Research

Accessing Historical Crypto Data Using APIs: A Complete Guide

Discover how to access historical cryptocurrency data using APIs. Learn best practices, provider comparisons, and practical tips for research, analytics, and app development.
Token Metrics Team
5
MIN

Understanding price trends and market dynamics is essential for researchers, developers, and analysts working in the cryptocurrency ecosystem. The demand for actionable, reliable historical crypto data has surged as more professionals seek to power apps, AI agents, and dashboards with accurate blockchain information. But how can you easily access robust historical data—from Bitcoin’s early days to today—using an API?

Why Historical Crypto Data Matters

Historical crypto data serves multiple critical roles in the blockchain and digital asset space. It is the foundation for backtesting trading algorithms, visualizing price trends, and conducting academic or business-driven research on market cycles. Given cryptocurrencies’ rapid global growth, time series data helps users:

  • Identify past market regimes and volatility periods
  • Study correlations and performance against traditional assets
  • Evaluate technology adoption over time
  • Build and validate AI models for trend detection

Yet with thousands of coins traded across dozens of exchanges since 2009, acquiring comprehensive, accurate history is challenging without programmatic tools like APIs.

APIs 101: How Crypto Data APIs Work

An Application Programming Interface (API) acts as a bridge, allowing your software to interact with data providers’ servers in real time or on demand. For historical cryptocurrency data, APIs typically offer endpoints for retrieving:

  • Daily or intraday OHLC (Open, High, Low, Close) price candles
  • Tick-by-tick trade data for specified assets
  • Market capitalization, volume, and liquidity history
  • On-chain blockchain activity metrics (transaction count, fees, supply)

Data is returned in structured formats like JSON or CSV, ideal for integration with research notebooks, dashboards, and machine learning pipelines. API providers may cover dozens or hundreds of exchanges, aggregate data, or focus on specific subsets of assets.

Choosing the Right Crypto Data API

With a crowded crypto data landscape, selecting the best API depends on your use case and quality requirements. Consider evaluating providers by:

  1. Coverage: Which coins, tokens, and exchanges are included? Do you need spot or derivatives data?
  2. Granularity & History: Does the API deliver tick-level trades, minute bars, or only daily snapshots? How far back does the data go?
  3. Reliability: Is the data validated and aggregated from trustworthy sources? What is the uptime of the API?
  4. Pricing & Limits: Are there free tiers, rate limits, or tiered plans that support your data needs?
  5. Special Features: Does the API include on-chain data, AI-assisted signals, or example code?

Token Metrics and a few other advanced platforms provide comprehensive coverage alongside AI-driven analytics that can integrate seamlessly with research or engineering workflows.

How to Fetch and Use Historical Data via an API

Fetching crypto history using an API typically involves several common steps:

  1. Sign up with a data provider to obtain your API key
  2. Review API documentation to find relevant endpoints (e.g., /historical/prices)
  3. Send HTTP GET requests (using Python, JavaScript, etc.) with parameters such as asset symbol, time range, and granularity
  4. Parse JSON or CSV responses into your application for visualization or analysis
  5. Respect API rate limits and terms of use

For example, you can retrieve daily Bitcoin OHLC data from a well-documented endpoint and use it in pandas to build price charts, calculate volatility, or feed into a machine learning model. Programmatic access ensures you can automate research, power trading dashboards, or compare assets historically without manual downloads or spreadsheet wrangling.

Leveraging AI and API Tools for Crypto Analysis

Combining robust historical data APIs with AI-powered analytics unlocks new potential for crypto research. Platforms like Token Metrics utilize large datasets not just for presenting history, but for generating intelligence: pattern recognition, trading signals, anomaly detection, and fundamental scoring. By integrating API live feeds with AI models, you can:

  • Detect market regime shifts in real time
  • Build custom alerting and signal-generation bots
  • Enrich dashboards with sentiment, on-chain, and social indicators
  • Support research with up-to-date and historical context

This workflow ensures analysts, quant researchers, and builders can move from raw blockchain data to actionable insights efficiently, while focusing on accuracy and reproducibility.

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 types of historical crypto data can I access with an API?

APIs give you programmatic access to a variety of historical data: price OHLCV (Open, High, Low, Close, Volume), order book snapshots, tick-by-tick trades, market capitalization, on-chain metrics, and more. The granularity and range depend on the specific API provider.

Are there free APIs for historical cryptocurrency data?

Yes, several APIs (including entry-level tiers from advanced providers) offer free endpoints for historical prices and market data. However, free plans may limit data granularity, history depth, or request frequency compared to paid subscriptions.

How far back do most crypto APIs provide historical data?

APIs vary: Bitcoin data typically goes back to 2010, while Ethereum and other major coins cover several years. Full coverage for all coins and smaller assets may depend on the exchange and the API provider’s archival policies.

Can I use historical crypto data APIs for machine learning or AI models?

Absolutely. Clean, granular API feeds are essential for training, validating, and deploying machine learning models for trend detection, price prediction, and anomaly analysis. Many platforms now deliver AI-ready historical crypto data to streamline these workflows.

What programming languages work best for integrating crypto APIs?

Most APIs return data as JSON or CSV, which can be fetched and handled with Python (using requests or httpx packages), JavaScript/TypeScript, Java, or Go. Providers often supply SDKs and code examples for easy onboarding.

Disclaimer

This blog post is provided for educational and informational purposes only. It does not offer investment advice or endorse any specific assets, services, or platforms. Always conduct independent research and review provider documentation before making technical or business decisions related to APIs and crypto data.

Build Smarter Crypto Apps &
AI Agents in Minutes, Not Months
Real-time prices, trading signals, and on-chain insights all from one powerful API.
Grab a Free API Key
Token Metrics Team
Token Metrics Team

Recent Posts

Crypto Basics

How to Find Undervalued Altcoins That Could 100x | Token Metrics Moonshots

Token Metrics Team
8 min
MIN

In the fast-paced world of crypto, finding an altcoin before it explodes is every investor’s dream. The reality? Most people arrive too late—after the hype, after the parabolic move, and after the gains are gone. But what if there was a way to spot these undervalued altcoins before they skyrocket?

In this guide, we’ll show you how to find 100x altcoins early using a proven strategy powered by Token Metrics Moonshot Ratings. Whether you're a seasoned trader or a curious beginner, this step-by-step framework will help you identify tokens that are flying under the radar—but not for long.

What Are Moonshots?

In crypto, a moonshot is a token with the potential to deliver extraordinary returns, sometimes as high as 100x or even 1000x. These tokens typically start with:

  • Low market cap
  • High volatility
  • Speculative narratives
  • Early-stage community engagement

While some moonshots are driven by memes or hype, the best ones are backed by emerging narratives, strong tokenomics, and real momentum. The trick is to find them before they hit mainstream attention.

How Moonshot Altcoins Work

Moonshots follow a pattern:

  1. Early Accumulation Phase
    Smart money—whales, insiders, or savvy analysts—start quietly buying the token while it’s still underpriced and unknown.
  2. Sentiment + Volume Spike
    Word begins to spread. Crypto Twitter, Telegram groups, and early backers begin to create buzz. This brings in more liquidity and attention.
  3. Parabolic Price Action
    As FOMO (Fear of Missing Out) kicks in, the price goes vertical. Retail investors pile in. This is when the token moons.
  4. Top and Correction
    The token either consolidates, retraces, or crashes as early investors take profits and late entrants get burned.

Your goal? Enter in Phase 1 or early Phase 2, before everyone else sees the opportunity.

So how do you do that? With data—not hype.

How to Use Token Metrics to Find Moonshots

Token Metrics is one of the most powerful AI-driven platforms for crypto research. It helps you filter out the noise and identify undervalued altcoins with moonshot potential based on over 80 data points including technicals, fundamentals, on-chain activity, and sentiment.

Here’s a step-by-step guide to using Token Metrics’ Moonshots feature:

✅ Step 1: Go to the Ratings Page

Once you log in to Token Metrics, head over to the Ratings tab.

This is the heart of the platform, where every token is scored using:

  • Trader Grade – Best for short-term price action predictions
  • Investor Grade – Better for long-term conviction

You’ll see a ranked list of tokens with up-to-date analytics based on market behavior.

Tip: Sort by Trader Grade change to find tokens gaining momentum fast.

✅ Step 2: Click on the “Moonshots” Tab

Inside the Ratings page, look for the Moonshots tab near the top.

This is where Token Metrics highlights altcoins with breakout potential, flagged by proprietary AI models that monitor price anomalies, trend shifts, volume surges, and social indicators.

Only tokens that meet strict short-term upside criteria make it into this section.

✅ Step 3: Review Key Metrics

Each token in the Moonshots tab is presented with a powerful summary:

  • Trader Grade + % change
  • 24H Volume – Is money flowing in?
  • Market Cap – Lower cap = more potential for exponential growth
  • Date of Entry – How long has it been flagged as a moonshot?
  • Live ROI Since Entry – See how the token has performed since it was added to the list

Want to verify the track record? Switch to “Past Moonshots” to see historical picks and their 7–14 day performance.

✅ Step 4: Choose a Token to Explore

Click on a token to open its Token Details Page—this is where the real research begins.

You'll find:

  • Live chart and price action
  • On-chain data and sentiment
  • Top holders (including whales and smart wallets)
  • AI-generated technical indicators
  • Narrative tags (e.g., AI, DePIN, L2, Gaming)

This page helps you validate whether a moonshot token is worth the risk.

Is the project active on GitHub? Is the community growing? Are whales accumulating? All signs that a moonshot may be ready to launch.

✅ Step 5: Buy in Seconds

Found a token you like?

Token Metrics makes it easy to act:

  • Just click the Buy button from the Moonshots page.
  • This launches a swap widget integrated with top decentralized exchanges.
  • Choose your wallet, confirm the trade, and you're in—without ever leaving the platform.

This removes friction and saves time, especially when speed is critical.

Why Token Metrics Moonshots Beat Traditional Research

There are thousands of altcoins on the market—and most of them are noise. Token Metrics uses machine learning, real-time market signals, and historical backtesting to filter the noise and show you only the most promising tokens.

Key Advantages:

  • ✅ AI-Driven: Eliminates emotional bias
  • ✅ Real-Time Updates: Stay ahead of the crowd
  • ✅ Transparent ROI: Know which Moonshots actually delivered
  • ✅ Built-In Execution: One-click buy function saves time

Whether you're a degen chasing 10x tokens or a professional building a data-backed portfolio, Token Metrics gives you the edge.

Final Thoughts

Finding undervalued altcoins that can 100x isn’t about luck—it’s about information, timing, and execution.

Moonshots happen often in crypto. The problem is: most people are late. By the time you see it trending on X or featured in a YouTube video, the gains are gone.

Using a platform like Token Metrics, you can identify these tokens early, analyze them with confidence, and take action fast—all in one place.

If you're serious about leveling up your crypto trading game, start with the Moonshots feature on Token Metrics. Your next 100x altcoin could already be on the list.

✅ Ready to Hunt Moonshots?

Sign up for a 7-day free trial at www.tokenmetrics.com and unlock your edge in crypto today.

Research

How to Find the Next 100x Cryptocurrency Before Everyone Else | Token Metrics Moonshots

Token Metrics Team
8 min
MIN

In the world of crypto, timing is everything. If you’re trying to turn $100 into $10,000, the holy grail is finding the next 100x altcoin before the masses catch on. These explosive opportunities are rare, but with the right tools and strategy, they’re not impossible to uncover.

In this guide, we’ll show you exactly how to identify moonshot tokens—those under-the-radar gems that have the potential to skyrocket. You’ll also learn how to use Token Metrics, one of the most powerful AI-driven platforms, to spot them before they take off.

What Are Moonshot Cryptocurrencies?

“Moonshot” is a crypto-native term that refers to a low-cap cryptocurrency with the potential to deliver outsized returns, often 10x, 50x, or even 100x. These tokens may start unnoticed, trading at fractions of a penny, but once they gain traction, they can make early adopters massive profits in a very short period of time.

Key Traits of Moonshots:

  • Market cap under $50 million
  • High volatility with strong upward price potential
  • Community-driven marketing or narrative
  • Emerging sectors like AI, DePIN, Web3 infrastructure, or meme coins
  • Limited exchange listings (often only on DEXs)

Moonshots are risky—but with smart research and analytics, they can be strategic bets rather than blind gambles.

How Moonshots Work

Most 100x altcoins follow a predictable life cycle:

  1. Early Accumulation – Whales and savvy investors quietly accumulate before the public is aware.
  2. Trigger Catalyst – A social media trend, influencer mention, exchange listing, or big partnership sparks interest.
  3. Volume Surge – Trading activity spikes, liquidity increases, and price begins to move.
  4. Parabolic Rally – The token “moons” as retail investors jump in.
  5. Top Formation and Correction – Early investors take profits; latecomers often buy the top.

Catching a moonshot before Step 3 is your goal. You want to be in position before the breakout, not chasing after it.

This is where Token Metrics becomes invaluable.

Why Token Metrics Is the Best Tool for Discovering Moonshots

Token Metrics is a crypto analytics platform powered by AI, machine learning, and real-time data. It monitors thousands of tokens and ranks them using quantitative models, helping traders and investors find opportunities before they trend.

With features like:

  • Trader Grade and Investor Grade rankings
  • AI-generated signals
  • Real-time ROI tracking
  • Integrated trading functionality


Token Metrics helps you act fast and stay ahead of the crowd.

Let’s walk through exactly how to use Token Metrics to find the next 100x cryptocurrency.

How to Use Token Metrics to Find Moonshots

Here’s a step-by-step guide to using Token Metrics’ Moonshot system to uncover high-potential altcoins.

✅ Step 1: Go to the Ratings Page

Once logged into the Token Metrics platform:

  • Navigate to the “Ratings” tab from the main dashboard.
  • This section ranks thousands of cryptocurrencies based on AI-calculated Trader Grade and Investor Grade.

Trader Grade is especially important for short-term breakout potential—it reflects the strength of a token’s momentum and technical setup.

✅ Step 2: Click on the “Moonshots” Tab

In the Ratings interface:

  • Click the “Moonshots” tab at the top.
  • This filters the token list to show only those identified as moonshot candidates by Token Metrics’ AI models.

These tokens are selected using proprietary algorithms that scan for:

  • Sudden volume surges
  • Rising trader grades
  • Favorable technical and social signals
  • Market cap anomalies

These are the coins flying just below the radar—with massive breakout potential.

✅ Step 3: Review Key Metrics

Each token in the Moonshots tab includes real-time, high-signal data to guide your decision-making:

  • Trader Grade: How strong is this token’s short-term setup?
  • Change in Trader Grade: Is momentum building?
  • 24-Hour Volume: Is there growing interest or liquidity?
  • Market Cap: The smaller the cap, the more upside (and risk).
  • Date of Entry: When was this token added to the Moonshots list?
  • Live ROI Since Moonshot: Has the token already moved—or is it still early?

You can also switch to Past Moonshots to see historical performance. Many past Moonshots have shown gains of 3x–20x within days of being listed.

✅ Step 4: Choose a Token to Explore

Click on any token from the Moonshots list to open its Token Details Page.

Here’s what you’ll find:

  • Live charts with technical indicators
  • Token fundamentals like supply, utility, and project roadmap
  • Top holder data to spot whales or early VC involvement
  • Sentiment scores and momentum shifts

This is where you do your research. Look for projects with:

  • Increasing community engagement
  • Clear narratives (e.g., AI, DePIN, meme, Layer 2)
  • Early whale accumulation
  • Undiscovered by influencers or major Twitter accounts

✅ Step 5: Buy in Seconds

Once you’ve found a token you like:

  • Hit the “Buy” button right from the Moonshots interface.
  • A swap widget will open inside Token Metrics.
  • Connect your wallet and execute the trade within seconds—no need to leave the platform.

This frictionless experience allows you to act immediately before the market catches on.

Pro Tips for Moonshot Hunting

Finding the next 100x crypto is part art, part science. Here are a few tips to sharpen your strategy:

  • Don’t Chase Pumps: Look for tokens with fresh momentum, not ones that are already up 500%.
  • Use On-Chain Data: Look for early accumulation, token holder growth, and low exchange balances.
  • Diversify: Don’t go all in on a single moonshot—spread risk across 3–5 plays.
  • Set Targets: Know your entry and exit strategy. Moonshots can reverse fast.

Final Thoughts

The next 100x altcoin won’t look obvious at first. It will likely be a small-cap token with limited press, an emerging narrative, and strong community energy.

By combining smart research, disciplined entries, and tools like Token Metrics Moonshots, you give yourself a major edge in spotting breakout coins before the explosion.

So stop guessing. Start using AI-powered insights to track moonshots, monitor early signals, and make informed trades that could change your portfolio—and your life.

🎯 Try Token Metrics now and unlock the Moonshots tab.
Visit: www.tokenmetrics.com

Crypto Basics

How to Find 100x Altcoins Before They Explode | Token Metrics Moonshot Guide

Token Metrics Team
8 min
MIN

In the world of cryptocurrency, the term “moonshot” isn’t just slang—it’s the dream. A moonshot is that rare token that delivers 100x or even 1000x returns, turning small investments into massive profits. But the real question is: how do you find these altcoins before they explode?

In this guide, we’ll break down what moonshots are, how they work, and most importantly, how to use Token Metrics—the leading AI-powered crypto analytics platform—to discover hidden gems before the crowd catches on.

What Are Moonshot Altcoins?

Moonshots are low market cap altcoins with high growth potential. These tokens often start under the radar, trading at fractions of a cent, and then experience explosive price action fueled by community hype, technical breakthroughs, or big news.

Common Traits of Moonshot Altcoins:

  • Market Cap < $50M – Small enough to grow exponentially
  • High Volatility – Swings of 20–100% daily are not unusual
  • Speculative Narrative – Often driven by trend cycles like AI, DePIN, or meme coin mania
  • Community Driven – Strong social momentum via X (Twitter), Telegram, or Discord
  • Limited Listings – Usually launched on decentralized exchanges (DEXs) before hitting major CEXs

These tokens carry high risk but also high reward. Timing and information are everything—and that’s where Token Metrics comes in.

How Moonshot Altcoins Work

The mechanics behind a moonshot typically follow a cycle of accumulation, hype, breakout, and profit-taking:

  1. Early Accumulation – Smart money (including whales and insiders) buys in at low prices.
  2. Volume Spike – Trading activity picks up as new investors notice price movements.
  3. Parabolic Move – Price jumps rapidly due to FOMO and social media hype.
  4. Peak & Correction – Early buyers take profits, causing volatility or sharp retracement.

Catching the token in Phase 1 or 2 is crucial. If you're entering during the parabolic move, the risk/reward ratio is much worse.

That’s why traders and investors rely on data and AI-powered tools like Token Metrics to identify moonshots before they explode.

How to Use Token Metrics to Find Moonshots

Token Metrics offers a dedicated Moonshots feature powered by machine learning models trained on thousands of historical signals. It helps you find high-potential altcoins before they go mainstream.

Here’s a step-by-step guide to finding moonshot tokens using Token Metrics:

✅ Step 1: Go to the Ratings Page

  • From your Token Metrics dashboard, navigate to the “Ratings” tab.
  • This is where tokens are scored using Trader Grade and Investor Grade, based on factors like:
    • Technical indicators
    • On-chain activity
    • Market momentum
    • Social sentiment

Trader Grade is especially important for identifying short-term opportunities and moonshot candidates.

✅ Step 2: Click on the “Moonshots” Tab

Inside the Ratings page:

  • Click the “Moonshots” tab at the top.
  • This filters tokens identified by the platform’s AI as having short-term explosive potential.

These are not random picks—they are selected based on:

  • Sharp trader grade increases
  • Unusual volume and price action
  • Sentiment spikes
  • Market cap vs. performance anomalies

The Moonshots page refreshes in real-time to capture fast-moving opportunities.

✅ Step 3: Review Key Metrics

Each token listed in the Moonshots section includes crucial data to guide your decisions:

  • Trader Grade (with % change over time)
  • 24-Hour Trading Volume – Helps gauge interest and momentum
  • Market Cap – Smaller cap = higher potential upside
  • Date of Entry – Know exactly when the token was flagged
  • Live ROI Since Moonshot – See how it’s performed since it was listed

Want to see past winners? Just switch to “Past Moonshots” to view previous AI picks and how they performed over 7–14 days. Many tokens in this category have delivered 5x–20x returns in a matter of days.

✅ Step 4: Choose a Token to Explore

Click on any token from the list to open its Token Details Page.

Here, you can:

  • View a real-time price chart
  • Read a breakdown of fundamentals, including tokenomics, roadmap, and sector
  • See top holders (whales, insiders, or project wallets)
  • Review technical indicators, volume trends, and volatility

This deep-dive view gives you everything you need to make an informed decision—not just guesswork.

✅ Step 5: Buy in Seconds

Once you’ve done your due diligence:

  • Click the “Buy” button directly on the Moonshots page.
  • This opens a swap widget that connects to top DEXs.
  • Choose your wallet, confirm the swap, and you’re done—no need to leave the platform.

This seamless process saves time and allows you to act quickly in a fast-moving market.

Why Token Metrics Is the Best Tool for Moonshot Hunting

Finding 100x altcoins is about timing, data, and confidence. Token Metrics gives you all three:

🔍 Data-Backed Confidence

No more relying on anonymous influencers or Telegram groups. Token Metrics backs every moonshot with quantifiable metrics.

🧠 AI-Powered Predictions

The platform’s models constantly analyze price, volume, sentiment, and chain activity to spot anomalies and early breakouts.

📈 Transparent Track Record

You can review past Moonshots and their ROI—transparency that few platforms offer.

💡 Trade-Ready UI

With integrated swap functionality, you can go from discovery to execution in under a minute.

Final Thoughts

Finding the next 100x altcoin is never easy—but with the right tools, your odds improve dramatically.

Moonshots are real, and they happen frequently in crypto. But they’re only lucrative if you find them early, analyze them rationally, and manage your risk.

With Token Metrics, you don’t have to chase hype—you can rely on real-time analytics, AI-powered ratings, and actionable insights to guide your moonshot hunting.

If you're serious about catching the next 100x gem, start using Token Metrics today.

🚀 Start your free trial and unlock the Moonshots tab at TokenMetrics.com

Choose from Platinum, Gold, and Silver packages
Reach with 25–30% open rates and 0.5–1% CTR
Craft your own custom ad—from banners to tailored copy
Perfect for Crypto Exchanges, SaaS Tools, DeFi, and AI Products