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Accessing Real-Time Market Data with WebSocket APIs: A Step-by-Step Guide

Discover how to access fast, real-time crypto market data via WebSocket APIs. Learn subscription steps, best practices, and how API solutions like Token Metrics can power analytics applications.
Token Metrics Team
7
MIN
Index

Imagine being able to monitor price changes, trades, and order books as they happen—delivered straight to your application or dashboard, with minimal latency. For traders, developers, and analysts, accessing real-time market data can bring tremendous technical and strategic advantages. The secret weapon? Subscribing to WebSocket feeds directly from exchanges or crypto data providers.

What Are WebSockets and Why Are They Used for Market Data?

WebSockets are a modern web technology that enables full-duplex, bi-directional communication between a client and a server over a single, persistent connection. Unlike conventional HTTP requests—which require continuous polling for new data—WebSockets allow servers to push timely data updates instantly to clients.

This makes WebSockets ideal for streaming live financial data such as ticker prices, trade events, and order book movements. In volatile markets like cryptocurrencies, seconds matter, and having access to real-time updates can provide a more accurate market snapshot than delayed REST API queries. Most major exchanges and crypto data providers—such as Binance, Coinbase, and Token Metrics—offer WebSocket APIs precisely to cater to these real-time scenarios.

How WebSocket Market Data Subscriptions Work

Subscribing to real-time market data via WebSocket typically involves the following fundamental steps:

  1. Establish a WebSocket Connection: Open a persistent connection to the exchange's or data provider's WebSocket server via an endpoint URL (e.g., wss://stream.example.com/ws).
  2. Authenticate (if required): Some APIs require an API key or token to access secured or premium data feeds.
  3. Send Subscription Messages: Once connected, send a JSON-formatted message indicating which data streams you're interested in (e.g., trades for BTC/USD, the full order book, or price tickers).
  4. Process Incoming Messages: The server continuously 'pushes' messages to your client whenever new market events occur.
  5. Handle Disconnections and Reconnects: Implement logic to gracefully handle dropped connections, resubscribe when reconnecting, and back up important data as needed.

Here's a simplified example (in Python, using the websockets library) to subscribe to BTC/USD ticker updates on a typical crypto exchange:

import asyncio
import websockets
import json

async def listen():
    url = 'wss://exchange.com/ws'
    async with websockets.connect(url) as ws:
        subscribe_msg = {
            "type": "subscribe",
            "channels": ["ticker_btcusd"]
        }
        await ws.send(json.dumps(subscribe_msg))

        while True:
            msg = await ws.recv()
            print(json.loads(msg))

asyncio.get_event_loop().run_until_complete(listen())

Most exchanges have detailed WebSocket API documentation specifying endpoints, authentication, message formats, and available data channels.

Choosing the Right Market Data WebSocket API

The crypto industry offers a broad range of WebSocket APIs, provided either directly by trading venues or specialized third-party data aggregators. Here are important selection criteria and considerations:

  • Coverage: Does the API cover the markets, trading pairs, and networks you care about? Some APIs, like Token Metrics, offer cross-exchange and on-chain analytics in addition to price data.
  • Latency and Reliability: Is the data real-time or delayed? Assess reported update frequency and uptime statistics.
  • Supported Endpoints: What specific data can you subscribe to (e.g., trades, tickers, order books, on-chain events)?
  • Authentication & API Limits: Are there rate limits or paid tiers for higher throughput, historical access, or premium data?
  • Ease of Use: Look for robust documentation, sample code, and language SDKs. Complex authentication and message formats can slow integration.
  • Security: Check for secure connections (wss://), proper authentication, and recommended best practices for key handling.

Some popular choices for crypto market data WebSocket APIs include:

  • Binance WebSocket API: Offers granular trade and order book data on hundreds of pairs.
  • Coinbase Advanced Trade WebSocket Feed: Live updates for major fiat/crypto pairs, trades, and market depth.
  • Token Metrics API: Supplies real-time prices, trading signals, and on-chain insights from dozens of blockchains and DEXs, ideal for analytics platforms and AI agents.

Common Use Cases for Real-Time WebSocket Market Data

Subscribing to live market data via WebSocket fuels a wide range of applications across the crypto and finance sectors. Some of the most prominent scenarios include:

  • Crypto Trading Bots: Automated trading systems use low-latency feeds to react instantly to market changes, execute strategies, and manage risk dynamically.
  • Market Data Dashboards: Streaming updates power web and mobile dashboards with live tickers, charts, heatmaps, and sentiment scores.
  • AI Research & Analytics: Machine learning models consume real-time pricing and volume patterns to detect anomalies, forecast trends, or identify arbitrage.
  • Alert Systems: Users set price, volume, or volatility alerts based on live data triggers sent over WebSockets.
  • On-Chain Event Monitoring: Some APIs stream on-chain transactions or contract events, providing faster notification for DeFi and DEX platforms than conventional polling.

Tips for Implementing a Secure and Reliable WebSocket Feed

Building a production-grade system to consume real-time feeds goes beyond simply opening a socket. Here are practical best practices:

  • Connection Management: Monitor connection state, implement exponential back-off on reconnects, and use heartbeats or ping/pong to keep connections alive.
  • Data Integrity: Reconcile or supplement real-time data with periodic REST API snapshots to recover from missed messages or out-of-sync states.
  • Efficient Storage: Store only essential events or aggregate data to minimize disk usage and improve analytics performance.
  • Security Practices: Secure API keys, restrict access to production endpoints, and audit incoming/outgoing messages for anomalies.
  • Scalability: Scale horizontally for high throughput—especially for dashboards or analytics platforms serving many users.
  • Error Handling: Gracefully process malformed or out-of-order messages and observe API status pages for scheduled maintenance or protocol changes.

Following these guidelines ensures a robust and resilient real-time data pipeline, a foundation for reliable crypto analytics and applications.

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Frequently Asked Questions

What kind of market data can you stream via WebSocket?

Most crypto WebSocket APIs allow subscriptions to real-time trades, price tickers, full order books (level 2/3), candlestick updates, and often even on-chain events. The precise channels and data fields depend on the provider's documentation.

Is WebSocket market data faster or more accurate than REST API?

WebSocket market data is generally lower-latency because updates are pushed immediately as market events occur, rather than polled at intervals. This leads to both more timely and often more granular data. For most trading, analytics, or alerting use-cases, WebSocket is preferred over REST for live feeds.

Do you need an API key for WebSocket market data?

Not always. Public endpoints (such as price tickers or trades) are often accessible without authentication, while premium or private user data (like order management or account positions) will require an API key or token. Always review the provider's authentication requirements and security best practices.

Which providers offer the most reliable crypto market data WebSocket feeds?

Reliability varies by provider. Leading exchanges like Binance and Coinbase provide extensive documentation and global infrastructure. Aggregated services like the Token Metrics API combine cross-exchange data with analytics and on-chain insights, making them valuable for research and AI-driven crypto tools.

How can AI and analytics tools enhance WebSocket market data applications?

AI-driven analytics layer additional value onto live data streams—for example, detecting anomalous volume, recognizing patterns across exchanges, or issuing smart alerts. Platforms like Token Metrics offer machine learning-powered signals and research, streamlining complex analysis on live feeds for professional and retail users alike.

Disclaimer

This article is for informational and educational purposes only. It does not constitute investment advice, financial recommendation, or an offer to buy or sell any assets. Please consult official documentation and do your own research when integrating with APIs or handling sensitive financial data.

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Token Metrics Team
Token Metrics Team

Recent Posts

Crypto Basics

How Do Taxes Work for Crypto Trading?

Token Metrics Team
5 min
MIN

Cryptocurrency trading can be exciting and profitable, but one thing many traders overlook is taxation. Whether you’re buying Bitcoin, trading altcoins, or earning staking rewards, your activities can create taxable events—and failure to report them properly can lead to hefty penalties.

If you’ve been wondering, “How do taxes work for crypto trading?”, this guide breaks it all down. We’ll explain how crypto taxes work, the most common taxable events, and how Token Metrics can help you make smarter, tax-conscious trading decisions.

Are Cryptocurrencies Taxed?

Yes. In most countries, cryptocurrencies are treated as property, not currency, for tax purposes. This means:

  • Buying crypto with fiat (e.g., USD → BTC) is not taxable by itself.

  • Selling, swapping, or spending crypto is a taxable event.

  • Earning crypto (through staking, mining, or airdrops) is taxable income.

While tax laws vary by country, the principle is the same: any gain or income from crypto is subject to taxation.

Common Taxable Events in Crypto

To manage your taxes effectively, you need to know what counts as a taxable event.

1. Selling Crypto for Fiat

If you sell Bitcoin, Ethereum, or any other crypto for fiat currency, you must report capital gains or losses.

Example:

  • You bought 1 BTC for $20,000 and sold it for $40,000.

  • Your capital gain is $20,000—which is taxable.

2. Trading One Crypto for Another

Swapping one crypto for another (e.g., BTC → ETH) is also a taxable event.

Why?

  • You’re considered to have “sold” BTC at its fair market value and “bought” ETH.

3. Spending Crypto on Goods or Services

Using crypto to buy a car, laptop, or coffee? That’s a taxable event too.

Example:

  • You bought 1 ETH at $1,000.

  • You used it to buy goods when ETH was worth $2,000.

  • The $1,000 gain is taxable.

4. Earning Crypto

  • Staking & Mining Rewards: Counted as ordinary income at the time you receive them.

  • Airdrops & Hard Forks: The value at the time you receive them is taxable income.

5. DeFi & NFT Transactions

DeFi activities like yield farming, lending, or NFT trading may also trigger complex taxable events depending on jurisdiction.

Capital Gains: Short-Term vs. Long-Term

When you sell crypto, your profit is classified as a capital gain—either short-term or long-term.

  • Short-Term Gains:
    • Assets held less than 12 months.

    • Taxed at your ordinary income tax rate (higher).

  • Long-Term Gains:
    • Assets held more than 12 months.

    • Taxed at reduced capital gains rates (in many jurisdictions).

Pro Tip: Holding crypto for at least a year can significantly lower your tax burden.

How to Calculate Your Crypto Taxes

Step 1: Track Every Transaction

Record:

  • Date & time of the trade.

  • Type of transaction (buy, sell, swap).

  • Amount & value in fiat currency.

  • Fees paid.

Step 2: Determine Cost Basis

Your cost basis is how much you paid for the asset (including fees).

Step 3: Calculate Gains/Losses

Subtract your cost basis from the selling price:

  • Profit = Taxable gain

  • Loss = Tax-deductible (in some countries).

Step 4: Report Income

Report staking, mining, and airdrop rewards as ordinary income at their market value when received.

How Token Metrics Helps with Tax-Efficient Trading

Staying compliant doesn’t just mean reporting correctly—it means trading smartly to reduce your tax burden. That’s where Token Metrics can help.

1. AI-Powered Portfolio Tracking

Track all your crypto holdings across exchanges and wallets, making tax reporting easier.

2. Long-Term vs. Short-Term Insights

Use Investor Grades to identify cryptos worth holding long-term, reducing your tax liability on gains.

3. Strategic Trade Timing

Get AI-powered trading signals to make smarter decisions on when to sell—balancing profits and taxes.

4. Narrative Tracking

Spot emerging narratives (AI tokens, DeFi trends) early, allowing you to plan tax-friendly entries and exits.

Strategies to Minimize Crypto Taxes

  1. Hold for Over a Year: Qualify for long-term capital gains rates.

  2. Harvest Losses: Sell underperforming assets to offset taxable gains.

  3. Use Tax-Friendly Accounts: Some countries allow crypto investments in tax-advantaged accounts.

  4. Gift Crypto: In certain jurisdictions, gifting crypto can reduce tax exposure.

  5. Use AI for Smart Exits: Token Metrics can help you plan trades strategically to minimize taxable events.

Common Mistakes to Avoid

  • Not tracking transactions: Without records, you can’t calculate accurate gains/losses.

  • Ignoring swaps: Trading crypto-to-crypto is still taxable.

  • Forgetting airdrops/staking rewards: These are considered income at receipt.

  • Panic-selling without strategy: Leads to high taxes and missed opportunities.

Global Variations in Crypto Taxes

Tax treatment varies by country:

  • U.S.: IRS treats crypto as property.

  • UK: HMRC applies Capital Gains Tax on disposals.

  • Australia: ATO taxes crypto as property.

  • EU: Policies vary by member state but generally treat crypto as assets.

Always consult a crypto tax professional for advice in your jurisdiction.

Practical Example

Let’s say you:

  • Bought 2 ETH at $1,500 each ($3,000 total).

  • Sold 1 ETH at $3,000.

  • Your gain: $1,500 (minus fees).

  • If you held for over a year, you pay long-term capital gains tax. If not, it’s short-term at a higher rate.

With Token Metrics, you could track purchase dates and AI signals to time your exit strategically—potentially saving on taxes.

Final Thoughts

So, how do taxes work for crypto trading?

  • Selling, swapping, and spending crypto are taxable events.

  • Staking, mining, and airdrops are taxed as income.

  • Holding for over a year often reduces your tax bill.

The key to staying compliant and minimizing taxes is tracking transactions, planning trades strategically, and using the right tools.

That’s where Token Metrics helps. With AI-driven portfolio tracking, tax-efficient trading insights, and market analytics, Token Metrics empowers you to trade smarter, reduce taxable events, and keep more of your profits.

Don’t just trade crypto—trade tax-smart.

Research

What Are Limit Orders vs. Market Orders?

Token Metrics Team
8 min
MIN

When you trade cryptocurrency, you’ll come across different types of orders—market orders and limit orders being the two most common. Understanding how they work is essential for controlling your entry and exit points, minimizing slippage, and making better trading decisions.

If you’ve ever wondered, “What’s the difference between limit orders and market orders?”, you’re in the right place. This guide will break it down in detail, explain when to use each, and show how Token Metrics helps you execute smarter trades with AI-powered insights.

What Is a Market Order?

A market order is the simplest type of trade. It tells an exchange:

“Buy or sell this cryptocurrency at the best available price right now.”

How It Works:

  • When you place a market order to buy, the system instantly matches you with sellers at the lowest available price.

  • When you place a market order to sell, it instantly matches you with buyers at the highest available price.

Advantages of Market Orders:

  1. Instant Execution: Your trade goes through immediately.

  2. Simplicity: Perfect for beginners who want fast transactions.

  3. Useful in High-Volatility Conditions: If you need to enter or exit a trade quickly, market orders are your best bet.

Disadvantages of Market Orders:

  1. Slippage: If liquidity is low or the market moves quickly, you might pay more (or receive less) than expected.

  2. No Price Control: You accept whatever price the market offers at that moment.

Example:
 If Bitcoin is trading at $40,000 and you place a market order for 1 BTC, you may end up paying $40,050 if the price moves up in the milliseconds it takes to execute your trade.

What Is a Limit Order?

A limit order gives you more control. It tells an exchange:

“Buy or sell this cryptocurrency at this specific price (or better).”

How It Works:

  • When you place a buy limit order, you set the maximum price you’re willing to pay.

  • When you place a sell limit order, you set the minimum price you’re willing to accept.

  • The order stays open until the market reaches your price—or until you cancel it.

Advantages of Limit Orders:

  1. Price Control: You won’t pay more (or sell for less) than your chosen price.

  2. Better for Planning: Ideal for setting up trades without constantly watching the market.

  3. Lower Fees: Some exchanges offer lower “maker” fees for limit orders since they add liquidity.

Disadvantages of Limit Orders:

  1. No Guarantee of Execution: If the market doesn’t reach your price, your order won’t go through.

  2. Slower Execution: Not suitable for urgent trades in fast-moving markets.

Example:
 If Bitcoin is trading at $40,000, you could set a buy limit order at $39,500. If the price dips to that level, your order fills. If it doesn’t, you won’t buy.

Limit Orders vs. Market Orders: Key Differences

When Should You Use Market Orders?

Market orders are best when:

  • You need speed: Entering or exiting a trade quickly.

  • The market is highly liquid: For large-cap coins like Bitcoin and Ethereum, slippage is minimal.

  • News-based trading: When reacting to breaking news or sudden price surges.

When Should You Use Limit Orders?

Limit orders are best when:

  • You want price control: Setting entries at discount levels or selling at specific profit targets.

  • You’re trading low-liquidity coins: Prevents overpaying due to slippage.

  • You’re building a strategy: Setting multiple entries and exits without active monitoring.

How Token Metrics Helps You Use Market & Limit Orders Effectively

Placing orders is one thing—placing them at the right time is what makes you profitable. That’s where Token Metrics helps.

1. AI-Powered Trading Signals

Get real-time bullish and bearish alerts based on 80+ technical indicators, helping you know when to execute market or limit orders for maximum efficiency.

2. Trader & Investor Grades

Use Trader Grades for short-term trading opportunities (perfect for market orders) and Investor Grades for long-term accumulation (ideal for limit orders).

3. Narrative Tracking

Our AI identifies emerging narratives—like AI tokens or DeFi plays—so you can strategically place limit orders before trends take off.

4. AI-Managed Indices

Don’t want to place manual orders? Token Metrics’ AI-managed portfolios automatically rebalance based on market conditions, helping you avoid constant order management.

Practical Example: Combining Both Orders

Imagine you’re trading Ethereum (ETH):

  • Step 1: Token Metrics issues a bullish signal at $2,400, projecting a potential breakout.

  • Step 2: You place a market order to enter quickly at $2,400 to catch the momentum.

  • Step 3: You set a limit sell order at $2,700 to automatically secure profits without monitoring the chart.

This combination allows you to enter fast and exit smart—with less emotional stress.

Advanced Tips for Using Limit & Market Orders

  1. Use Stop-Limit Orders: Combine stop-loss and limit functions to protect against big losses.

  2. Layer Your Limit Orders: Place multiple buy/sell limits at different price levels for better cost averaging.

  3. Avoid Market Orders on Illiquid Coins: Slippage can cost you significantly.

  4. Use AI for Timing: Token Metrics helps you time entries and exits—so you’re not just placing random orders.

Final Thoughts

So, what’s the difference between limit orders and market orders?

  • Market orders are for speed—you get the trade done instantly at the best available price.

  • Limit orders are for control—you set the exact price you want to buy or sell.

The key is knowing when to use each—and using data-driven insights to make those decisions.

That’s where Token Metrics gives you an edge. With AI-powered trading signals, narrative tracking, and automated portfolio tools, Token Metrics helps you decide when to use market vs. limit orders, so you can trade confidently and profitably.

In crypto trading, timing is everything—and Token Metrics makes timing smarter.

Research

How Do I Manage Risk in Crypto Trading?

Token Metrics Team
8 min
MIN

Cryptocurrency trading can be highly profitable—but it’s also one of the riskiest markets in the world. Prices can swing wildly in seconds, projects can collapse overnight, and emotional decisions often lead to costly mistakes.

If you want to survive (and thrive) in crypto trading, you must learn how to manage risk effectively. In this guide, we’ll break down why risk management is critical, the top strategies to protect your capital, and how Token Metrics can help you trade smarter, safer, and with more confidence using AI-driven insights.

Why Risk Management Is Non-Negotiable in Crypto

In traditional markets, a 5% price movement is big news. In crypto? Daily moves of 10–20% are normal.

  • High volatility: Crypto is more speculative than stocks or forex.
  • Unregulated space: Scams and market manipulation are more common.
  • Emotional trading: Fear and FOMO lead to poor decisions.

Without a solid risk management plan, even experienced traders can lose everything.

Top Risk Management Strategies for Crypto Trading

1. Only Invest What You Can Afford to Lose

This is rule number one.

  • Never invest rent, emergency savings, or money you can’t afford to lose.
  • Treat crypto like a high-risk asset class—because it is.

2. Diversify Your Portfolio

Don’t put all your funds into one token.

  • Spread across different coins & sectors: Bitcoin, Ethereum, AI tokens, DeFi, etc.
  • Balance risk levels: Mix large-cap coins with small-cap moonshots.

How Token Metrics Helps:
 Use AI-driven indices to build a diversified, auto-rebalanced portfolio aligned with your risk tolerance.

3. Use Stop-Loss Orders

Set stop-loss levels to automatically sell if prices fall below a certain threshold.

  • Prevents small losses from becoming catastrophic.
  • Helps maintain discipline during market dips.

Pro Tip: Place stops at strategic support levels, not random round numbers.

4. Size Your Positions Properly

Don’t go “all-in” on one trade.

  • Position sizing ensures no single trade wipes out your portfolio.
  • A common rule: risk 1–2% of your capital per trade.

5. Avoid Overleveraging

Leverage amplifies gains—but also losses.

  • Start with low or no leverage until you’re experienced.
  • High leverage trading can lead to instant liquidation in volatile markets.

6. Keep Emotions in Check

Fear, greed, and FOMO (fear of missing out) destroy portfolios.

  • Stick to your strategy.
  • Don’t chase pumps or panic-sell during dips.

How Token Metrics Helps:
 Our AI-powered bullish and bearish signals take emotions out of trading by giving you data-backed entry and exit points.

7. Stay Informed

Markets move on news—regulations, partnerships, or even tweets.

  • Follow credible sources for updates.
  • Use narrative tracking to spot market-shifting trends early.

How Token Metrics Helps:
 Our AI tracks emerging narratives (e.g., AI tokens, DeFi, RWAs), so you can adjust positions before the crowd reacts.

8. Use Risk/Reward Ratios

Before entering a trade, ask:

  • Is the potential reward worth the risk?
  • Aim for at least a 2:1 or 3:1 reward-to-risk ratio.

9. Practice Secure Asset Storage

Risk management isn’t just about trades—it’s also about keeping your crypto safe.

  • Use hardware wallets for long-term holdings.
  • Enable 2FA on exchanges.

10. Review & Adjust Your Strategy

Markets evolve—your plan should too.

  • Track your wins and losses.
  • Optimize your strategy using performance data.

How Token Metrics Helps You Manage Risk

Token Metrics isn’t just a research platform—it’s an AI-powered risk management assistant.

1. AI-Powered Trade Insights

Get real-time bullish and bearish signals to time entries and exits more effectively—reducing impulsive trades.

2. Trader & Investor Grades

Quickly assess tokens for short-term trading potential (Trader Grade) or long-term viability (Investor Grade)—helping you avoid high-risk projects.

3. AI-Managed Indices

Use auto-rebalanced AI indices to maintain diversification and reduce risk exposure.

4. Moonshot Finder

Interested in high-risk, high-reward tokens? Our Moonshot Finder filters low-cap projects using AI, helping you avoid scams and rug pulls.

5. Narrative Detection

Our AI tracks emerging narratives so you can anticipate market movements early—reducing exposure to collapsing trends.

Example: Risk Management Using Token Metrics

Imagine you want to invest $5,000 in crypto:

  • Without Token Metrics: You randomly choose 3 coins based on hype and YouTube videos. Two collapse, and your portfolio drops 50%.

  • With Token Metrics: You build a diversified AI-managed index of large-cap and promising small-cap tokens, use stop-loss levels, and set alerts for bullish/bearish signals. Your portfolio drops only 10% in a downturn—saving thousands.

This is how data-driven trading transforms risk into opportunity.

Practical Risk Management Checklist

  1. Never invest more than you can afford to lose.

  2. Diversify across coins and sectors.

  3. Use stop-loss orders to cap losses.

  4. Avoid overleveraging at all costs.

  5. Set realistic reward-to-risk ratios (2:1 or better).

  6. Use AI-powered tools like Token Metrics for smarter trades.

  7. Stay informed about news and emerging narratives.

  8. Secure your assets with hardware wallets and 2FA.

  9. Track and adjust your trading strategy regularly.

  10. Trade with logic, not emotions.

Final Thoughts

So, how do you manage risk in crypto trading? It’s about balancing your portfolio, using smart tools, and staying disciplined.

While volatility is unavoidable, you can control how much you’re exposed to it. With Token Metrics, you gain AI-powered insights, trade signals, and portfolio tools that help you reduce risks while maximizing opportunities.

In crypto, it’s not just about making profits—it’s about keeping them.

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Token Metrics Media LLC is a regular publication of information, analysis, and commentary focused especially on blockchain technology and business, cryptocurrency, blockchain-based tokens, market trends, and trading strategies.

Token Metrics Media LLC does not provide individually tailored investment advice and does not take a subscriber’s or anyone’s personal circumstances into consideration when discussing investments; nor is Token Metrics Advisers LLC registered as an investment adviser or broker-dealer in any jurisdiction.

Information contained herein is not an offer or solicitation to buy, hold, or sell any security. The Token Metrics team has advised and invested in many blockchain companies. A complete list of their advisory roles and current holdings can be viewed here: https://tokenmetrics.com/disclosures.html/

Token Metrics Media LLC relies on information from various sources believed to be reliable, including clients and third parties, but cannot guarantee the accuracy and completeness of that information. Additionally, Token Metrics Media LLC does not provide tax advice, and investors are encouraged to consult with their personal tax advisors.

All investing involves risk, including the possible loss of money you invest, and past performance does not guarantee future performance. Ratings and price predictions are provided for informational and illustrative purposes, and may not reflect actual future performance.

Disclaimer