Operator Profile
Callsign: V1SH. Role: Backend Engineer · Security Systems. Location: Delhi/NCR. Tier: Apex · SDE-II.
Architecting event-driven systems that don't blink under pressure. From real-time pipelines to compliance infrastructure — building backend that holds the line.
- 4+ Years active
- 10M+ Events per day
- 99.9% Uptime
- Location: Delhi/NCR
Active Stack
- Java 21 · Spring Boot — 95%
- Kafka · Pub/Sub — 90%
- PostgreSQL · Redis — 92%
- ClickHouse — 82%
- GCP · Kubernetes — 78%
- Go · Python — 65%
Deployment History — Work Experience
Backend Engineer · Security SaaS Platform (2024 — Present)
Designing CERT-IN compliance infrastructure from scratch. Built the full event pipeline: Gateway → Collector → Pub/Sub → Normaliser → Compliance service. Multi-tenant, GCP-native.
Technologies: Java 21, Spring Boot 3, GCP, Pub/Sub, ClickHouse, Kafka, PostgreSQL, Redis
Impact: 12-week MVP · CERT-IN module · Multi-tenant architecture
Backend Engineer · Quilr Inc. (2022 — 2024)
Migrated Neo4j to PostgreSQL/ClickHouse, eliminating $80k/yr in licensing. Replaced batch with Kafka real-time ingestion. Built KEDA autoscaling on Kubernetes.
Technologies: Kafka, Neo4j, Redis, KEDA, Kubernetes, Go
Impact: −95% latency · −$80k/yr · 10M+ events/day
Training Ground — Education
B.Tech — Computer Science and Engineering · University Delhi/NCR (Graduated 2022)
Academic XP: 91%
Coursework: Distributed Systems, Operating Systems, DBMS, Algorithms, Networks, System Design
Competitive Programming
- LeetCode — DSA problem solving
- CodeChef — Competitive ratings
- Java — Primary CP language
Field Ranks
- Apex Tier — Internal calibration · SDE-II
- Op Clearance — CERT-IN compliance lead
Arsenal Loadout — Skills
Backend
- Spring Boot (proficiency: 5/5)
- Kafka (proficiency: 5/5)
- Redis (proficiency: 4/5)
- Pub/Sub (proficiency: 4/5)
- Microservices (proficiency: 4/5)
Data and Databases
- ClickHouse (proficiency: 4/5)
- PostgreSQL (proficiency: 5/5)
- Neo4j (proficiency: 3/5)
- SQL (proficiency: 5/5)
Infrastructure
- GCP (proficiency: 4/5)
- Kubernetes (proficiency: 3/5)
- KEDA (proficiency: 3/5)
- Docker (proficiency: 4/5)
Languages
- Java 21 (proficiency: 5/5)
- Go (proficiency: 3/5)
- Python (proficiency: 3/5)
Mission Briefing — Projects
Project Cipher — Backend · Event Ingestion Gateway
Event ingestion gateway — schema-validated multi-tenant pipeline. Designed and shipped the event collector with Pub/Sub fan-out, replay, and audit trail. Handles 10M+ events/day across tenants.
Technologies: Java, Kafka, PostgreSQL. Status: Shipped.
Project Sentinel — Infrastructure · Kubernetes Autoscaling
Kubernetes autoscaling fabric — KEDA-driven, GCP-native. Built event-driven scaling for the platform: KEDA + Pub/Sub triggers, custom metrics adapter, and zero-downtime rollouts.
Technologies: GCP, Kubernetes, KEDA, Terraform. Status: WIP.
Project Atlas — Full-Stack · Compliance Dashboard
Compliance ops dashboard — alerts, incident routing, audit logs. React + Spring Boot console for SOC operators. Realtime via Redis pub/sub, role-based access, regulatory PDF export.
Technologies: React, Spring Boot, Redis. Status: Shipped.
Project Worm-Log — Backend · Immutable Log Archive
Immutable 5-year log archive — SHA-256 tamper-evident chain. GCS Coldline WORM storage with hash-chained manifests, replay tooling, and regulator-friendly export workflows.
Technologies: GCS, Java, SHA-256. Status: WIP.
Project Echo — Open Source · Kafka Tracing Helper
OSS contribution — async tracing helper for Kafka consumers. Patched correlation-id propagation for batch consumers. Merged upstream; used internally across two production services.
Technologies: Java, Kafka, OpenTelemetry. Status: Shipped.
Project Void — Full-Stack · Semantic Note System
Personal experiment — slow-burn note system with semantic search. SQLite + embedding-based retrieval. Vim bindings, markdown-first.
Technologies: Go, SQLite, Embeddings. Status: Archived.
Operation Report — Key Achievements
| Rank | Achievement | Impact | Scale | Stack | Status |
| MVP | Kafka Real-time Pipeline | −95% latency | 10M+ per day | Kafka · ClickHouse | Shipped |
| 02 | Neo4j to PostgreSQL/ClickHouse Migration | −$80k per year | Full production | PostgreSQL · ClickHouse | Shipped |
| 03 | KEDA Autoscaling on Kubernetes | −60% cost | Cluster-wide | Kubernetes · KEDA | Shipped |
| 04 | Redis Caching Layer | −70% DB load | Analytics | Redis | Shipped |
| 05 | CERT-IN Compliance Module | MVP scope | Multi-tenant | GCP · Java | Live |
Live Feed — Currently Working On
- [WIP] Designing GCS Coldline WORM log storage — immutable 5-yr archival with SHA-256 verification.
- [COMMIT] Event normaliser — schema validation across 16 log parsers via Pub/Sub pipeline.
- [COMMIT] CERT-IN PDF generator — regulatory incident reports with tamper-evident hashing. Shipped.
- [PLANNED] Finalised 12-week MVP plan — rule engine, alert routing, compliance dashboard.
- [RESEARCH] Exploring ClickHouse materialized views for real-time tenant severity aggregation.
Currently Exploring
- AI Agent Architecture — LLM tool-use pipelines (60%)
- Zero-Trust Networking — mTLS, SPIFFE, SPIRE (40%)
- eBPF for Observability — Kernel-level tracing (35%)
- Wasm Runtimes — Server-side WASI modules (25%)