Bella Bahrami
On-Chain Research & Blockchain Data Analytics
Turning public blockchain data into clarity separating speculation from fundamentals.
From protocol-level metrics to market behavior, I research how blockchain systems actually work in production, using data to evaluate adoption, sustainability, and real economic activity.
About Me
Who am I?
For five years, I was the person who made data make sense.I'm a data analyst who found my way to blockchain through a simple observation: the industry had plenty of developers, but not enough storytellers.With a background in business management (Bachelor's and Master's), I spent years turning data into decisions in traditional settings. At companies like Rocket Internet and Adway, I built analytics systems that improved customer satisfaction, optimized pricing strategies that boosted conversions, and developed predictive models that increased retention forecasting accuracy.When I discovered blockchain, I saw the same challenge I'd solved before; valuable data that few people could interpret. Blockchain had developers building protocols, but not enough analysts translating on-chain activity into actionable insights.That's where I come in.So I applied everything I knew: customer analytics, A/B testing, statistical modeling, dashboard design to a new domain. Now I analyze DeFi protocols the way I analyzed customer journeys. I build dashboards that reveal market behavior. I write research that connects on-chain metrics to real economic outcomes.My goal is to be the bridge between what's happening on-chain and what it actually means for users, investors, and businesses.Open to collaborations with teams who need on-chain insights translated into strategy.
- Featured Projects
DeFi Rug Pull Report 2025
Statistical analysis of thousands of Uniswap pools to identify measurable patterns in rug pull scams; turning fraud into data.
Built on raw blockchain transaction data.
Identified repeatable behavioral patterns across scam.
Created practical framework for detecting high-risk.
AI Liquidity Analyst
This AI product, analyzes lending protocol data. It automatically fetches blockchain logs, analyzes key metrics, and visualizes liquidity and generates in-detail insights.
Based on live blockchain data.
Scenario analysis for "what-if" liquidity planning.
Built for researchers, protocol teams, market makers.
DeFi Lending Protocol
Statistical analysis of thousands of Uniswap pools to identify measurable patterns in rug pull scams; turning fraud into data.
Extracted and analyzed raw blockchain transaction
Identified repeatable behavioral patterns across scam
Created practical framework for detecting high-risk
- Which one would you like to see first?
Quick Access
- My artciles
My Latest Research & Articles
I maintain an active Medium publication, releasing weekly long-form articles that analyze crypto, blockchain, and financial systems using structured narratives and quantitative research.
My articles are in-depth analysis designed to remain useful beyond short-term market noise. The focus is on explaining why trends matter; not just reporting what’s happening.How I write
• Start with a real question or problem
• Build ideas step by step using narrative structure
• Support arguments with data, charts, and credible sources
• Explain complex topics in simple, accessible language
• Prioritize critical thinking over hypeTopics I cover
• Crypto markets and on-chain trends
• Tokenization and real-world assets
• Investor behavior and macro narratives
• The intersection of traditional finance and blockchain
Why DeFi Prices Move Before You See Them on Spot Charts
This article explains why price discovery in crypto now happens in derivatives before spot markets react.
Through charts and on-chain evidence, it explains how funding rates, open interest, and leverage reveal direction early.
I wrote it to challenge outdated assumptions and offer a clearer framework for reading on-chain market signals
Next Asset to Go Big on Crypto: Why Gold and Silver Are Suddenly Everywhere in 2026
This research-driven article explains the rise of tokenized gold and silver as blockchain-native assets.
It connects historical trust in precious metals with modern blockchain infrastructure, using market data, charts, and institutional trends.
I wrote it to explain how real-world assets are shifting from storage to active use in DeFi.
Why Do Solana Traders Keep Losing Money? MEV Bots Are Still Winning
The article investigates persistent trading losses on Solana by mapping MEV extraction across the blockchain stack.
It combines data, diagrams, and protocol-level reasoning to show why sandwich attacks remain profitable.
Its depth comes from treating MEV as a systems problem, not a tooling issue.
I wrote it to highlight that real solutions require coordinated changes across validators, DEXs, and user interfaces.
- My products
My Latest Products
🚀 Market Making Intelligence Product
Struggling to track every opportunity across liquidity pools? This AI-driven dashboard scans raw DEX data to detect trading opportunities, rank pools based on your strategy, and answer your custom questions through an integrated AI agent. Ideal for market makers seeking smart prioritization and real-time decision support.
🔍 Ethereum Wallet Insights & Patterns
Ever wondered what your wallet really does on-chain? 👀 This product uncovers patterns in Ethereum wallet activity; from balance movements to contract interactions; all visualized over time.
- My dashboards
My Latest Dashboards
🏦 DeFi Lending Protocol Dashboard
A unified view of liquidity, TVL, and yields across leading DeFi lending protocols. Track capital distribution by chain, protocol, and token, and identify yield opportunities with clear, data-driven insights.
💼 Chain Detective: Who’s Behind This Wallet?
Profiling onchain wallets through activity, gas usage, and behavioral signals. Compares individual wallet behavior against category-level onchain benchmarks.
Tokens Trading and NFT Activity 🌊
We deliver onchain intelligence and strategic advisory for crypto companies. Check our Dune work and learn more at sealaunch.xyz. DM us on X for inquiries.
- Contents I created
- My tools
Blockchain Skills
On-Chain Metrics - TVL, transaction volume, active addresses, gas analysis
DeFi Protocol Analysis - Lending, DEX, staking, yield farming metrics
Smart Contract Data Extraction - Reading events, logs, and state changes
Wallet Profiling - Behavioral analysis and segmentation
MEV Analysis - Front-running, sandwich attacks, arbitrage detection
Token Economics - Supply analysis, holder distribution, vesting schedules
NFT Analytics - Marketplace trends, collection performance
Blockchain Tools
Dune Analytics
The Graph
Web3.py / Ethers.js
Flipside Crypto
BigQuery
Tenderly
Data Visualization
Tableau
Looker
Streamlit
Plotly & Matplotlib
Google Data Studio
Programming
Python
SQL
R
Git