Published On Apr 25, 2025
Updated On Jul 14, 2025
Top Web3 Data Analytics Tools in 2025 for On-Chain, DeFi, and Multichain Insights

Web3 doesn’t wait—and neither should your data strategy.
With new chains launching, modular L2s scaling, and DeFi evolving fast, real-time insights from on-chain data analysis are no longer optional.
Whether you’re building a rollup, running a DEX, or leading a DAO treasury, Web3 data analytics tools are critical to unlocking growth, tracking users, and staying ahead.
In this guide, we’ve curated 15 powerful tools—structured into six smart categories.
From DeFi analytics and financial dashboards to multichain analytics platforms and security monitors, these are the building blocks of your modern blockchain analytics stack.
Let’s dive in.
1. Data Infrastructure & Indexing
These tools form the foundation of any Web3 data analytics stack. They help you collect, index, and query on-chain data without the hassle of running your own infrastructure. Perfect for powering dashboards, bots, and growth insights.
Dune Analytics
Dune Analytics is a powerful data platform that lets users query, visualize, and share blockchain insights using SQL. It’s widely used by DAOs, DeFi teams, and communities to track on-chain activity in real time.
What it does:
SQL-based blockchain querying with customizable dashboardsWhy it stands out: Supports real-time queries and more chains
Use case:
Check-out dashboard analysis that Lampros Tech has worked on:
- Impact of the Wormhole Bridge Exploit on the Solana Ecosystem
- LTIPP: Sector Growth, User Interaction and Incentive Effectiveness
Pros | Cons |
---|---|
Community-driven with a vast library of public dashboards | Only supports EVM-based chains |
No infrastructure setup—just write and run queries instantly | Requires knowledge of SQL to create custom queries |
The Graph
The Graph is a decentralized indexing protocol used to query blockchain data using GraphQL. It powers thousands of dApps by organizing data into subgraphs for fast, efficient access. Developers rely on it to deliver real-time data to dashboards, bots, and app frontends.
What it does:
Offers GraphQL access to indexed blockchain dataWhy it stands out: Fully decentralized and supports modular chains
Pros | Cons |
---|---|
Clear dashboards with accessible data | May require technical knowledge to unlock full value |
Well-suited for teams without heavy backend setups | Premium access for advanced features |
Chainbase
Chainbase is a Web3 data platform offering fast, SQL-based access to multichain blockchain data through APIs. It enables developers to build analytics dashboards, bots, or backend tools without maintaining complex infrastructure. Ideal for multichain analysis and DeFi app data tracking.
What it does:
SQL + APIs for querying blockchain dataWhy it stands out: Adds support for emerging chains like zk-rollups
Pros:
- Clear dashboards with accessible data
- Well-suited for teams without heavy backend setups
Cons:
- May require technical knowledge to unlock full value
- Limited or premium access for advanced features
2. On-Chain Data APIs & Aggregators
These API-first tools offer fast, flexible access to real-time blockchain activity. They’re essential for building apps, dashboards, or internal tools that rely on on-chain data analysis—with support for multichain analytics baked in.
Alchemy
Alchemy is a full-stack Web3 development platform that offers reliable APIs, analytics, and developer tools. It supports real-time notifications for on-chain events, smart contract monitoring, and AI-powered debugging.
What it does:
Developer tools for tracking smart contracts and wallets
Why it stands out:
Offers real-time alerts and AI features.
Pros:
- Scales easily for high-traffic dApps
- Offers robust and well-documented developer tools
Cons:
- Costs can increase with heavy usage
- Too complex for small or early-stage projects
Covalent
Covalent provides unified API access to rich blockchain data across 100+ chains. It’s used for building wallet apps, NFT dashboards, tax solutions, and DeFi trackers. Developers love it for its flexibility and deep historical data coverage.
What it does:
Exposes detailed on-chain data through a single API
Why it stands out:
Excellent multichain coverage
Use case:
Multichain NFT or wallet apps
Pros:
- Unified API for multiple chains
- Supports detailed historical lookups
Cons:
- Query cost can grow quickly
- Complex to customize for non-standard use cases
3. Financial & Market Analytics
This category focuses on DeFi analytics and investor-grade metrics. Whether you're managing a treasury, benchmarking a protocol, or tracking token economics, these tools bring clarity to blockchain analytics.
Nansen
Nansen is an analytics platform that combines on-chain data with wallet labeling to track the behavior of whales, insiders, and smart money. It’s widely used by investors and teams to stay ahead of market moves and identify trends early.
What it does:
Labels wallets and visualizes on-chain movement
Why it stands out:
Helps detect trends early
Use case: Whale tracking, airdrop hunter insights
Pros:
- Provides wallet labeling for deeper behavioral insights
- Strong visual dashboards to spot trends quickly
Cons:
- Expensive for advanced features and premium access
- Limited transparency around proprietary labels
DefiLlama
DefiLlama is the most trusted open-source dashboard for tracking DeFi TVL, yield rates, and protocol activity across multiple blockchains. It’s the default data source for many ecosystem overviews and investor reports.
What it does:
Monitors DeFi metrics across chains
Why it stands out:
Transparent, comprehensive, and free
Use case:
Competitor benchmarking or fee analysis
Pros:
- Tracks TVL, revenue, and activity across hundreds of protocols
- Open-source and regularly updated by the community
Cons:
- Limited advanced analytics or visual customization
- No deep wallet-level user behavior insights
Messari
Messari blends deep-dive research with on-chain metrics to help investors and protocol teams make informed decisions. From tokenomics to governance, it offers a well-rounded picture of ecosystem health and potential.
What it does:
Delivers protocol insights and curated metrics
Why it stands out:
Blends analyst research with raw data
Use case: Ecosystem reviews, token economics breakdowns
Pros:
- Rich protocol profiles backed by expert research
- Ideal for high-level investor presentations and DAO reports
Cons:
- Many key features gated behind a paywall
- Limited real-time data for trading or short-term decisions
Glassnode
Glassnode is a leading blockchain analytics tool offering macro-level metrics and investor sentiment data. It’s especially popular among Bitcoin and Ethereum traders seeking to understand market cycles.
What it does:
Provides long-term and short-term market sentiment
Why it stands out:
Great visualizations of Bitcoin and ETH behavior
Use case: Tracking investor confidence or sell pressure
Pros:
- Deep historical data and market indicators
- Visual tools for analyzing market cycles and sentiment
Cons:
- Primarily focused on Bitcoin and Ethereum
- Not ideal for DeFi or protocol-specific analytics
Token Terminal
Token Terminal brings traditional financial reporting to crypto by offering revenue, valuation, and fee metrics for protocols. It’s the go-to platform for comparing economic fundamentals across Web3 projects. Perfect for investors, treasury managers, and governance leads.
What it does:
Aggregates economic performance data from protocols
Why it stands out:
Financial-grade metrics for crypto teams and investors
Use case: Treasury reporting, protocol benchmarking
Pros:
- Standardized financial KPIs for protocols
- Easy comparison between projects
Cons:
- Limited data on smaller or newer protocols
- Advanced analytics gated behind paywall
CryptoQuant
CryptoQuant tracks exchange flows, miner activity, and network behavior to forecast crypto market movements. Traders and institutions use it for risk monitoring, timing exits, and analyzing liquidity trends.
What it does:
Covers risk metrics and market signals
Why it stands out:
Broad exchange and entity coverage
Use case: Volatility forecasting, compliance alerts
Pros:
- Comprehensive data on exchange activity and miner flows
- Useful for market timing and institutional strategies
Cons:
- Limited DeFi-specific insights
- Pro features may be expensive for smaller users
4. Blockchain Explorers & Dashboards
Explorers let you track transactions, contracts, and user activity—crucial for debugging, monitoring appchains, or supporting custom rollups. Many teams use these for simple on-chain data analysis without building custom UIs.
Blockscout
Blockscout is an open-source block explorer built for EVM-compatible networks. It’s fully customizable and ideal for rollups, sidechains, and new L2s looking to launch with a self-hosted explorer.
What it does:
Customizable explorer with smart contract visibility
Why it stands out:
Easy to integrate with new L2s
Use case: Explorer for new appchains or rollups
Pros:
- Fully open-source and self-hosted
- Great for emerging L2 ecosystems and appchains
Cons:
- UI not as polished as other explorers
- Requires technical setup and hosting knowledge
SonarWatch
SonarWatch is a portfolio and analytics dashboard for Solana users. It aggregates DeFi positions, yield opportunities, and TVL data into a clean, user-friendly interface.
What it does:
Monitors Solana DeFi and user portfolios
Why it stands out:
One of few tools tailored to Solana
Use case:
Managing assets across Solana DEXs and lending
Pros:
- User-friendly dashboard for Solana assets
- Aggregates portfolio data across Solana DeFi
Cons:
- Only supports Solana
- Lacks cross-chain portfolio insights
5. Security & Compliance Analytics
With increased scrutiny around privacy and fund movement, security-focused blockchain analytics tools help protocols stay transparent, secure, and compliant. Great for vesting schedules, insider tracking, and large transfer alerts.
Arkham
Arkham is an on-chain intelligence platform that deanonymizes wallet behavior using machine learning. It’s used by analysts and security teams to trace transactions and monitor fund flows.
What it does:
Tracks team wallets, large transactions, and insider activity
Why it stands out:
AI-generated alerts and wallet labels
Use case: Token vesting, fund monitoring, incident response
Pros:
- Real-time wallet tracking and entity mapping
- Helpful for security audits and fund movement analysis
Cons:
- Raises privacy and ethical concerns for public labeling
- Advanced features require a paid plan
6. Product & User Analytics
Go beyond TVL and wallet counts. These tools help product teams and DAOs understand what users actually do—unlocking true Web3 data analytics that power growth loops, incentive design, and retention strategies.
Flipside Crypto
Flipside Crypto provides behavioral analytics and SQL-based query tools for understanding user journeys in Web3. It’s especially useful for ecosystem growth campaigns and airdrop analysis.
What it does:
Cohort tracking, funnel analysis, and ecosystem reporting
Why it stands out:
Supports ecosystem-wide incentive programs
Pros:
- Focused on user-level behavior and growth tracking
- Provides structured support for ecosystem incentive programs
Cons:
- Limited support for chains outside of partnered ecosystems
- Requires SQL or query-building skills to fully utilize