Crypto Basics

DEX vs CEX - Key Differences and Similarities

Explore the key differences and similarities between Decentralized Exchanges (DEX) and Centralized Exchanges (CEX) in this comprehensive guide.
S. Vishwa
7 Minutes
MIN

Cryptocurrency trading has gained immense popularity, offering high potential returns for investors. To enter the world of crypto trading, one must navigate the landscape of exchanges.

The two primary types of exchanges are centralized exchanges (CEX) and decentralized exchanges (DEX). 

In this article, we will explore the key differences and similarities between DEXs and CEXs, helping you make an informed decision when choosing an exchange for your crypto transactions.

What is a Centralized Exchange (CEX)?

A centralized exchange operates as a digital marketplace where users can trade cryptocurrencies. A central authority, similar to traditional stock exchanges, manages these exchanges. Examples of popular CEXs include Binance, Coinbase, and Kraken.

Advantages of CEXs

User-friendly interface: CEXs offer intuitive and beginner-friendly interfaces, making it easier for new traders to navigate the platform.

Higher liquidity: Centralized exchanges generally have higher trading volumes and liquidity, allowing for easier buying and selling of cryptocurrencies.

Faster transactions: CEXs use off-chain matching systems, enabling faster transaction processing than DEXs.

Regulatory assurances: CEXs often comply with regulations and have more robust regulatory frameworks, offering users security and trust.

Additional trading features: Many CEXs provide advanced trading options such as margin trading, futures, and options contracts, catering to experienced traders.

Disadvantages of CEXs

Lack of privacy: CEXs typically require users to complete a Know Your Customer (KYC) verification process, compromising user privacy

Security risks: As centralized platforms, CEXs hold users' funds in centralized wallets, making them susceptible to hacking attempts and theft.

Dependency on a central authority: Users must trust the centralized exchange to handle their funds securely and maintain the platform's stability.

Potential downtime and restrictions: CEXs can experience downtime due to maintenance or regulatory interventions, limiting users' access to funds and trading activities.

What is a Decentralized Exchange (DEX)?

Decentralized exchanges, on the other hand, operate without a central authority and intermediaries. DEXs leverage blockchain technology and smart contracts to facilitate peer-to-peer transactions. Notable DEXs include Uniswap and PancakeSwap.

Advantages of DEXs

Self-custody: DEXs allow users to retain control of their funds by utilizing non-custodial wallets, eliminating the need to trust a centralized authority.

Anonymity: DEXs often do not require users to complete KYC processes, preserving user anonymity and privacy.

Reduced security risks: DEXs eliminate the risk of a single point of failure, as assets are not stored in a centralized location, minimizing the potential for hacks and thefts.

Permissionless trading: DEXs enable anyone to participate in trading without facing barriers such as KYC requirements.

Access to unique tokens: DEXs often support early-stage projects, providing users access to unique tokens before they are listed on centralized exchanges.

Disadvantages of DEXs

Limited trading options: DEXs primarily support basic token swaps and lack the advanced trading features offered by CEXs, such as margin trading and derivatives.

Slower transaction speed: Transactions on DEXs occur on-chain and require confirmation by miners, resulting in slower transaction processing than CEXs.

Lower liquidity: DEXs generally have lower trading volumes and liquidity compared to CEXs, which can lead to higher slippage and less favorable trading conditions for larger orders.

Complexity for beginners: DEXs often have more complex user interfaces and require users to interact with smart contracts, making them less beginner-friendly than CEXs.

DEX vs CEX - A Comparison

Let's delve deeper into the specific aspects of DEXs and CEXs, comparing their features and functionalities.

Security

Security is a crucial consideration when choosing an exchange. While both DEXs and CEXs have security measures in place, there are differences in the level of risk.

CEXs: Centralized exchanges are more susceptible to hacking attempts due to their centralized nature. If a CEX's security measures are compromised, users' funds could be at risk. However, reputable CEXs invest heavily in security measures to mitigate these risks.

DEXs: DEXs, being decentralized, offer a higher level of security. Since funds are not stored in a centralized manner, hackers have a harder time compromising user assets. However, it's essential to choose DEXs with robust smart contract security audits and protocols to ensure the safety of your funds.

Liquidity

Liquidity plays a vital role in the ease and efficiency of trading. Higher liquidity allows for better price discovery and reduces the impact of larger orders.

CEXs: Centralized exchanges generally have higher liquidity due to their larger user bases and established market presence. This makes it easier to buy and sell cryptocurrencies at desired prices.

DEXs: DEXs, especially those utilizing automated market maker (AMM) protocols, rely on users' liquidity. While DEX liquidity has been growing steadily, it is still lower than CEXs. Consequently, larger orders on DEXs may experience slippage and impact the execution price.

Fees

Trading fees can significantly impact the profitability of your trades. Let's compare the fee structures of DEXs and CEXs.

CEXs: Centralized exchanges often charge trading fees, which can vary depending on factors such as trading volume, order type, and market maker/taker status. These fees typically range from 0.1% to 0.5% per trade.

DEXs: DEXs generally have lower trading fees compared to CEXs. Many DEXs charge a flat fee per transaction, typically ranging from 0.1% to 0.5%. However, it's important to consider that DEXs may also charge additional network fees for transactions on the underlying blockchain.

User Experience

The user experience (UX) of an exchange can greatly influence your trading journey, particularly for beginners.

CEXs: Centralized exchanges often prioritize user-friendly interfaces and provide intuitive features, making them more accessible for users with limited trading experience. Additionally, CEXs offer customer support services to assist users with their trading needs.

DEXs: DEXs, particularly those utilizing AMM protocols, can have a steeper learning curve. Interacting with smart contracts and managing non-custodial wallets may require some technical understanding. However, DEXs continuously improve their UX to enhance accessibility for users of all experience levels.

CEX vs DEX: Which Is Better?

Determining whether a CEX or a DEX is better depends on your specific needs and preferences as a trader.

Choosing a CEX

You might prefer a CEX if:

  • You are a beginner trader looking for a user-friendly platform.
  • High liquidity and a wide range of trading options are important to you.
  • You value regulatory assurances and trust in a centralized authority.
  • Margin trading and advanced trading features are essential to your trading strategy.

Opting for a DEX

You might choose a DEX if:

  • You prioritize self-custody and control over your funds.
  • Privacy and anonymity are important to you.
  • You are interested in early-stage projects and unique token offerings.
  • Lower trading fees and reduced dependence on a central authority are appealing.

Conclusion

In conclusion, both DEXs and CEXs have their advantages and disadvantages. When choosing an exchange, it's important to consider factors such as security, liquidity, fees, user experience, and the specific needs of your trading strategy. 

CEXs offer user-friendly interfaces, higher liquidity, and advanced trading features, but they come with potential security risks and require users to trust a centralized authority. 

DEXs provide self-custody, anonymity, and lower fees, but they may have lower liquidity and a steeper learning curve for beginners. Ultimately, finding the right exchange depends on your preferences and trading requirements.

Frequently Asked Questions

Q1. What is the difference between a CEX and a DEX?
A CEX is a centralized exchange where a central authority manages transactions, while a DEX is a decentralized exchange that operates without intermediaries.

Q2. What are some of the best CEX and DEX platforms?
Popular CEX platforms include Binance, Coinbase, and Kraken, while notable DEX platforms include Uniswap, PancakeSwap, and SushiSwap.

Q3. Do I need to provide personal information to trade on a DEX?
DEXs often allow users to trade anonymously without needing KYC checks or personal information.

Q4. Which is better for a new trader, a CEX or a DEX?
CEXs are generally more beginner-friendly and offer higher liquidity, making them a better option for new traders. However, DEXs can suit those prioritizing privacy and control over their funds.

Disclaimer

The information provided on this website does not constitute investment advice, financial advice, trading advice, or any other advice, and you should not treat any of the website's content as such.

Token Metrics does not recommend buying, selling, or holding any cryptocurrency. Conduct your due diligence and consult your financial advisor before making investment decisions.

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Top Free APIs for Reliable Crypto Statistics: A Developer’s Guide

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Whether you’re a crypto enthusiast building a portfolio tracker, a data scientist enhancing your research with blockchain statistics, or a developer powering an AI agent with on-chain data, the right API can unlock game-changing insights without hefty costs. As access to transparent crypto data becomes increasingly important, many turn to free APIs to gather reliable stats on digital assets—yet navigating the options can be daunting. In this guide, we break down some of the best free APIs for crypto statistics, what to consider when choosing one, and how developers leverage these tools for research, analytics, and building smarter applications.

Understanding Crypto APIs and Why They Matter

A crypto API (Application Programming Interface) serves as a bridge between live blockchain data and your application or research workflow. These interfaces allow you to fetch real-time prices, historical charts, market capitalization, trading volumes, on-chain metrics, and sometimes deep project statistics. Unlike manual data collection, APIs automate the process, saving vast amounts of time and reducing human error. As web and AI applications increasingly rely on real-time digital asset data, choosing trustworthy and feature-rich APIs is critical for accuracy and efficiency.

  • Real-time stats: APIs enable on-demand access to fast-moving market data across hundreds or thousands of tokens, exchanges, and blockchains.
  • Historical analytics: Developers and analysts can retrieve time-series data for backtesting or portfolio analysis.
  • On-chain insights: Some APIs focus on network activity, token holders, or smart contract interactions—critical for blockchain research and AI models.

Best Free Crypto APIs for Stats: Comparing Top Choices

Not all free APIs are equal. Here are some reputable platforms that provide complimentary tiers for accessing crypto stats, with a brief overview of their strengths:

  1. CoinGecko API: Widely used for its open and generous free tier, CoinGecko offers real-time prices, historical data, market cap, volume, and metadata for thousands of coins. Its robust documentation and community support make integration straightforward for beginners and pros.
  2. CoinMarketCap API: Backed by a vast database, CoinMarketCap delivers real-time and historical market data for tracked assets, with basic statistics available on its free plan. Request limits are lower than some competitors, but it’s useful for basic queries.
  3. CryptoCompare API: Provides aggregated price feeds, exchange data, coin ratings, and social sentiment—great for broad coverage. Its free plan comes with limited calls and fewer custom features versus paid tiers.
  4. Blockchain.com Data API: Focused on Bitcoin network metrics (hash rate, block details, raw transactions), this API is perfect for on-chain analytics, albeit limited to BTC.
  5. Token Metrics API: For developers wanting to go beyond standard stats, the Token Metrics API offers a free tier for real-time prices, trading signals, AI-powered analytics, and on-chain data in a single endpoint. It’s designed for advanced research and integration with AI agents.
  6. Messari API: Delivers in-depth fundamental data, project profiles, and select statistics via its free tier. Messari’s API is a favorite for those seeking fundamental, non-price metrics.
  7. Glassnode API (Community Tier): Excellent for network analytics and on-chain visualization—limited to select metrics but highly useful for technical research.

Each API varies in terms of available endpoints, usage limits, latency, and scope. For many projects, especially AI-driven tools and bots, evaluating these criteria is just as important as price.

Key Criteria: How to Evaluate a Free Crypto Statistics API

Before selecting an API, developers and data analysts should apply a systematic framework to ensure the tool matches their use case. Consider:

  • Data coverage: Does the API offer all needed endpoints—prices, volumes, on-chain stats, project metadata?
  • Reliability: Look for uptime records, user reviews, and community trust. Frequent outages or unmaintained APIs might undermine your project.
  • Rate limits: Free plans often cap daily or minute-by-minute requests. Ensure these align with your data frequency needs (e.g., real-time vs. periodic updates).
  • Data freshness: Latency matters. Markets move fast, so choose APIs that minimize lag in delivering updates.
  • Documentation and support: Good docs speed integration and reduce errors. Community forums or Discord support are big pluses for troubleshooting.
  • Special features: Some APIs offer unique endpoints for social sentiment, AI signals, on-chain analytics, or cross-chain support.

Researching these factors upfront will help avoid integration headaches later.

Practical Ways to Use Free Crypto Stat APIs

Free APIs empower a variety of users beyond developers—from quant researchers to hobbyists, and even AI tool builders. Some common applications include:

  • Portfolio analytics tools: Fetch live balances and historical prices for asset management dashboards.
  • Market research bots: Build automated scrapers or AI agents that track trending assets and network activity.
  • Academic research: Gather historical, social, and on-chain datasets for blockchain or financial research papers.
  • On-chain anomaly detection: Monitor large transactions and changes in network metrics to surface suspicious or significant activity.
  • Trading signal development: Test quantitative strategies using historical stat APIs—always in a research context (avoid investment advice).

Free APIs are especially valuable for prototyping or academic work, allowing experimentation without financial barriers.

Limitations and Considerations for Free Crypto APIs

While many free APIs are robust, it’s vital to recognize their limits:

  • Restricted features: Advanced endpoints (like deep on-chain analytics or AI predictions) may require paid access or have throttled response times on free plans.
  • Rate restrictions: Heavy use—such as running a live trading bot—may exceed free limits, resulting in failed requests or delayed data.
  • Data accuracy: Verify data sources, as inconsistencies can occur in community-maintained APIs.
  • Longevity and support: Free APIs may change terms or sunset endpoints with little warning; it’s smart to plan for redundancy or migrate to paid tiers if scaling a critical project.

Always monitor usage and test with sample queries before deeply embedding an API into your application stack.

Build Smarter Crypto Apps & AI Agents with Token Metrics

Token Metrics provides real-time prices, trading signals, and on-chain insights all from one powerful API. Grab a Free API Key

Frequently Asked Questions

What can I do with a free crypto stats API?

Free APIs allow you to retrieve real-time prices, historical price charts, market capitalization, volume stats, and sometimes deep on-chain or social data. Common use cases include research dashboards, portfolio tracking, market research bots, and academic studies.

How does free API data differ from paid API data?

Paid APIs often offer higher request limits, lower latency, access to premium or advanced endpoints (such as AI signals or on-chain analytics), and priority support. Free APIs typically have limited features but are sufficient for basic research and prototyping.

What are the main limitations of free crypto APIs?

Key limitations include lower request limits, restricted access to certain data types, potential delays in data refresh, and fewer customization options. Some free APIs may also reduce support or sunset features without notice.

How do I find the best API for my crypto project?

Assess your needs: data types, frequency, project scale, and supported tokens or blockchains. Compare APIs on criteria like data coverage, uptime, rate limits, and ease of integration. Experiment with sample calls and consult developer communities for reviews.

Always review API terms of use and attribution requirements. Some APIs restrict redistribution or commercial use on free plans. Ensure compliance, especially if embedding data into public or monetized projects.

Disclaimer

This article is for informational and educational purposes only. It does not constitute investment advice, endorsement, or a recommendation. Always do your own due diligence and consult a professional before using financial or blockchain data in critical applications.

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Choosing the Best API for Institutional Crypto Analytics

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In today’s rapidly evolving digital asset landscape, institutions require access to secure, fast, and reliable analytics. The right application programming interface (API) can determine how effectively asset managers, risk teams, and research desks process vast volumes of crypto data. While hundreds of APIs claim to deliver comprehensive analytics, only a select few offer the depth, infrastructure, and granularity needed for institutional decision-making. So, how do you identify which API is best for institutional-level crypto analytics?

Key Institutional Requirements for Crypto Analytics APIs

Institutions face unique analytics needs compared to retail participants. Core requirements cut across:


     

     

     

     

     

     


The ideal API brings together standardized endpoints, dedicated support, and tooling to enable advanced research, risk, and portfolio management functions.

Overview of Leading APIs for Institutional Crypto Analytics

Let’s explore some of the leading contenders in the market based on institutional needs:


     

     

     

     

     

     


While each API has unique strengths, the best fit depends on the institution’s specific research and operational objectives.

Framework for Comparing Crypto Analytics APIs

Given the diversity of provider offerings, institutions benefit from a structured evaluation approach:


     

     

     

     

     

     


Using this checklist, decision makers can align their analytics strategy and tooling to their mandate—be it portfolio monitoring, alpha research, or risk mitigation.

AI’s Impact on Institutional Crypto Analytics APIs

Recent advances in AI and machine learning have transformed how institutions derive insights from crypto markets:


     

     

     


For institutional users, the fusion of traditional data feeds with AI-driven signals accelerates research cycles, strengthens automation, and supports more granular risk monitoring.

Practical Steps for Integrating Institutional Crypto Analytics APIs

Once the API shortlist is narrowed, institutions should:


     

     

     

     

     


Thoughtful integration enables institutions to maximize analytical rigor, improve operational efficiency, and streamline research and trading workflows.

Build Smarter Crypto Apps & AI Agents with Token Metrics

Token Metrics provides real-time prices, trading signals, and on-chain insights all from one powerful API. Grab a Free API Key

FAQ: Institutional Crypto Analytics APIs

What distinguishes a top-tier crypto analytics API for institutions?

Top APIs offer comprehensive high-frequency data, robust uptime, on-chain analytics, and customizable endpoints. They support integration with institutional systems and provide enterprise-level security and support.

Why are on-chain analytics important for institutional investors?

On-chain analytics reveal trends in wallet activity, fund flows, and network health. These insights can help with compliance monitoring, risk assessment, and understanding macro shifts in crypto markets.

How does AI enhance the value of a crypto analytics API?

AI-driven APIs can automate data aggregation, deliver predictive signals, analyze sentiment, and help institutions uncover hidden patterns—enhancing research speed and accuracy.

What sets the Token Metrics API apart from competitors?

The Token Metrics API blends multi-source price, on-chain, and sentiment data with AI-powered analytics for actionable signals, supporting sophisticated institutional workflows.

What challenges might institutions face when integrating crypto analytics APIs?

Key challenges may include harmonizing data formats, managing API limits, ensuring security compliance, and aligning external feeds with internal data pipelines and tools.

Disclaimer

This blog is for informational and educational purposes only. It does not constitute financial, investment, or legal advice. No warranties or endorsements of any API provider, platform, or service, including Token Metrics, are implied. Always conduct your own due diligence before integrating any data tool or service.

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Integrating Crypto APIs with Google Sheets and Excel: A Complete Guide

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Staying on top of cryptocurrency markets often means harnessing real-time data and powerful analytics. For anyone seeking transparency and automation in tracking digital assets, connecting a crypto API directly to Google Sheets or Excel can transform your workflow. But how does the process actually work, and what are the best practices? Let’s break down the essential steps and considerations for integrating crypto APIs with your favorite spreadsheets, optimizing your data analysis, and ensuring reliability and security.

Choosing the Right Crypto API

The first step is selecting a crypto API suited to your needs. APIs are digital interfaces that let apps and platforms request data from cryptocurrency exchanges or analytics providers. Popular APIs deliver live prices, on-chain data, market caps, historical charts, and blockchain analytics.

  • Open vs. Restricted APIs: Some APIs are public and free; others require API keys and may have rate or usage limits.
  • Data Types: Consider if you need real-time price feeds, historical OHLCV data, on-chain analytics, or sentiment analysis.
  • Reliability & Security: Well-established APIs should offer robust documentation, strong uptime records, and clear usage policies.
  • Compliance: Ensure you use APIs that are legally authorized to distribute the type of crypto data you seek.

Examples of reputable APIs include Token Metrics, CoinGecko, CoinMarketCap, Binance, and CryptoCompare. Some, like Token Metrics, also offer AI-driven insights and advanced analytics for deeper research.

How to Connect a Crypto API to Google Sheets

Google Sheets offers flexibility for live crypto data tracking, especially with tools like Apps Script and the IMPORTDATA or IMPORTJSON custom functions. Here’s a general approach:

  1. Obtain Your API Endpoint and Key: Sign up for your preferred API (such as Token Metrics) and copy your endpoint URL and API key credentials.
  2. Install or Set Up Importer: For public APIs returning CSV data, use =IMPORTDATA(“URL”) directly in a cell. For JSON APIs (the vast majority), you’ll likely need to add a custom Apps Script function like IMPORTJSON or use third-party add-ons such as API Connector.
  3. Write the Script or Formula: In Apps Script, create a function that fetches and parses the JSON data, handling your API key in the request headers if needed.
  4. Display and Format: Run your script or enter your formula (e.g., =IMPORTJSON("https://api.tokenmetrics.com/v1/prices?symbol=BTC", "/price", "noHeaders")). Crypto data will update automatically based on your refresh schedule or script triggers.
  5. Automation & Limits: Be aware of Google’s rate limits and your API plan’s quota; set triggers thoughtfully to avoid errors or blocking.

Sample Apps Script for a GET request might look like:

function GETCRYPTO(url) {
  var response = UrlFetchApp.fetch(url);
  var json = response.getContentText();
  var data = JSON.parse(json);
  return data.price;
}

Change the URL as needed for your API endpoint and required parameters.

How to Connect a Crypto API to Excel

Microsoft Excel supports API integrations using built-in tools like Power Query (Get & Transform) and VBA scripting. Here is how you can set up a connection:

  1. Fetch the API Endpoint and Key: Obtain the endpoint and authorize via headers or parameters as your API documentation describes.
  2. Use Power Query: In Excel, go to Data > Get Data > From Other Sources > From Web. Enter the API URL, set HTTP method (typically GET), and configure authentication, if needed.
  3. Parse JSON/CSV: Power Query will ingest the JSON or CSV. Use its UI to navigate, transform, and load only the fields or tables you need (like price, symbol, or market cap).
  4. Refresh Data: When finished, click Load to bring dynamic crypto data into your spreadsheet. Setup refresh schedules as needed for real-time or periodic updates.
  5. Advanced Automation: For customized workflows (like triggered refreshes or response handling), leverage Excel’s scripting tools or Office Scripts in cloud-based Excel.

Note that Excel’s query limits and performance may vary depending on frequency, the amount of retrieved data, and your version (cloud vs desktop).

Best Practices and Use Cases for Crypto API Data in Spreadsheets

Why use a crypto API in your spreadsheet at all? Here are common scenarios and tips you should consider:

  • Portfolio Tracking: Dynamically update positions, track P/L, and rebalance based on real-time prices.
  • Market & Sentiment Analysis: Import on-chain or social sentiment metrics for enhanced research (available from providers like Token Metrics).
  • Historical Analysis: Pull historical OHLCV for custom charting and volatility tracking.
  • Custom Alerts or Dashboarding: Build automated alerts using conditional formatting or macros if price triggers or portfolio thresholds are breached.
  • Audit and Compliance: Keep timestamped logs or export data snapshots for reporting/transparency needs.

Security Tip: Always keep API keys secure and avoid sharing spreadsheet templates publicly if they contain credentials. Use environment variables or Google Apps Script’s Properties Service for added safety.

Troubleshooting, Rate Limits, and Common Pitfalls

Although spreadsheet integration is powerful, some challenges are common:

  • Rate Limits: Both Google Sheets/Excel and your crypto API will have tiered usage limits—avoid setting updates more frequently than permitted to prevent service interruptions.
  • Parsing Errors: Double-check API documentation for exact JSON/CSV field names required by your formulas or scripts.
  • Data Freshness: Sheet refreshes may lag a few minutes, so always verify the update interval matches your analysis needs.
  • Authentication Issues: If data fails to load, ensure API keys and headers are handled correctly and privileges have not recently changed.
  • Spreadsheet Bloat: Very large data pulls can slow down your spreadsheet—filter or limit queries to only what you truly need.

When in doubt, consult your API provider’s resource or developer documentation for troubleshooting tips and best practices.

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Token Metrics provides real-time prices, trading signals, and on-chain insights all from one powerful API. Grab a Free API Key

FAQ: Connecting Crypto APIs to Google Sheets or Excel

Do I need programming knowledge to connect a crypto API?

Basic integrations, like using APIs that return CSV files, can often work without code via built-in data import features. For JSON APIs or custom data endpoints, familiarity with Apps Script (Google Sheets) or Power Query (Excel) is helpful but not strictly required, especially if you use add-ons like API Connector or plug-and-play solutions.

What types of crypto data can I import into spreadsheets?

Supported APIs offer a variety of data: live spot prices, historical price series, market capitalization, volume, on-chain metrics, sentiment scores, and more. The exact data fields depend on each API’s offering and the available endpoints.

How should I keep my API key secure in a spreadsheet?

Never embed plain text API keys in shared or public spreadsheets. In Google Sheets, use script properties or protected ranges; in Excel, store keys locally or use encrypted variables if automating. Always follow your provider’s credential management guidelines.

How frequently does spreadsheet crypto data refresh with APIs?

Refresh frequency depends on your integration setup. Google Sheets custom scripts or add-ons can update as often as every few minutes, subject to service and API rate limits. Excel’s Power Query typically updates manually or based on scheduled refresh intervals you define.

What’s the best crypto API for Google Sheets or Excel?

Choice depends on use case and data depth. Token Metrics is notable for real-time prices, AI-powered analytics, and robust developer support. Other popular choices are CoinGecko, CoinMarketCap, and exchange-specific APIs. Always compare data coverage, reliability, security, and documentation.

Disclaimer

This article is for educational and informational purposes only. It does not constitute financial, legal, or investment advice. Always follow best practices for security and usage when working with APIs and spreadsheets.

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