The Problem
Retail traders rely on 10+ disconnected tools for charts, news, on-chain data, and signals. It's overwhelming, expensive, and inefficient.
- Scattered data across multiple platforms
- No unified view of market structure
- Lack of real-time, actionable insights
- Hard to backtest and validate strategies
Our Solution
Market Pulse unifies everything into one real-time platform with AI that helps users make faster, smarter, and more data-driven decisions.
- Real-time market data & signals
- AI-powered insights & explanations
- Market structure & SMC detection
- Backtesting and performance analytics
Architecture Overview
Key Engineering Challenges
Real-time Data Pipeline
Handling high-frequency market data with low latency and ensuring no data loss.
Data Consistency
Merging data from multiple sources with different formats and update frequencies.
AI Insight Quality
Generating accurate, explainable insights that traders can trust and act on.
Scalability
Designing the system to scale as more users, data, and features are added.
Tech Stack
Frontend
Backend
Data & AI
Infra
Impact & Results
< 1s
Real-time latency
10+
Data sources integrated
90%
Time saved vs. multiple tools
20+
Countries using it
“Market Pulse has completely changed how I analyze the market. Everything I need is in one place.”
What I'd Improve Today
Streaming Architecture
Migrate to Kafka + ClickHouse for better throughput and analytical performance.
On-chain Indexing
Build a custom indexer for on-chain data instead of relying on third-party APIs.
AI Personalization
Add user behavior learning to provide more personalized insights based on trading style.
Real-time systems live or die by their backpressure strategy.
AI output is only useful when it is explainable and verifiable.
Shipping a narrow, reliable feature beats a broad, flaky one.
Interested in building something similar?
I'm open to exciting products, collaborations, and engineering opportunities.