Real-Time Market Data Feeds
StockAPIS delivers real-time prices, full order books, and OHLCV candles from 80+ crypto exchanges, stock markets, brokers, and data providers through one normalized API and WebSocket interface.
Power trading apps, charting tools, execution bots, and analytics dashboards with low-latency market data aggregated from Binance, Coinbase, Kraken, NYSE, Polygon, and dozens more.
The Market Data Challenge
Reliable market data is the foundation of every trading application, but stitching it together yourself is expensive and brittle.
Fragmented Exchange APIs
- Every venue (Binance, Coinbase, Kraken, Bybit, OKX) ships its own REST and WebSocket schema
- Inconsistent symbol formats, timestamp precision, and field names
- Rate limits and auth flows differ on every endpoint
- Maintaining 20+ separate integrations consumes entire engineering teams
Latency and Reliability
- Self-hosted feed handlers drop messages under load
- Reconnect logic and gap recovery are easy to get wrong
- A single missed order book update corrupts your local book
- Cross-venue clock skew breaks consolidated tape logic
Expensive Direct Feeds
- Exchange co-location and direct NYSE/Nasdaq feeds cost thousands per month
- Bloomberg and Reuters terminals price out smaller teams
- Historical tick data licensing is sold per-venue and per-year
- Not practical for prototyping or screening many markets
Inconsistent Data Types
- Crypto venues expose trades and depth; equities expose quotes and the tape
- OHLCV candle intervals vary (1m, 5m, 1h) and align differently
- On-chain, news, and sentiment streams live in entirely separate systems
- No single schema to join price, volume, and signal data
Scalability Challenges
- Subscribing to thousands of symbols across venues saturates connections
- Backfilling history for new symbols is manual and slow
- Hard to monitor feed health across dozens of upstream sources
- No systematic way to fan out one feed to many downstream consumers
The StockAPIS Solution
StockAPIS provides one normalized API and WebSocket layer over 80+ sources, including crypto exchanges, stock exchanges, brokers, and financial data APIs like Polygon, Alpha Vantage, and Finnhub.
Key Capabilities
- Real-Time Trades: Tick-by-tick prints streamed over WebSocket in milliseconds
- Full Order Books: L2/L3 depth with incremental updates and snapshot recovery
- OHLCV Candles: 1m to 1M intervals, aligned and gap-filled across venues
- Consolidated Pricing: Best bid/offer aggregated across multiple exchanges
- Historical Backfill: Trades, quotes, and candles from minutes to 10+ years
- News and Sentiment: Headlines and scored signals joined to the same symbols
- On-Chain Data: Wallet flows and DEX activity alongside CEX prices
- Normalized Schema: One symbol format and message shape for every source
Source Coverage
Stream and query market data from multiple venue types:
- Binance: Spot, futures, and order book depth for thousands of crypto pairs — see the Binance integration
- Coinbase: USD spot markets, trades, and L2 book for major assets
- Kraken / Bybit / OKX: Spot and derivatives depth, funding, and OHLCV
- NYSE / Nasdaq (via stock exchanges): Quotes, trades, and the consolidated tape
- Polygon / Finnhub / Alpha Vantage: Aggregated equities, FX, and historical candles
- Bloomberg / Reuters (via financial news): Headlines and reference data
- StockTwits / Reddit (via social signals): Sentiment scores per ticker
Note: Available data types, depth levels, and history depend on each source’s licensing and venue.
How It Works
Real-Time Price Stream
Subscribe to live trades over WebSocket:
from stockapis import StockAPIS
api = StockAPIS(api_key='your_api_key')
# Stream live trades for BTC-USDT on Binance
async for trade in api.platforms.binance.stream_trades(symbol='BTC-USDT'):
print(f"{trade.timestamp} {trade.symbol}")
print(f" Price: ${trade.price:,.2f} Size: {trade.size}")
print(f" Side: {trade.side}")Consolidated Best Bid/Offer
Aggregate top-of-book across venues:
# Top of book from Binance
binance = api.platforms.binance.get_quote('BTC-USDT')
# Top of book from Coinbase
coinbase = api.platforms.coinbase.get_quote('BTC-USD')
# Top of book from Kraken
kraken = api.platforms.kraken.get_quote('BTC-USD')
# Consolidated best bid / best offer
best_bid = max(binance.bid, coinbase.bid, kraken.bid)
best_ask = min(binance.ask, coinbase.ask, kraken.ask)
print(f"Consolidated BBO:")
print(f" Best Bid: ${best_bid:,.2f}")
print(f" Best Ask: ${best_ask:,.2f}")
print(f" Spread: ${best_ask - best_bid:,.2f}")Order Book Depth
Pull a full L2 snapshot for execution logic:
# Get L2 order book for ETH-USDT
book = api.platforms.binance.get_order_book(
symbol='ETH-USDT',
depth=20
)
print(f"\nTop 5 bids:")
for level in book.bids[:5]:
print(f" ${level.price:,.2f} x {level.size}")
print(f"\nTop 5 asks:")
for level in book.asks[:5]:
print(f" ${level.price:,.2f} x {level.size}")OHLCV Candles
Fetch aligned candles for charting and indicators:
# Get 1-hour OHLCV candles for the last 24 hours
candles = api.platforms.binance.get_candles(
symbol='BTC-USDT',
interval='1h',
limit=24
)
for c in candles:
print(f"{c.open_time}: O={c.open:,.2f} H={c.high:,.2f} "
f"L={c.low:,.2f} C={c.close:,.2f} V={c.volume:,.0f}")Multi-Symbol Subscription
Stream many symbols across venues from one connection:
# Subscribe to a basket of symbols
symbols = [
('binance', 'BTC-USDT'),
('binance', 'ETH-USDT'),
('coinbase', 'SOL-USD')
]
async for tick in api.stream_trades(symbols):
print(f"[{tick.source}] {tick.symbol}: ${tick.price:,.2f}")Historical Backfill
Backfill candles when onboarding a new symbol:
# Pull 30 days of daily candles for backfill
history = api.platforms.binance.get_candles(
symbol='BTC-USDT',
interval='1d',
start='2026-05-06',
end='2026-06-05'
)
# Compute 30-day return
first_close = history[0].close
last_close = history[-1].close
pct_change = ((last_close - first_close) / first_close) * 100
print(f"30d change: {pct_change:.1f}%")
print(f"Range: ${first_close:,.2f} -> ${last_close:,.2f}")Quick Start
from stockapis import StockAPIS
api = StockAPIS(api_key='your_api_key')
# Get a real-time quote
quote = api.platforms.binance.get_quote('BTC-USDT')
print(f"Bid: ${quote.bid:,.2f}")
print(f"Ask: ${quote.ask:,.2f}")
print(f"Last: ${quote.last:,.2f}")Ready to build? See the API getting-started guide, browse all supported platforms, check pricing, or contact us for high-volume feed access.