Service analyzes current zone density against stadium capacity to determine congestion.
- Buffer & Persistence: High-frequency state is buffered in Redis for sub-millisecond heatmap generation, while long-term telemetry is persisted in GCP Firestore.
- Intelligence Output: The platform provides real-time "Reroute Events" to redirect fans to less congested gates or amenities.
- Zero-Trust Containers: Deployed using Google Distroless (Non-Root) images to eliminate shell access and minimize the attack surface.
- Secret Management: All credentials (API keys, DB credentials) are dynamically fetched from GCP Secret Manager; standard
.envfiles are prohibited in production. - Probing: Native
/healthz(Liveness) and/readyz(Readiness) endpoints allow Google Cloud Run to monitor connectivity and self-heal the service. - Graceful Shutdown: The system intercepts
SIGTERMsignals, ensuring all background worker routines complete their pipeline buffers before termination. - Vulnerability Management: Automated SecOps Sweep via
govulncheckin the CI/CD pipeline to block deployments with known vulnerabilities.
- Network Reliability: It is assumed that the event venue provides sufficient local network infrastructure (5G/Wi-Fi) to transmit telemetry with sub-second latency.
- Identity Management: User identity is assumed to be handled by an external authentication provider, allowing this backend to focus on telemetry and routing logic.
- GCP Permissions: Deployment assumes the Cloud Run Service Account has been granted the
Secret Manager Secret Accessorrole.
© 2026 Aman Sayyad since 15 April 2006. All Rights Reserved.