CoinAPI's crypto OHLCV and trade data give you the complete picture of market activity across more than 350 exchanges worldwide. Our candlestick data covers everything from 1-second intervals for scalping to monthly timeframes for trend analysis, ensuring you have the right level of detail for your trading approach.

Each candlestick provides the essential price information traders rely on - open, high, low, and close prices - along with corresponding volume data that shows the market strength behind each move. This combination of price action and trading volume creates the foundation for effective technical analysis and trading decisions.

Getting this data is straightforward - use our WebSocket streams for real-time market monitoring when every second counts, or access historical candlesticks through our REST API when you're conducting deeper market research or backtesting strategies. We maintain comprehensive historical records, giving you the ability to analyze patterns across different market cycles.

Why work with us?

Market Coverage & Data Types: - Full Cryptocurrency Data - Real-time and historical data since 2010 (for chosen assets) - Full order book depth (L2/L3) - Tick-by-tick data - OHLCV across multiple timeframes - Market indexes (VWAP, PRIMKT) - Exchange rates with fiat pairs - Spot, futures, options, and perpetual contracts - Coverage of 90%+ global trading volume

Technical Excellence: - 99% uptime guarantee - Multiple delivery methods: REST, WebSocket, FIX, S3 - Standardized data format across exchanges - Ultra-low latency data streaming - Detailed documentation - Custom integration assistance

Whether you're building algorithmic trading systems, conducting research, or creating visualization tools, our real-time and historical candlesticks from exchanges worldwide provide the reliable market data you need

CoinAPI is a revolutionary platform delivering comprehensive currency data from over 350 global cryptocurrency exchanges. Our advanced system provides both real-time and historical market information with unprecedented precision and depth.

Traders, investors, and developers rely on our meticulously collected currency data to make informed decisions in the fast-moving digital asset landscape. Every data point is carefully verified and timestamped, ensuring the highest level of accuracy and reliability. From live price tracking to extensive volume metrics, CoinAPI offers an unparalleled window into the complex world of cryptocurrency markets.

Why work with us?

Market Coverage & Data Types: - Full Cryptocurrency Data - Real-time and historical data since 2010 (for chosen assets) - Full order book depth (L2/L3) - Tick-by-tick data - OHLCV across multiple timeframes - Market indexes (VWAP, PRIMKT) - Exchange rates with fiat pairs - Spot, futures, options, and perpetual contracts - Coverage of 90%+ global trading volume

Technical Excellence: - 99% uptime guarantee - Multiple delivery methods: REST, WebSocket, FIX, S3 - Standardized data format across exchanges - Ultra-low latency data streaming - Detailed documentation - Custom integration assistance

Whether you're building algorithmic trading systems, conducting research, or creating visualization tools, our real-time and historical candlesticks from exchanges worldwide provide the reliable market data you need

Extensive and dependable pricing information spanning the entire range of financial markets. Encompassing worldwide coverage from stock exchanges, trading platforms, indicative contributed prices, assessed valuations, expert third-party sources, and our enhanced data offerings. User-friendly request-response, bulk access, and tailored desktop interfaces to meet nearly any organizational or application data need. Worldwide, real-time, delayed streaming, intraday updates, and meticulously curated end-of-day pricing information.

Introduction

This is a collection of all 1 minute candlesticks of all cryptocurrency pairs on Binance.com. All 80 of them are included. Both retrieval and uploading the data is fully automated—see this GitHub repo.

Content

For every trading pair, the following fields from Binance's official API endpoint for historical candlestick data are saved into a Parquet file:

 #  Column            Dtype     
--- ------            -----     
 0  open_time           datetime64[ns]
 1  open             float32    
 2  high             float32    
 3  low              float32    
 4  close             float32    
 5  volume            float32    
 6  quote_asset_volume      float32    
 7  number_of_trades       uint16    
 8  taker_buy_base_asset_volume  float32    
 9  taker_buy_quote_asset_volume float32    
dtypes: datetime64[ns](1), float32(8), uint16(1)

The dataframe is indexed by open_time and sorted from oldest to newest. The first row starts at the first timestamp available on the exchange, which is July 2017 for the longest running pairs.

Here are two simple plots based on a single file; one of the opening price with an added indicator (MA50) and one of the volume and number of trades:

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Inspiration

One obvious use-case for this data could be technical analysis by adding indicators such as moving averages, MACD, RSI, etc. Other approaches could include backtesting trading algorithms or computing arbitrage potential with other exchanges.

License

This data is being collected automatically from crypto exchange Binance.

CoinAPI delivers digital asset data that connects you with major trading platforms. We provide traders and developers with live market updates, current prices, trading volumes, and historical performance for both spot and futures markets.

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Whether you're building a trading app, analyzing markets, or developing trading strategies, our data offers a complete view of exchange activity. Connect through REST, WebSocket, or FIX to build exactly what you need.

➡️ Why choose us?

📊 Market Coverage & Data Types: ◦ Real-time and historical data since 2010 (for chosen assets) ◦ Full order book depth (L2/L3) ◦ Trade-by-trade data ◦ OHLCV across multiple timeframes ◦ Market indexes (VWAP, PRIMKT) ◦ Exchange rates with fiat pairs ◦ Spot, futures, options, and perpetual contracts ◦ Coverage of 90%+ global trading volume

🔧 Technical Excellence: ◦ 99,9% uptime guarantee ◦ Multiple delivery methods: REST, WebSocket, FIX, S3 ◦ Standardized data format across exchanges ◦ Ultra-low latency data streaming ◦ Detailed documentation ◦ Custom integration assistance

CoinAPI helps hundreds of organizations worldwide - from trading firms and hedge funds to researchers and tech companies. We're known for reliable data and solid technical performance, including comprehensive stablecoin tracking across major markets. That's why so many businesses trust us when they need dependable cryptocurrency market information.

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Access real-time stablecoin data across 350+ exchanges. Track USDT, USDC, BUSD, and DAI through our WebSocket and REST APIs. Complete coverage of spot, futures, and cross-chain transactions - all the crypto trade data you need, delivered tick-by-tick. Your gateway to the stablecoin market.

Behind every price movement lies the true story - the order book. CoinAPI delivers comprehensive order book data across more than 350 crypto exchanges, giving traders the visibility they need beneath the surface of the market.

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Why work with us?

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Technical Excellence: - 99,9% uptime guarantee - Multiple delivery methods: REST, WebSocket, FIX, S3 - Standardized data format across exchanges - Ultra-low latency data streaming - Detailed documentation - Custom integration assistance

At CoinAPI, we provide reliable market data to hundreds of institutions worldwide, from trading firms and hedge funds to research teams and tech companies. We focus on delivering accurate, high-quality information with robust technical infrastructure—because we understand that good decisions start with good data. That's why leading organizations trust us with their cryptocurrency market intelligence needs.

Quantum-Safe API Gateway Market Outlook

According to our latest research, the global Quantum-Safe API Gateway market size has reached USD 342.1 million in 2024, with robust growth driven by escalating security concerns in digital communications and the proliferation of quantum computing threats. The market is growing at a remarkable CAGR of 31.8% and is forecasted to reach USD 3,570 million by 2033. This rapid expansion is primarily fueled by increased investments in quantum-safe cryptographic solutions, the rising adoption of API-driven architectures across industries, and the urgent need to future-proof sensitive data exchanges in anticipation of quantum-enabled cyberattacks.

The primary growth driver for the Quantum-Safe API Gateway market is the accelerating pace of quantum computing advancements, which poses a significant risk to traditional cryptographic algorithms that currently secure APIs. As quantum computers grow in capability, their potential to break widely used encryption methods such as RSA and ECC becomes imminent, creating an urgent demand for quantum-resistant security solutions. Enterprises, particularly those in highly regulated industries like banking and healthcare, are proactively seeking quantum-safe API gateways to safeguard sensitive data and ensure regulatory compliance. This proactive approach to cybersecurity is pushing vendors to innovate rapidly, integrating post-quantum cryptography (PQC) and hybrid cryptographic techniques into their API gateway offerings to address evolving threat landscapes.

Another critical growth factor is the exponential increase in API usage across digital ecosystems. Modern organizations rely extensively on APIs to enable seamless integration between cloud applications, microservices, and third-party platforms. This interconnected landscape, while boosting operational agility, also expands the attack surface for potential cyber threats. The need for robust, quantum-safe API gateways has become paramount to not only secure data-in-transit but also to maintain trust and business continuity in the face of quantum-era risks. Vendors are responding by offering solutions that combine advanced cryptographic algorithms with API management functionalities, such as authentication, rate limiting, and traffic monitoring, to deliver holistic security and operational efficiency.

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From a regional perspective, North America currently dominates the Quantum-Safe API Gateway market, accounting for the largest share due to its advanced technological landscape, high concentration of API-driven enterprises, and proactive cybersecurity initiatives. Europe is also witnessing significant growth, propelled by stringent data protection regulations and substantial investments in quantum-safe technology research. Meanwhile, the Asia Pacific region is emerging as a key growth engine, driven by rapid digital transformation, increasing cyber threats, and government-led initiatives to bolster quantum security infrastructure. Latin America and the Middle East & Africa are gradually catching up, with rising awareness and adoption of quantum-safe solutions among financial institutions and government agencies.

Component Analysis

The Component segment of the Quantum-Safe API Gateway market is broadly categorized into Software, Hardware, and Services. Software solutions form the backbone of this market, encompassing advanced API management platforms integrated with post-quantum cryptographic algorithms. These software offerings are designed to provide seamless integration with existing IT infrastructure, enabling organizations to upgrade to quantum-safe security without disrupting ongoing operations. The demand for software-based quan

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🔧 Technical Excellence: ◦ 99,9% uptime guarantee ◦ Multiple delivery methods: REST, WebSocket, FIX, S3 ◦ Standardized data format across exchanges ◦ Ultra-low latency data streaming ◦ Detailed documentation ◦ Custom integration assistance

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Why work with us?

Market Coverage & Data Types: - Real-time and historical data since 2010 (for chosen assets) - Full order book depth (L2/L3) - Tick-by-tick data - OHLCV across multiple timeframes - Market indexes (VWAP, PRIMKT) - Exchange rates with fiat pairs - Spot, futures, options, and perpetual contracts - Coverage of 90%+ global trading volume

Technical Excellence: - 99% uptime guarantee - Multiple delivery methods: REST, WebSocket, FIX, S3 - Standardized data format across exchanges - Ultra-low latency data streaming - Detailed documentation - Custom integration assistance

CoinAPI serves hundreds of institutions worldwide, from trading firms and hedge funds to research organizations and technology providers. Our commitment to data quality and technical excellence makes us the trusted choice for cryptocurrency market data needs.

The 2025 preliminary average annual price of West Texas Intermediate crude oil reached 68.23 U.S. dollars per barrel as of June. This would be eight U.S. dollars below the 2024 average and the lowest annual average since 2021. WTI and other benchmarks WTI is a grade of crude oil also known as “Texas light sweet.” It is measured to have an API gravity of around 39.6 and specific gravity of about 0.83, which is considered “light” relative to other crude oils. This oil also contains roughly 0.24 percent sulfur, and is therefore named “sweet.” Crude oils are some of the most closely observed commodity prices in the world. WTI is the underlying commodity of the Chicago Mercantile Exchange’s oil futures contracts. The price of other crude oils, such as UK Brent crude oil, the OPEC crude oil basket, and Dubai Fateh oil, can be compared to that of WTI crude oil. Since 1976, the price of WTI crude oil has increased notably, rising from just 12.23 U.S. dollars per barrel in 1976 to a peak of 99.06 dollars per barrel in 2008. Geopolitical conflicts and their impact on oil prices The price of oil is controlled in part by limiting oil production. Prior to 1971, the Texas Railroad Commission controlled the price of oil by setting limits on production of U.S. oil. In 1971, the Texas Railroad Commission ceased limiting production, but OPEC, the Organization of Petroleum Exporting Countries with member states Iran, Iraq, Kuwait, Saudi Arabia, and Venezuela among others, continued to do so. In 1972, due to geopolitical conflict, OPEC set an oil embargo and cut oil production, causing prices to quadruple by 1974. Oil prices rose again in 1979 and 1980 due to the Iranian revolution, and doubled between 1978 and 1981 as the Iran-Iraq War prevented oil production. A number of geopolitical conflicts and periods of increased production and consumption have influenced the price of oil since then.

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Why work with us?

Market Coverage & Data Types: - Real-time and historical data since 2010 (for chosen assets) - Full order book depth (L2/L3) - Tick-by-tick data - OHLCV across multiple timeframes - Market indexes (VWAP, PRIMKT) - Exchange rates with fiat pairs - Spot, futures, options, and perpetual contracts - Coverage of 90%+ global trading volume - Full Cryptocurrency Investor Data.

Technical Excellence: - 99,9% uptime guarantee - Multiple delivery methods: REST, WebSocket, FIX, S3 - Standardized data format across exchanges - Ultra-low latency data streaming - Detailed documentation - Custom integration assistance

CoinAPI delivers mission-critical insights to financial institutions globally, enabling informed decision-making in volatile cryptocurrency markets. Our enterprise-grade infrastructure processes milions of data points daily, offering unmatched reliability.

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Why work with us?

Market Coverage & Data Types: - Real-time and historical data since 2010 (for chosen assets) - Full order book depth (L2/L3) - Tick-by-tick data - OHLCV across multiple timeframes - Market indexes (VWAP, PRIMKT) - Exchange rates with fiat pairs - Spot, futures, options, and perpetual contracts - Coverage of 90%+ global trading volume

Technical Excellence: - 99,9% uptime guarantee - Multiple delivery methods: REST, WebSocket, FIX, S3 - Standardized data format across exchanges - Ultra-low latency data streaming - Detailed documentation - Custom integration assistance

CoinAPI serves hundreds of institutions worldwide, from trading firms and hedge funds to research organizations and technology providers. We deliver reliable, accurate data that helps our clients make informed decisions in the fast-moving cryptocurrency markets. Our team of experts works tirelessly to ensure you have the market intelligence you need, when you need it – because in this industry, timing is everything.

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➡️ Why choose us?

📊 Market Coverage & Data Types: ◦ Real-time and historical data since 2010 (for chosen assets) ◦ Full order book depth (L2/L3) ◦ Trade-by-trade data ◦ OHLCV across multiple timeframes ◦ Market indexes (VWAP, PRIMKT) ◦ Exchange rates with fiat pairs ◦ Spot, futures, options, and perpetual contracts ◦ Coverage of 90%+ global trading volume

🔧 Technical Excellence: ◦ 99,9% uptime guarantee ◦ Multiple delivery methods: REST, WebSocket, FIX, S3 ◦ Standardized data format across exchanges ◦ Ultra-low latency data streaming ◦ Detailed documentation ◦ Custom integration assistance

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Why work with us?

Market Coverage & Data Types: - Real-time and historical data since 2010 (for chosen assets) - Full order book depth (L2/L3) - Trade-by-trade data - OHLCV across multiple timeframes - Market indexes (VWAP, PRIMKT) - Exchange rates with fiat pairs - Spot, futures, options, and perpetual contracts - Coverage of 90%+ global trading volume

Technical Excellence: - 99,9% uptime guarantee - Multiple delivery methods: REST, WebSocket, FIX, S3 - Standardized data format across exchanges - Ultra-low latency data streaming - Detailed documentation - Custom integration assistance

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➡️ Why choose us?

📊 Market Coverage & Data Types: ◦ Real-time and historical data since 2010 (for chosen assets) ◦ Full order book depth (L2/L3) ◦ Trade-by-trade data ◦ OHLCV across multiple timeframes ◦ Market indexes (VWAP, PRIMKT) ◦ Exchange rates with fiat pairs ◦ Spot, futures, options, and perpetual contracts ◦ Coverage of 90%+ global trading volume

🔧 Technical Excellence: ◦ 99,9% uptime guarantee ◦ Multiple delivery methods: REST, WebSocket, FIX, S3 ◦ Standardized data format across exchanges ◦ Ultra-low latency data streaming ◦ Detailed documentation ◦ Custom integration assistance

CoinAPI helps drive success for hundreds of institutions worldwide, from trading firms to hedge funds. Our strong focus on reliable data and technical quality makes us a trusted partner for cryptocurrency market intelligence in today's evolving financial landscape.