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

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

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

As Web3 matures, data becomes your most valuable edge. These tools aren’t just dashboards—they're your protocol’s operating system. Whether you're driving growth, scaling governance, or building transparency, the right Web3 data analytics tools will amplify your impact.

At Lampros Tech, we design tailored analytics systems for Web3 teams—blending DeFi analytics, Web3 data analytics, and multichain analytics into one cohesive solution. From tracking adoption to uncovering user patterns, our work helps protocols turn noise into strategy and insight into execution.

Curious how these tools could fit your stack? Schedule a quick call or drop us a message.