On-Chain Analytics for Beginners: How to Use Nansen, Arkham Intelligence, and Token Terminal

Key Takeaways

Price charts show you what happened. On-chain analytics shows you why.

When a large wallet accumulates a token before a price move, that activity is recorded on a public blockchain. When a protocol's revenue increases or collapses, that data is verifiable on-chain. When a whale exits a position, the transaction is there for anyone to see.

The challenge for most beginners is not access to this data. Blockchain data is public and free. The challenge is knowing how to read it and which tools make the process practical.

This guide walks you through three of the most widely used on-chain analytics platforms: Nansen, Arkham Intelligence, and Token Terminal. Each tool solves a different problem. Together, they give you a meaningful research edge.

What Is On-Chain Analytics and How Is It Different From Price Charts?

A price chart aggregates trading activity from centralised exchanges. It shows open, high, low, and close prices, volume, and price history. It tells you the outcome of trading decisions.

On-chain analytics reads data directly from the blockchain. This includes wallet addresses, token transfers, smart contract interactions, protocol usage, and liquidity movements. It tells you what the participants are actually doing.

Used together, price charts and on-chain data give a more complete picture than either alone. Most serious researchers use both.

Tool 1: Nansen

Website: nansen.ai

Best for: Tracking smart money wallet behaviour and capital flows across chains.

What Nansen Does

Nansen indexes blockchain data and attaches labels to millions of wallet addresses. These labels are derived from on-chain behaviour patterns and, in some cases, verified identities. When a wallet labelled as "Smart Money" or "Top NFT Trader" starts accumulating a token, Nansen surfaces that activity.

The platform tracks activity across Ethereum, Binance Smart Chain, Polygon, Arbitrum, and other major networks. It aggregates this into dashboards that show token flows, wallet movements, DEX trades, and more.

Key Features

• Smart Money tracking: See which high-performing wallets are buying or selling a specific token

• Token God Mode: A deep-dive view of any token including holder changes, exchange flows, and smart money interactions

• Wallet Profiler: Enter any wallet address to see its full transaction history and PnL

• NFT Paradise: Tracks smart money activity in NFT collections

• Exchange flow tracker: Monitors tokens moving to and from centralised exchanges (large inflows can signal sell pressure)

How to Use Nansen: A Beginner Use Case

Scenario: You want to know whether informed wallets are accumulating a token you are researching.

1. Go to nansen.ai and search the token name or contract address

2. Open Token God Mode for that token

3. Look at the Smart Money tab. Filter for wallets labelled as Smart Money or Venture Capital

4. Check whether net smart money flow is positive (accumulation) or negative (distribution) over the past 7 and 30 days

5. Cross-reference this with exchange flow data. High smart money buying combined with tokens moving off exchanges is generally a constructive signal

Important: Smart money wallets are identified by historical performance, not by guaranteed future accuracy. A wallet labelled as smart money has performed well historically. It does not mean every trade that wallet makes will be profitable.

Nansen: Free vs Paid

Tool 2: Arkham Intelligence

Website: arkm.com

Best for: Wallet profiling, entity labelling, and tracking named organisations on-chain.

What Arkham Does

Arkham Intelligence focuses on connecting wallet addresses to real-world entities. Its "Ultra" de-anonymisation system uses transaction graph analysis, clustering algorithms, and public data to label wallets as belonging to exchanges, funds, DAOs, protocols, or known individuals.

The platform also runs an intelligence marketplace where analysts can submit and purchase wallet labels, creating a crowdsourced layer on top of on-chain data. Arkham launched its own exchange in 2024, though its analytics platform remains its core product for research purposes.

Key Features

• Entity pages: View the on-chain activity of named entities like Binance, Coinbase, a16z, or specific DeFi protocols

• Transaction graph: Visualise the flow of funds between wallets and trace where assets originated

• Intel marketplace: Browse or purchase labelled wallet intelligence from community contributors

• Portfolio tracker: Follow the token holdings of any tracked entity or wallet

• Alert system: Set alerts for when a tracked wallet makes a significant transaction

How to Use Arkham: A Beginner Use Case

Scenario: You want to track what a known venture capital fund is holding and whether they have moved any tokens recently.

1. Go to arkm.com and search for the fund name in the entity search bar

2. Open their entity page to see current holdings and historical transactions

3. Check the Transfers tab to see recent outflows. Large transfers to exchange wallets may indicate an intent to sell

4. Use the Transaction Graph to trace where the tokens went and whether a pattern is visible across multiple wallets

5. Set a free alert to be notified if the entity moves more than a threshold amount in the next 24 hours

Note: Arkham's entity labels are probabilistic. The platform uses machine learning and community intelligence, which means some labels carry more certainty than others. Look for labels with high confirmation scores when making decisions based on entity identification.

Arkham Intelligence: Free vs Paid

Tool 3: Token Terminal

Website: tokenterminal.com

Best for: Protocol revenue, fundamentals analysis, and valuation metrics for DeFi and crypto applications.

What Token Terminal Does

Token Terminal applies traditional financial analysis frameworks to crypto protocols. It tracks revenue, earnings, total value locked (TVL), price-to-sales ratios, monthly active users, and other metrics that are more familiar to investors from the equities world.

The platform covers over 100 protocols including decentralised exchanges, lending platforms, layer-1 blockchains, and infrastructure projects. Its data is sourced directly from smart contract events, making it verifiable and transparent.

Key Features

• Revenue and earnings dashboards: Compare actual protocol-generated fees across categories

• Price-to-sales (P/S) ratio: Compare how a token is valued relative to the revenue its protocol generates

• Monthly active users: Track genuine user growth or decline over time

• Token Incentives: See how much a protocol is spending on token incentives vs how much it earns in fees

• Sector comparison: Compare metrics across DeFi categories to understand relative performance

How to Use Token Terminal: A Beginner Use Case

Scenario: You want to compare two DEX protocols to understand which one has stronger fundamentals.

1. Go to tokenterminal.com and open the Projects section

2. Filter by category: Decentralised Exchanges

3. Sort by Revenue (trailing 30 days) to see which protocols are generating the most fees

4. Compare the P/S ratio for your two target protocols. A lower ratio relative to peers may indicate undervaluation, though it requires context

5. Check the Token Incentives line. If a protocol is spending more on token incentives than it earns in fees, its apparent growth may not be sustainable

Token Terminal treats crypto protocols like businesses. Revenue is the fees paid by users. Earnings are revenue minus token incentive costs. This framework is useful for separating protocols with real economic activity from those that exist primarily to distribute tokens.

Token Terminal: Free vs Paid

Which Tool Should You Use for What?

Putting It All Together: A Sample Research Workflow

Here is how you might combine all three tools when evaluating a new DeFi protocol:

1. Start with Token Terminal to check whether the protocol generates real revenue, how it compares to sector peers by P/S ratio, and whether token incentives exceed fee income

2. Move to Nansen to check whether smart money wallets have been accumulating the token and whether exchange flows suggest selling pressure or quiet accumulation

3. Use Arkham to identify any known entities (funds, DAOs, or large protocols) holding the token, and check whether any have made large recent transfers to exchange wallets

4. Combine this with your on-chain tokenomics check from E-11 (wallet concentration, vesting unlocks) for a complete picture

No single data point is definitive. Smart money is sometimes wrong. Revenue can be manipulated. Entity labels can be incorrect. The value of on-chain analytics is that it gives you access to a layer of verifiable information that most retail investors never look at.

Acting on Your Research

Once your on-chain research points toward a view, you need a platform to execute. Several exchanges offer good tooling for informed traders:

• OKX: OKX offers advanced spot and derivatives trading with strong charting integration.

• Bybit: Bybit provides a wide range of markets and is widely used by active traders.

• TradingView: TradingView remains the standard for charting, screeners, and price alert setup alongside your on-chain work.

None of the above are endorsements of trading decisions. Where you choose to trade is a separate decision from the research methodology in this guide.

Frequently Asked Questions

Is on-chain analytics only useful for DeFi?

No. On-chain analytics applies to any blockchain-based asset. You can track Bitcoin wallet movements using tools like Glassnode or CryptoQuant, and Ethereum-based token flows with Nansen and Arkham. Token Terminal focuses primarily on DeFi protocols, but the broader category of on-chain research covers all chains and asset types.

Do I need to understand code to use these tools?

No coding skills are required to use any of the three platforms covered in this guide. Nansen, Arkham, and Token Terminal are designed for visual navigation. Reading raw blockchain data from a block explorer like Etherscan requires some familiarity with transaction structures, but the tools abstract most of that for you.

How reliable are the wallet labels in Nansen and Arkham?

Labels on both platforms are probabilistic rather than absolute. Nansen derives labels from behavioural clustering and historical performance. Arkham uses algorithmic de-anonymisation supplemented by community intelligence. In both cases, high-confidence labels are generally reliable. Low-confidence labels should be treated as hypothesis rather than fact.

Is Arkham Intelligence free to use?

Arkham offers a meaningful free tier that includes entity search, basic transaction history, and a portfolio view for tracked entities. The paid tier adds advanced graph analysis, alert customisation, and API access. For most beginners, the free tier is sufficient to get started.

What is the difference between TVL and protocol revenue?

Total Value Locked (TVL) is the amount of assets deposited in a protocol. Revenue is the actual fees charged to users. TVL can be inflated by token incentives that attract temporary deposits. Revenue is harder to fake and a better indicator of genuine product-market fit. Token Terminal focuses primarily on revenue metrics for this reason.

Can on-chain analytics predict price movements?

No tool can reliably predict price. On-chain analytics provides context about participant behaviour and protocol health. This context can inform a research-based view, but it does not guarantee outcomes. Markets are influenced by many factors beyond on-chain data, including macro conditions, regulatory news, and sentiment.

Disclaimer: This content is for educational and informational purposes only and is not financial advice. Nothing here is a recommendation to buy or sell any asset or use any platform. Do your own research and manage your risk.

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