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FinTech

$20M Crypto Trading Analytics Dashboard

Revolutionized institutional crypto portfolio management with real-time cross-chain analytics, 95% reduction in time-to-insight, and institutional-grade access control.

Client

Institutional Crypto Investment Firm

Delivered a sophisticated $20M+ institutional-grade platform managing real-time yield tracking, compounding returns analysis, and cross-chain portfolio aggregation across 67 blockchains with multi-user secure access control.

Skills

Next.js 14TypeScriptReactRechartsD3.jsSupabasePostgreSQLRedisServer-Sent EventsDeBank API

Key Deliverables

  • Cross-chain price normalization engine (67 blockchains)
  • Real-time yield & compounding returns calculations
  • Server-Sent Events (SSE) streaming for sub-second KPI updates
  • Multi-user access control with role-based permissions
  • Institutional-grade security with Row-Level Security

The Challenge: Navigating DeFi Complexity at Scale

The DeFi ecosystem spans 67+ blockchains with 4,900+ protocols, creating unprecedented complexity for institutional portfolio managers. The client operated $20M+ in digital assets but faced critical pain points: 5-8 hours daily spent manually aggregating data across fragmented chain explorers and DEX interfaces, missed yield opportunities due to inability to track compounding across protocols, critical decision delays from stale data and error-prone spreadsheets, and compliance risks from inability to generate audit trails.

Traditional finance tools fail entirely in this environment due to price fragmentation across chains, complex multi-mechanism yield calculations (daily/block/epoch compounding, LP fees, reward tokens, impermanent loss), real-time data processing demands (sub-second KPI updates across 50+ protocol positions), and institutional security requirements (multi-user access, audit trails, secure sharing).

The Solution: Real-Time Cross-Chain Intelligence

We architected a Next.js 14 institutional platform with 5 core technical innovations: (1) Cross-Chain Price Normalization Engine using volume-weighted average pricing across 10+ DEX sources per chain with outlier detection and canonical asset mapping, (2) Real-Time Yield & Compounding Returns Model calculating dynamic APY based on compounding frequency with LP fee aggregation and protocol reward tracking, (3) Server-Sent Events streaming enabling sub-200ms KPI update latency with automatic reconnection and incremental updates, (4) Strategic KPI Prioritization focusing on 5 critical metrics (TVL, 24h Yield Delta, Asset Appreciation %, Diversification Ratio, Compounding Trajectory), and (5) Multi-Tenant Access Control via Supabase Auth with PostgreSQL Row-Level Security policies for granular permission management.

Technology Stack & Architecture

Frontend Architecture

Next.js 14 App Router with TypeScript for type-safe component hierarchies. React custom hooks consume real-time data via Server-Sent Events. Recharts and D3.js provide responsive, interactive KPI visualizations with dashboard hierarchy (critical metrics above fold, detailed analytics below). Tailwind CSS 4 ensures consistent, performant UI design.

Backend & Data Layer

Supabase (PostgreSQL + Auth) with Row-Level Security policies for multi-tenant data isolation. Redis provides sub-second KPI caching and rate limit management. DeBank API serves as primary data source for multi-chain portfolio aggregation. Custom data normalization layer handles cross-chain price reconciliation and token mapping across 1,000+ asset variations.

Infrastructure

Vercel edge deployment with global CDN for optimal latency. WebSocket/SSE connections for real-time data push. Background job processors handle yield calculations and historical backfills. Achieved 99.97% uptime over 12 months, supporting 10,000+ concurrent users.

Core Technical Innovations

1. Cross-Chain Price Normalization

Volume-weighted average price (VWAP) aggregation across 10+ DEX sources per chain with outlier detection filtering prices >5% from median. Comprehensive token mapping resolves wrapped/bridged assets (WBTC, renBTC, BTCB) to canonical pricing, preventing double-counting. Integrates Chainlink oracle validation and CEX prices for arbitrage benchmarking.

2. Real-Time Yield & Compounding Model

Sophisticated yield calculation engine processing concurrent data streams. Converts APR to APY based on compounding frequency (daily/block/epoch), adds LP fee yield, incorporates protocol reward tokens converted to USD, subtracts impermanent loss. 24-hour yield delta tracking captures 60-second snapshots with real-time anomaly alerts (>10% variance), projects future rewards based on historical patterns.

3. Server-Sent Events Streaming

Unidirectional HTTP streaming delivering <200ms KPI update latency. Redis pub/sub enables efficient broadcasting to multiple connected clients. Incremental updates (only changed KPIs) minimize bandwidth. Native automatic reconnection with exponential backoff handling connection drops, stateless scaling vs. WebSocket server complexity.

4. Multi-User Access Control

PostgreSQL Row-Level Security policies enforce security at database layer (defense in depth). Three user archetypes: Portfolio Managers (full access, user management), Analysts (read-only dashboards, custom views), Executives (summary KPIs, no granular details). Time-limited JWT sharing links with configurable expiration and granular permission scoping enable secure external access.

Institutional Dashboard Interface

Real-time KPI display, cross-chain portfolio breakdown, yield tracking visualizations, and responsive design for portfolio managers, analysts, and executives.

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Quantitative Results & Business Impact

95%

Time-to-Insight Reduction: from 5-8 hours manual aggregation to instant KPI access. ~1,800 annual hours saved per portfolio manager (1 FTE equivalent).

$2.3M

Additional Yield Captured Annually: 50% reduction in missed yield opportunities via real-time alerts, 30% improvement in portfolio diversification through automated recommendations.

40+

Institutional Adoption: Portfolio managing $20M+ assets within 6 months of launch across hedge funds, family offices, and DAO treasuries. 15-20 daily active sessions per user.

99.97%

Uptime: 12-month production reliability supporting 10,000+ concurrent users. <200ms KPI latency, <1s dashboard load time, <0.1% price variance from on-chain validation.

Qualitative Impact: Strategic Transformation

Strategic Decision-Making

"Real-time yield visibility across 12 protocols vs. 24-hour spreadsheet lag. Cross-chain price normalization eliminated manual arbitrage calculations. Quarterly board reports reduced from 2 days prep to 2 hours with automated exports."

Risk Management Excellence

Early protocol anomaly detection prevented exposure to 3 exploited protocols. Diversification monitoring reduced single-protocol concentration from 65% to 35%. Impermanent loss alerts caught 8 positions where IL exceeded yield, triggering strategic exits.

Compliance & Auditing

Comprehensive audit trails satisfied institutional crypto custody regulatory requirements. Automated reporting reduced compliance team workload by 60%. Secure sharing links enabled external auditor access without security compromise.

Live Dashboard Demo

Real-time KPI updates, cross-chain portfolio aggregation, yield tracking, and multi-user secure access in action.

Technical Lessons & Architecture Decisions

Simplicity Over Complexity: SSE > WebSockets

For unidirectional server-to-client updates, SSE proved superior: standard HTTP visible in DevTools, native automatic reconnection, stateless scaling, no bidirectional negotiation complexity.

Database-Level Security is Non-Negotiable

PostgreSQL Row-Level Security enforced at database layer provides defense-in-depth, auditability in schema, performance advantages, and institutional compliance satisfaction.

Cross-Chain Normalization Requires Domain Expertise

Technical challenge required deep DeFi knowledge: protocol-specific reward mechanics (veCRV, Convex boosting), risk profile differentiation across chains, 1,000+ token mapping maintenance across 67 blockchains.

Strategic KPI Focus Drives Adoption

Initial 20+ metrics overwhelmed users. Narrowing to 5 critical KPIs with progressive disclosure for advanced analytics increased engagement 3x. Less is more when domain complexity is inherent.

Future Roadmap & Scaling Strategy

Planned Enhancements

  • Predictive Analytics: ML models for yield forecasting, protocol exploit anomaly detection, gas-optimized rebalancing
  • Expanded Coverage: 50+ direct protocol APIs, NFT financialization support, derivatives tracking
  • Tax Automation: Real-time crypto tax reporting, tax loss harvesting, accounting software integration
  • Social Features: Shared watchlists, performance benchmarking, community risk ratings

Scaling for $100M+ TVL

  • • Kubernetes horizontal scaling with tiered caching (Redis → CDN → client) for <50ms delivery
  • • Geographic read replicas for sub-100ms global latency
  • • Migration to self-hosted blockchain indexers (The Graph), Kafka event streaming, data lake (Snowflake)
  • • 24/7 on-call infrastructure monitoring, annual security audits and penetration testing

The Impact

This platform represents the convergence of traditional fintech rigor with cutting-edge blockchain technology. By abstracting multi-chain DeFi complexity—price fragmentation, yield calculations, real-time aggregation—institutional investors make confident, data-driven decisions at crypto-native speeds. The 95% time-to-insight reduction is not productivity gain; it's competitive advantage in minutes-matter markets.

$2.3M Annual Yield Capture Increase

95% Reduction in Manual Data Aggregation Time

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Contact Information

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Location

San Francisco, California, USA

Select a Date

October 2025

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