Crypto Basics

What is Shiba Inu (SHIB) Coin and is it a Good Investment?

Learn everything about Shiba Inu, its history, benefits and top features in this descriptive guide.
Token Metrics Team
6 minutes
MIN

Shiba Inu (SHIB) is an Ethereum-based altcoin in the world of cryptocurrencies and has recently gained attention. It is a meme-inspired project based on the "Dogecoin" meme featuring the Shiba Inu dog as its mascot.

SHIB has been launched as a decentralized cryptocurrency built on the Ethereum blockchain. It is a deflationary token designed to be used as a medium of exchange and store of value. SHIB has a total supply of 1,000,000,000,000 tokens and is currently being traded on major exchanges such as Binance, OKEx, and Huobi.

SHIB has seen a huge surge in price and popularity since its launch in May 2021 and has become one of the most talked about cryptocurrencies in the market, with arguably the largest community than Bitcoin.

In this article, we will look at Shiba Inu coin, its features, and its potential for investors.

History Of Shiba Inu

Originally, Shiba Inu was launched as a direct competitor of Dogecoin as a joke. Both Shiba Inu and Dogecoin come under the category of meme coins. The meme coin originated from a 2013 meme featuring the Japanese breed dog of the same name. What began as a community-driven token representing a meme became a multi-billion dollar crypto project.

In 2020, an anonymous person or group called "Ryoshi” created a token named after the animal to continue the series of dog meme cryptocurrencies. After gaining full traction in 2021, it was declared the official rival of Dogecoin, leading Floki Inu, Akita Inu, and Dogelon Mars.

From its creation to up until October 2021, the SHIB coin raised from a low of $0.000000000056 to an all-time high of $0.00008616, rising an incredible 150 million percent.

Also, the generous donation of $1 billion in SHIB was a crucial moment in the coin's history that Ethereum's lead engineer and co-founder Vitalik Buterin granted to help fight the devastating spread of COVID-19 in India, making it the largest donation ever given in history. 

The Limelight Of SHIB

Having the support of Elon Musk is like getting the blue tick certification. Elon and his tweets have an extreme market sentiment influence which can make or break the deal for a cryptocurrency.

Shiba Inu is one such outrageously positive outcome of his tweets. When he first posted the Shiba Inu dog image, it gave the first major push to the SHIB token, powering it up by nearly 300%.

Some of the SHIB supporters believe it to be the "Dogecoin-Killer," too.

Top Features of SHIB

SHIB is a deflationary token designed to be used as a medium of exchange and store of value. It is a privacy-enabled decentralized peer-to-peer blockchain network. 

Three types of tokens affect the SHIB ecosystem:

  1. Shiba Inu (SHIB): This is the predominant currency of this project, which sums up to a total supply of 1 quadrillion tokens when it was launched. It can be exchanged with any of the ERC20 tokens of the Ethereum ecosystem.
  2. Leash (LEASH): It is the second token in the Shiba Inu ecosystem, with a total supply of only 107,646 tokens, and was initially a rebase token tied to the price of Dogecoin. A rebase token has a flexible monetary base in that its supply is set to increase or decrease to adjust the token price without affecting the value of anyone's share of coins. The rebase function was later switched off for good, and the token returned to its ERC20 design. 
  3. Bone (BONE): With a total supply of 250,000,000 tokens, only available on ShibaSwap, BONE is intended to fill up the circulation supply gap between the other two tokens. It is a kind of governance token that will allow the ShibArmy to vote on proposals. The more BONE users possess, the more weight their vote will carry in the decision process of future projects.

What are the Benefits of Investing in SHIB?

A Meme-Inspired Cryptocurrency - The core feature of SHIB is that it is a meme-inspired cryptocurrency launched on the Ethereum blockchain. It is a deflationary token designed to be used as a medium of exchange and store of value.

A Lower Price - SHIB is a low-priced token worth in pennies, which is easier for most people to invest in compared to something like Bitcoin.‍

A Decentralized Network - SHIB aims to be a decentralized network to keep on running, without any reasons for halting.‍

An Easy-To-Use Wallet - The SHIB blockchain network has been designed to be easy to use. This makes it a preferred option for most users. Three different wallets are available for use: Android, iOS, and Web.

How to Purchase SHIB Token?

SHIB and LEASH can be bought and sold on ShibaSwap, Uniswap, and a growing number of centralized exchanges (CEXs). On September 16, 2021, Coinbase listed SHIB, joining popular CEXs like Binance, Huobi, and Kucoin in trading the token. 

However, Robinhood, a U.S. financial services platform, has yet to list SHIB due to concerns over its security, as stated by its CEO. In contrast, Robinhood's rival Public.com listed SHIB in October 2021.

Is SHIB Token a Good Investment in 2023?

Shiba Inu's growth largely depends on market sentiment. During extremely fearful times, Shiba Inu underperforms; however, during euphoric times, Shiba Inu has the potential to explode in popularity.

While you analyze Shiba Inu's market position, make it a point to distinguish between market capitalization and price. SHIB's low price can deceive new investors, causing them to inaccurately gauge SHIB's price potential. Market capitalization is usually calculated by multiplying the total circulating supply of coins by the current market price of a single coin, which is useful for determining growth potential. 

At the time of writing, SHIB's price is roughly $0.000012. Therefore, if SHIB were to reach $0.01, investors would experience a return of over 800x. However, more importantly, to reach $0.01, Shiba Inu would need to reach a whopping market value north of $5 trillion. This value is greater than the market value of Apple, Google, and Bitcoin combined. As a result, when making realistic price predictions, it's paramount to consider market capitalization.

SHIB Price and Market Capitalization

As of Feb 1st,2023, Shiba Inu is trading at $0.000012 USD. The current market capitalization of the SHIB token is over $6.70B. This makes SHIB rank 81st in terms of market capitalization among all cryptocurrencies.

The Bottom Line

The Shiba Inu developing team is quite secretive about the coin roadmap. Therefore, it's rather difficult to anticipate what's in the cards for the cryptocurrency in the near future.

The developers might decide to burn other coins to make SHIB more deflationary than it is now and help with a price appreciation. We recently learned that Shiba is preparing to enter the Metaverse and will be burning more SHIB soon, further reducing the total supply.

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Token Metrics Team
Token Metrics Team

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Research

Assessing the Reliability of Free Crypto APIs for Live Trading

Token Metrics Team
6
MIN

As cryptocurrency markets become more dynamic and automated trading grows in popularity, the demand for real-time, reliable market data has soared. For developers and quantitative traders, free crypto APIs represent a gateway to capturing and analyzing live data. But just how dependable are these resources when used for real-money, live trading environments?

Understanding Free Crypto API Infrastructure

APIs (Application Programming Interfaces) are the digital bridges that connect traders, bots, and apps to the real-time world of digital assets. Free crypto APIs typically pull live price feeds, order book data, and on-chain signals from exchanges or aggregators. While their accessibility is attractive for independent traders and developers, it’s important to consider the infrastructure behind these offerings.

  • Data Source and Aggregation: Free APIs may source from a single exchange, an aggregator, or a blend of public on-chain data. The breadth and diversity of sources can impact reliability and coverage.
  • Rate Limits: Most free APIs impose strict rate limits on the number of requests per minute/hour, ensuring fair use—but potentially introducing data gaps or lags in high-frequency operations.
  • Latency: Infrastructure investment greatly impacts how quickly data is delivered. Free APIs tend to have higher average latencies than their enterprise versions, which can affect market responsiveness.

Key Reliability Criteria for Live Trading

“Reliability” can mean different things depending on your trading strategy and risk tolerance. In a live trading context, consider these factors:

  • Uptime and Service Level: Continuous uptime is vital for automated trading systems. Free APIs may experience more frequent outages or maintenance windows compared to paid counterparts, impacting live trading reliability.
  • Data Consistency: Inconsistent data—such as missing trades, duplicate ticks, or out-of-order information—may disrupt algorithms and risk management strategies.
  • Latency and Real-Time Performance: Delayed data, even by a few seconds, can result in substantial slippage for shorter time frames or high-frequency strategies.
  • Depth of Market Coverage: Some free APIs report top-of-book (best bid/ask) only or have limited historic depth, which restricts analysis for advanced trading systems.

For example, a scalping bot reacting to slight price changes may be more susceptible to latency and inconsistency than a swing trading algorithm using averaged price data.

Risks and Limitations of Using Free Crypto APIs

While cost-free APIs unlock learning and prototyping opportunities, several risks arise when deploying them in live trading:

  • Sudden Changes and Deprecation: Free APIs can change endpoints, formats, or shut down with minimal notice—potentially breaking integrations and impacting trading operations.
  • Security and Rate Limiting: Without enterprise-grade authentication, free APIs may be more vulnerable to abuse. Rate limits may throttle live signals, leading to missed trades.
  • Compliance and Transparency: Free providers are not always transparent about their data sources or real-time status, which complicates audit trails and compliance routines.

Many free APIs offer limited or no customer support. If a connectivity or data issue arises during a live session, troubleshooting and resolution may depend solely on community forums or documentation.

Mitigation Strategies: Improving Reliability in Live Trading

To leverage free crypto APIs effectively for live trading while minimizing operational risk, consider strategic mitigations:

  1. Redundancy: Integrate multiple API providers where possible and implement fallback logic to handle service interruptions.
  2. Monitoring and Alerting: Establish health checks and monitoring for your data feed to detect outages or latency spikes in real time.
  3. Data Validation: Implement consistency checks, deduplication, and timestamp verification to mitigate risks of corrupted or stale data.
  4. Rate Limit Handling: Build in adaptive throttling and graceful degradation so your algorithm can operate even when rate limits are crossed.
  5. Migration Planning: Prepare for the possibility of API changes or deprecation by modularizing your integration and tracking updates from providers.

Exploring hybrid approaches—such as combining free APIs for lower-priority tasks (backtesting, monitoring) and premium offerings for mission-critical execution—can balance cost-effectiveness with higher reliability.

The Role of AI and Professional API Services

Advanced trading increasingly relies on artificial intelligence and machine learning for real-time insights. Modern tools, like Token Metrics, combine AI-driven analytics with unified API access, allowing systematic traders to benefit from a blend of machine intelligence and robust data infrastructure.

  • Aggregated Insights: AI analytics, layered atop diverse live feeds, can deliver actionable signals while filtering out noise typical in volatile markets.
  • Unified API Access: Professional APIs consolidate multi-exchange, on-chain, and social data through a single integration—reducing complexity and mitigating single points of failure.

For projects scaling toward institutional-grade reliability, partnering with services that demonstrate regular uptime guarantees, verified data sources, transparent change logs, and responsive support stands as a best practice.

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Are free crypto APIs accurate enough for live trading?

Accuracy largely depends on the provider. Many free APIs accurately reflect exchange-reported prices, but some may lag or have occasional data outages. For critical decision-making, always monitor results and consider validating with secondary sources.

What are common limitations of free crypto APIs?

Typical limitations include request rate caps, reduced data granularity, restricted market coverage, and potential for sudden API changes. Free APIs generally provide less support, documentation, and reliability assurances compared to premium alternatives.

How can I improve reliability when using free APIs for live trading?

Diversify your data sources, implement real-time monitoring, validate incoming data for unusual gaps, and be prepared to switch providers or endpoints. Modular integration and redundancy help lessen single points of failure.

Do free crypto APIs provide historical market data?

Some free APIs offer limited historical data, typically at a lower granularity or restricted to recent time windows. Comprehensive historical datasets often require a premium subscription or use of open-source repositories.

Is there a risk in using free APIs for live trading?

Yes. Risks include service interruptions, unexpected endpoint changes, rate limiting, and potentially less accurate or delayed data. Always test your setup rigorously before committing to live trading systems relying on free APIs.

Disclaimer

This article is for educational and informational purposes only. It does not constitute investment advice, predictions, or recommendations. Always conduct independent due diligence and consult a professional before making trading or financial decisions.

Research

How Crypto APIs Enable Backtesting of Trading Strategies

Token Metrics Team
6
MIN

Imagine testing your own crypto trading strategy against years of historical data in just minutes—all without writing custom data pipelines or hunting for spreadsheets. With today’s advanced crypto APIs, backtesting strategies is not just possible; it’s increasingly accessible, scalable, and data-rich. But how exactly do these APIs empower traders, analysts, and developers to scientifically evaluate their approaches before risking any real capital?

What is Backtesting in Crypto?

Backtesting is the process of simulating a trading strategy using historical market data to gauge its theoretical performance. In the fast-moving world of cryptocurrencies, where volatility is high and market microstructure can change rapidly, backtesting serves as a critical first step to determine whether a strategy is robust or needs refinement.

The goal is to replay past price action under the rules of a trading algorithm or indicator-driven approach, tracking entries, exits, and outcomes as if the trades were placed in real time. Backtesting can help expose hidden risks, optimize parameters, and identify strategies likely to withstand real-world market variability.

The Role of Crypto APIs in Backtesting

Crypto APIs act as bridges between real-time market data, historical databases, and user applications. They streamline access to deep historical candlestick data (OHLCV), order book snapshots, volume, on-chain metrics, and even derived indicators. Instead of manually collecting and cleaning datasets—which can be error-prone and time-consuming—users can retrieve consistent, up-to-date data directly via API endpoints.

Key advantages of using crypto APIs for backtesting include:

  • Speed & Automation: APIs enable rapid retrieval of large datasets, automating the backtesting pipeline from data ingestion to results analysis.
  • Granular Historical Data: Many leading APIs provide tick-level, minute-level, or hourly data across years of market activity, allowing for precise simulation and fine-tuning.
  • Streamlined Integration: APIs typically follow RESTful or WebSocket standards, making them compatible with a wide range of programming languages and backtesting frameworks.
  • Comprehensive Metric Coverage: Some APIs, such as those from Token Metrics, offer not just market prices but also sentiment, on-chain action, and advanced analytics to enrich backtesting models.

How to Backtest Crypto Strategies Using APIs

Backtesting with crypto APIs generally involves a series of clear steps:

  1. Selecting an API Provider: Choose an API that offers reliable historical price data for your target assets and intervals, such as daily, hourly, or minutely candlesticks. Consider additional features like on-chain analytics or sentiment scores for more complex models.
  2. Defining the Strategy Rules: Clearly articulate the algorithm or indicators your strategy will follow—such as moving averages, RSI thresholds, or custom AI models.
  3. Retrieving Data: Use the API to pull the necessary historical data. This may involve authentication and specifying the desired timeframes and assets.
  4. Simulating Trades: Implement your strategy’s logic in a programming language or backtesting framework, running virtual trades on the downloaded data to record entries, exits, and outcomes.
  5. Analyzing Results: Evaluate performance metrics like returns, drawdowns, Sharpe ratio, and win/loss rates. Consider whether the outcome is statistically significant and robust to changing market regimes.

Popular open-source backtesting tools such as Backtrader, QuantConnect, and custom Python scripts often use APIs for dynamic data ingestion. For more advanced research, APIs that provide sentiment or on-chain metrics, such as those from Token Metrics, allow users to experiment with hybrid statistical and AI-driven strategies.

Limitations and Best Practices

While crypto APIs make backtesting efficient, there are important considerations to keep in mind:

  • Data Quality and Completeness: Incomplete, inaccurate, or latency-decoupled historical records may lead to misleading results. Always vet the API’s data source and track any known outages or anomalies.
  • Overfitting Risk: Tuning a strategy too closely to historical patterns can yield strong backtested metrics but poor real-world performance. Use out-of-sample testing and cross-validation where possible.
  • Market Microstructure: Some APIs lack order book depth or granular trade-level timestamps, which may mask slippage, spreads, or liquidity constraints relevant for high-frequency strategies.
  • Execution Gaps: Backtesting doesn’t account for changes in exchange APIs, latency, or real order execution mechanics unless explicitly modeled.

Adhering to robust modeling practices—such as walk-forward validation, parameter sensitivity checks, and realistic simulation of transaction costs—can help reduce many of these risks.

AI-Powered Backtesting and the Future of Crypto Strategy Testing

The intersection of AI and crypto API backtesting is opening new frontiers in quantitative research. Machine learning and AI models can analyze vast arrays of features, detect non-obvious patterns, and dynamically adapt strategies based on real-time and historical inputs.

Cutting-edge APIs are supporting this evolution by providing not only raw historical data, but also feature-rich analytics: smart signals, alternative data, and even pre-trained AI/ML models. By integrating these offerings into their backtesting framework, developers and quant teams can iterate on more sophisticated strategies, potentially leading to more robust and adaptive trading algorithms.

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Frequently Asked Questions

What types of data can crypto APIs provide?

Crypto APIs typically offer a wide range of data: historical price (OHLCV), order book snapshots, trade history, volume, on-chain analytics, exchange metadata, and sometimes news or sentiment indicators. Comprehensive APIs, like those from Token Metrics, also deliver AI-generated signals and analytics.

Do I need advanced programming skills to backtest with APIs?

Not necessarily. While a working knowledge of Python or another scripting language helps, many open-source backtesting platforms or low-code tools can work with API data. Some API providers also offer interactive documentation and code samples to ease integration.

Can I use free crypto APIs for backtesting?

Yes, many exchanges and analytics platforms provide free tiers of their APIs, though they may limit data range, request frequency, or supported assets. For deeper, enterprise-grade backtesting, paid APIs often provide extended histories and premium analytics.

What are some pitfalls to avoid in API-based backtesting?

Watch out for data gaps or errors, curve fitting to historical anomalies, and failing to account for transaction fees or real-world execution delays. Always test strategies on pristine, out-of-sample data for realistic results.

How is AI being used in crypto backtesting?

AI and machine learning increasingly help in feature selection, anomaly detection, predictive analytics, and adaptive strategy design. APIs that offer pre-processed AI indicators or alternative data can jumpstart this process, making it more accessible for both novice and advanced researchers.

Disclaimer

This article is for informational and educational purposes only. It does not constitute investment, legal, or financial advice. The mention of any tool, platform, or service is for educational context. Always conduct your own research and consult professional advisors before making financial decisions.

Research

How One API Can Streamline Trading Across Multiple Crypto Exchanges

Token Metrics Team
6
MIN

Managing crypto trading across several exchanges can be complicated, especially as the digital asset market expands rapidly. For developers, traders, and automated systems, switching between multiple exchange platforms often leads to fragmented workflows, inconsistent data, and increased operational risks. But can you solve this challenge by using a single API to trade across multiple crypto exchanges?

Understanding Crypto APIs and Multi-Exchange Trading

APIs, or Application Programming Interfaces, have become the backbone of modern crypto trading. Most centralized exchanges—like Binance, Coinbase, or Kraken—offer proprietary APIs, enabling users to execute trades, obtain real-time prices, manage portfolios, and stream account activity programmatically. Traditionally, each exchange requires users to generate unique API keys and implement its specific syntax and rules, which makes integrating multiple platforms into a unified workflow an ongoing challenge.

Multi-exchange trading is increasingly common for several reasons:

  • Diversification: Spreading assets across exchanges mitigates counterparty risk.
  • Liquidity: Some pairs or markets may have better availability and tighter spreads on certain exchanges.
  • Arbitrage: Traders seek price differences across exchanges for potential profit opportunities.

Attempting to manage these scenarios manually—or through siloed APIs—can result in lost efficiency and missed opportunities.

The Promise of Unified API Integrations

A unified API for crypto trading consolidates access to multiple exchanges behind a single set of endpoints, abstracting the idiosyncrasies of each platform. This approach offers several potential benefits:

  • Simplified Codebase: Developers write integration logic once, not for every exchange.
  • Consistent Data Structures: The same data model applies regardless of the underlying exchange, improving reliability and analysis.
  • Centralized Authentication: Exchange credentials and API keys can be managed in one secure place.
  • Faster Deployment: Connecting to new exchanges often requires just configuration, not fresh code development.

Several solutions have emerged to deliver this unified experience. Independent aggregator services and open-source libraries—such as CCXT (CryptoCurrency eXchange Trading Library), 1inch (for DEX aggregation), or specialized enterprise APIs—translate commands from a user into the correct format for the targeted exchange and relay responses back to the application.

Challenges and Considerations of Multi-Exchange APIs

Despite their promise, there are important technical and operational considerations when using a unified API to trade across exchanges:

  1. API Limitations and Rate Limits: Each exchange imposes different request/second caps and may throttle or ban aggressive use. Aggregators must intelligently manage these restrictions to avoid disruptions.
  2. Latency and Data Consistency: Real-time price and account data may update at slightly different speeds per exchange, creating opportunities for short-term mismatches.
  3. Security and Credential Management: Centralizing API keys increases both convenience and responsibility. Always adopt best security practices, like encryption, regular key rotation, and principle of least privilege.
  4. Feature Parity: Not all exchanges support the same order types, margin trading, or withdrawal mechanisms—a unified API might expose only a subset of universal features, or try to map advanced functionality via custom logic.
  5. Compliance and KYC: Aggregated services may still require you to verify your identity individually on every exchange, and must comply with relevant jurisdictional regulations.

Before adopting a unified API, carefully evaluate each provider’s support for your target exchanges, ongoing maintenance, customer support, and transparency regarding reliability and uptime.

Use Cases and Scenarios for One-API Multi-Exchange Trading

Unified API approaches are particularly valuable for:

  • Algorithmic and Quantitative Trading: Bots and quant models can arbitrage or implement sophisticated strategies without manual exchange integration.
  • Portfolio Management: Real-time balance checks, PnL tracking, and consolidated analytics across all holdings.
  • AI-Driven Trading Tools: With data aggregated from multiple locations, AI models can train, backtest, and operate on richer, more consistent datasets.
  • Building Crypto Apps and Dashboards: Developers can embed charts, strategies, and actionable tools for users who may deposit assets with many different third-party exchanges.

Choosing the right multi-exchange API solution depends on your operational needs, preferred data formats, scalability goals, and trust in the vendor’s security protocols. Some organizations also combine unified APIs with bespoke integrations for specialized features or liquidity.

The Role of AI and Advanced Analytics in API-Driven Trading

Modern trading strategies are increasingly shaped by AI and predictive analytics. When paired with unified APIs, AI tools can:

  • Automatically identify arbitrage opportunities by detecting real-time price differences across platforms
  • Optimize order routing for best execution and minimal slippage
  • Risk-manage portfolios using aggregated signals—from market data, order books, and on-chain analytics
  • Enable smarter alerting and automated trading logic

For example, platforms like Token Metrics offer AI-powered insights that can be integrated into multi-exchange trading workflows via robust APIs. Access to aggregated signals and analytics enhances decision accuracy and automation capabilities in an increasingly complex trading environment.

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FAQs About Trading with One API Across Exchanges

What exchanges are supported by unified trading APIs?

Coverage varies by provider, but leading multi-exchange APIs often support integrations with major centralized exchanges—like Binance, Coinbase Pro, Kraken, Bitfinex—as well as some decentralized platforms. Always check providers’ documentation for updated support lists.

Are there security risks with centralized API management?

Yes, consolidating your exchange API keys introduces single points of vulnerability. Use strong authentication, encrypted storage, access controls, and monitor for suspicious access. Select API providers with strong security track records and certifications.

Do unified APIs support advanced order types (like stop loss or OCO)?

Many unified APIs prioritize compatibility with basic order types (e.g., limit, market orders), but advanced orders may be available only if the destination exchange supports them. Some aggregators implement custom logic to approximate complex order types. Review each API’s documentation for order-type coverage.

How do fees work with multi-exchange trading APIs?

Fees are typically passed through transparently to the underlying exchange. Some unified APIs may also levy their own usage or subscription fees. Review the pricing page and terms of service before integrating any multi-exchange API.

Can I use a unified API for both centralized and decentralized exchanges?

Certain unified or aggregator APIs support both exchange types, but you may experience differing levels of feature parity and security requirements. Decentralized exchanges often require wallet-based authentication, which may require additional integration steps.

Disclaimer

This article is intended for informational and educational purposes only. It does not constitute financial, investment, or legal advice. Crypto markets carry risk—always conduct your own research and consider regulatory compliance before using trading APIs or integrating with exchanges.

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