How do I access the data?

Two options: (1) ClickHouse for historical queries — connect via any SQL client, JDBC/ODBC, or HTTP with read-only credentials. (2) WebSocket for real-time streaming — authenticated connection with channel subscriptions. Both use the same validated data pipeline.

What data types are available?

Trades, real-time ticker, maintained orderbooks (L2), and verified klines (1m to 1d) for 10 perpetuals: BTCUSDT, ETHUSDT, SOLUSDT, XRPUSDT, BNBUSDT, DOGEUSDT, ADAUSDT, DOTUSDT, LINKUSDT, AVAXUSDT. All normalized across Binance, Bybit, OKX, and Bitget with a unified schema.

How fresh is the data?

WebSocket streaming: ~250ms P50 E2E latency. ClickHouse: ~240ms P50 from exchange to database. 120M+ messages processed daily. Full timestamp chain available for latency analysis per exchange. No batch delays — continuous streaming.

What about data quality?

Verified coverage exceeds 99.8% across all intervals. Zero-price trades, malformed data, and exchange quirks are filtered before storage or streaming. Our Kline Notary Service verifies candle completeness and backfills missing data automatically.

What are maintained orderbooks?

We maintain local orderbook state from exchange snapshots + deltas, publishing full L2 depth in real-time via WebSocket and storing snapshots in ClickHouse. Sequence validation detects gaps in milliseconds, triggering automatic recovery.

How much historical data?

All plans include 14+ days of verified data on fast SSD storage (growing daily). Team adds extended archive access. Enterprise includes full historical archive. Data retention varies by type: Orderbooks 7 days hot, Klines 30 days hot, Trades/Ticker 14 days hot.

How does the evaluation work?

Request access and we'll send credentials for both ClickHouse and WebSocket within 24 hours. Full platform access for 14 days. No commitment required. Query historical data, stream real-time feeds, and validate our claims with your own tests.

Data Lab

Production Data

See the data
before you commit.

Production snapshots from our live pipeline. 4 exchanges, 10 perpetuals, every tick. Download, inspect, integrate.

1,740 msg/s throughput

~250ms E2E latency

Binance, Bybit, OKX, Bitget

Trades

Every executed trade across all exchanges

Trades

LATEST

Wed, Mar 4, 2026

50.0K+ rows5.3 MB4 exchanges

CSV

timestamp	exchange	symbol	price	amount	side
2026-03-04 13:46:28.248	okx	ETHUSDT	2064.14	0.04	sell
2026-03-04 13:46:28.164	okx	ETHUSDT	2064.14	0.1	sell
2026-03-04 13:46:28.143	bitget	BTCUSDT	71407.2	0.0001	sell
2026-03-04 13:46:28.136	okx	ETHUSDT	2064.14	0.03	sell
2026-03-04 13:46:28.088	bitget	BTCUSDT	71407.3	0.0169	buy

View full schema (9 fields)

Pydantic Model · ClickHouse Schema

class Trades(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    price: Float64
    amount: Float64
    side: String
    trade_id: String
    is_liquidation: UInt8
    consumer_received: DateTime64(3)

Trades

Tue, Mar 3, 2026

50.0K+ rows5.4 MB4 exchanges

CSV

timestamp	exchange	symbol	price	amount	side
2026-03-03 13:46:28.994	binance	BTCUSDT	66760	0.01	sell
2026-03-03 13:46:28.993	bybit	BTCUSDT	66755.4	0.033	sell
2026-03-03 13:46:28.992	binance	BTCUSDT	66760	0.18	sell
2026-03-03 13:46:28.992	binance	BTCUSDT	66760	0.039	sell
2026-03-03 13:46:28.980	bybit	BTCUSDT	66755.5	0.005	buy

View full schema (9 fields)

Pydantic Model · ClickHouse Schema

class Trades(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    price: Float64
    amount: Float64
    side: String
    trade_id: String
    is_liquidation: UInt8
    consumer_received: DateTime64(3)

Trades

Mon, Mar 2, 2026

50.0K+ rows5.3 MB4 exchanges

CSV

timestamp	exchange	symbol	price	amount	side
2026-03-02 13:46:29.993	binance	BNBUSDT	622	0.06	buy
2026-03-02 13:46:29.984	okx	ADAUSDT	0.2707	0.1	buy
2026-03-02 13:46:29.983	bybit	SOLUSDT	83.26	0.1	buy
2026-03-02 13:46:29.983	bybit	SOLUSDT	83.26	0.1	buy
2026-03-02 13:46:29.981	okx	AVAXUSDT	8.927	0.1	buy

View full schema (9 fields)

Pydantic Model · ClickHouse Schema

class Trades(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    price: Float64
    amount: Float64
    side: String
    trade_id: String
    is_liquidation: UInt8
    consumer_received: DateTime64(3)

Klines (OHLCV)

1-minute candlestick data

Klines (OHLCV)

LATEST

Wed, Mar 4, 2026

15.0K+ rows2.0 MB4 exchanges

CSV

timestamp	exchange	symbol	open	high	low	close	volume
2026-03-04 13:46:00.000	okx	XRPUSDT	1.399	1.399	1.3982	1.3983	55.09
2026-03-04 13:46:00.000	okx	XRPUSDT	1.399	1.399	1.3982	1.3987	176.21
2026-03-04 13:46:00.000	okx	XRPUSDT	1.399	1.399	1.3982	1.3987	176.19
2026-03-04 13:46:00.000	okx	XRPUSDT	1.399	1.399	1.3982	1.3988	175.14
2026-03-04 13:46:00.000	okx	XRPUSDT	1.399	1.399	1.3982	1.3988	172.77

View full schema (14 fields)

Pydantic Model · ClickHouse Schema

class KlinesOHLCV(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    interval: String
    open: Float64
    high: Float64
    low: Float64
    close: Float64
    volume: Float64
    quote_volume: Float64
    num_trades: Int32
    close_time: DateTime64(3)
    is_final: UInt8
    consumer_received: DateTime64(3)

Klines (OHLCV)

Tue, Mar 3, 2026

15.0K+ rows1.8 MB4 exchanges

CSV

timestamp	exchange	symbol	open	high	low	close	volume
2026-03-03 13:46:00.000	okx	XRPUSDT	1.3447	1.3456	1.3447	1.3455	537.71
2026-03-03 13:46:00.000	okx	XRPUSDT	1.3447	1.3461	1.3439	1.3439	1625.87
2026-03-03 13:46:00.000	okx	XRPUSDT	1.3447	1.3461	1.3439	1.3439	1625.87
2026-03-03 13:46:00.000	okx	XRPUSDT	1.3447	1.3461	1.3441	1.3441	1618.67
2026-03-03 13:46:00.000	okx	XRPUSDT	1.3447	1.3461	1.3441	1.3441	1618.58

View full schema (14 fields)

Pydantic Model · ClickHouse Schema

class KlinesOHLCV(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    interval: String
    open: Float64
    high: Float64
    low: Float64
    close: Float64
    volume: Float64
    quote_volume: Float64
    num_trades: Int32
    close_time: DateTime64(3)
    is_final: UInt8
    consumer_received: DateTime64(3)

Klines (OHLCV)

Mon, Mar 2, 2026

15.0K+ rows1.8 MB4 exchanges

CSV

timestamp	exchange	symbol	open	high	low	close	volume
2026-03-02 13:46:00.000	okx	XRPUSDT	1.3412	1.3413	1.3411	1.3411	80.29
2026-03-02 13:46:00.000	okx	XRPUSDT	1.3412	1.3413	1.3397	1.3412	521.26
2026-03-02 13:46:00.000	okx	XRPUSDT	1.3412	1.3413	1.3397	1.3412	521.26
2026-03-02 13:46:00.000	okx	XRPUSDT	1.3412	1.3413	1.3397	1.3412	521.01
2026-03-02 13:46:00.000	okx	XRPUSDT	1.3412	1.3413	1.3397	1.3412	520.05

View full schema (14 fields)

Pydantic Model · ClickHouse Schema

class KlinesOHLCV(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    interval: String
    open: Float64
    high: Float64
    low: Float64
    close: Float64
    volume: Float64
    quote_volume: Float64
    num_trades: Int32
    close_time: DateTime64(3)
    is_final: UInt8
    consumer_received: DateTime64(3)

Tickers

Real-time price and market stats

Tickers

LATEST

Wed, Mar 4, 2026

5.0K+ rows1.1 MB4 exchanges

CSV

timestamp	exchange	symbol	last_price	bid	ask	volume_24h
2026-03-04 13:46:28.578	bybit	ADAUSDT	0.2708	0.2708	0.2709	501828607
2026-03-04 13:46:28.488	okx	XRPUSDT	1.3987	1.3987	1.3988	2288062.1
2026-03-04 13:46:28.485	okx	SOLUSDT	89.78	89.78	89.79	18125917.2
2026-03-04 13:46:28.291	bybit	BTCUSDT	71413.7	71413.7	71413.8	135332.194
2026-03-04 13:46:28.288	bybit	ETHUSDT	2064.11	2064.11	2064.12	2333531.61

View full schema (20 fields)

Pydantic Model · ClickHouse Schema

class Tickers(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    last_price: Float64
    bid_price: Nullable(Float64)
    ask_price: Nullable(Float64)
    bid_size: Nullable(Float64)
    ask_size: Nullable(Float64)
    high_24h: Nullable(Float64)
    low_24h: Nullable(Float64)
    volume_24h: Nullable(Float64)
    quote_volume_24h: Nullable(Float64)
    open_24h: Nullable(Float64)
    funding_rate: Nullable(Float64)
    next_funding_time: Nullable(DateTime64(3))
    mark_price: Nullable(Float64)
    index_price: Nullable(Float64)
    open_interest: Nullable(Float64)
    open_interest_value: Nullable(Float64)
    consumer_received: DateTime64(3)

Tickers

Tue, Mar 3, 2026

5.0K+ rows1.1 MB4 exchanges

CSV

timestamp	exchange	symbol	last_price	bid	ask	volume_24h
2026-03-03 13:46:29.992	bybit	BTCUSDT	66760.5	66760.4	66760.5	127589.518
2026-03-03 13:46:29.988	bybit	ETHUSDT	1947.9	1947.9	1947.91	2258300.34
2026-03-03 13:46:29.978	bybit	DOGEUSDT	0.08978	0.08977	0.08978	2438614846
2026-03-03 13:46:29.959	binance	AVAXUSDT	8.956	8.955	8.956	18901183
2026-03-03 13:46:29.944	okx	BNBUSDT	623.7	623.7	623.8	18119234

View full schema (20 fields)

Pydantic Model · ClickHouse Schema

class Tickers(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    last_price: Float64
    bid_price: Nullable(Float64)
    ask_price: Nullable(Float64)
    bid_size: Nullable(Float64)
    ask_size: Nullable(Float64)
    high_24h: Nullable(Float64)
    low_24h: Nullable(Float64)
    volume_24h: Nullable(Float64)
    quote_volume_24h: Nullable(Float64)
    open_24h: Nullable(Float64)
    funding_rate: Nullable(Float64)
    next_funding_time: Nullable(DateTime64(3))
    mark_price: Nullable(Float64)
    index_price: Nullable(Float64)
    open_interest: Nullable(Float64)
    open_interest_value: Nullable(Float64)
    consumer_received: DateTime64(3)

Tickers

Mon, Mar 2, 2026

5.0K+ rows1.1 MB4 exchanges

CSV

timestamp	exchange	symbol	last_price	bid	ask	volume_24h
2026-03-02 13:46:30.991	okx	DOGEUSDT	0.09115	0.09114	0.09115	4594298.81
2026-03-02 13:46:30.991	bybit	BTCUSDT	65596.6	65595.8	65595.9	88749.096
2026-03-02 13:46:30.988	bybit	ETHUSDT	1930.08	1930.05	1930.06	1740730.93
2026-03-02 13:46:30.986	bybit	XRPUSDT	1.341	1.3409	1.341	322374418.2
2026-03-02 13:46:30.977	bybit	DOTUSDT	1.5094	1.5091	1.5092	29699584.6

View full schema (20 fields)

Pydantic Model · ClickHouse Schema

class Tickers(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    last_price: Float64
    bid_price: Nullable(Float64)
    ask_price: Nullable(Float64)
    bid_size: Nullable(Float64)
    ask_size: Nullable(Float64)
    high_24h: Nullable(Float64)
    low_24h: Nullable(Float64)
    volume_24h: Nullable(Float64)
    quote_volume_24h: Nullable(Float64)
    open_24h: Nullable(Float64)
    funding_rate: Nullable(Float64)
    next_funding_time: Nullable(DateTime64(3))
    mark_price: Nullable(Float64)
    index_price: Nullable(Float64)
    open_interest: Nullable(Float64)
    open_interest_value: Nullable(Float64)
    consumer_received: DateTime64(3)

Orderbook (L2)

Level 2 orderbook snapshots

Orderbook (L2)

LATEST

Wed, Mar 4, 2026

2.1K+ rows24.3 MB4 exchanges

CSV

timestamp	exchange	symbol	best_bid	bid_size	best_ask	ask_size
2026-03-04 13:46:28.435	binance	DOGEUSDT	0.09302	175965	0.09303	168799
2026-03-04 13:46:28.205	bybit	DOGEUSDT	0.09302	129588	0.09303	163024
2026-03-04 13:46:28.141	binance	SOLUSDT	89.78	811.07	89.79	717.22
2026-03-04 13:46:28.001	okx	LINKUSDT	9.142	317.1	9.143	696.1
2026-03-04 13:46:27.947	okx	DOTUSDT	1.519	4754	1.52	13318

View full schema (12 fields)

Pydantic Model · ClickHouse Schema

class OrderbookL(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    bids_json: String (JSON)
    asks_json: String (JSON)
    is_snapshot: UInt8
    sequence_id: String
    bids_price_0: Float64
    bids_size_0: Float64
    asks_price_0: Float64
    asks_size_0: Float64
    consumer_received: DateTime64(3)

Orderbook (L2)

Tue, Mar 3, 2026

2.2K+ rows25.6 MB4 exchanges

CSV

timestamp	exchange	symbol	best_bid	bid_size	best_ask	ask_size
2026-03-03 13:46:29.995	binance	DOGEUSDT	0.08975	775320	0.08976	14959
2026-03-03 13:46:29.736	bitget	XRPUSDT	1.3459	61788	1.346	35837
2026-03-03 13:46:29.461	bitget	BNBUSDT	623.84	15.05	623.85	0.03
2026-03-03 13:46:29.386	bybit	DOTUSDT	1.4891	329.4	1.4892	97.8
2026-03-03 13:46:29.246	okx	DOGEUSDT	0.08976	458.61	0.08977	210.02

View full schema (12 fields)

Pydantic Model · ClickHouse Schema

class OrderbookL(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    bids_json: String (JSON)
    asks_json: String (JSON)
    is_snapshot: UInt8
    sequence_id: String
    bids_price_0: Float64
    bids_size_0: Float64
    asks_price_0: Float64
    asks_size_0: Float64
    consumer_received: DateTime64(3)

Orderbook (L2)

Mon, Mar 2, 2026

2.2K+ rows24.6 MB4 exchanges

CSV

timestamp	exchange	symbol	best_bid	bid_size	best_ask	ask_size
2026-03-02 13:46:30.976	binance	ETHUSDT	1930.38	1.852	1930.39	136.559
2026-03-02 13:46:30.859	bitget	ADAUSDT	0.2707	5060	0.2708	142211
2026-03-02 13:46:30.485	okx	SOLUSDT	83.26	886.58	83.27	547.77
2026-03-02 13:46:30.419	binance	DOTUSDT	1.509	14362	1.51	10828.8
2026-03-02 13:46:30.277	bybit	AVAXUSDT	8.929	798.5	8.93	517.4

View full schema (12 fields)

Pydantic Model · ClickHouse Schema

class OrderbookL(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    bids_json: String (JSON)
    asks_json: String (JSON)
    is_snapshot: UInt8
    sequence_id: String
    bids_price_0: Float64
    bids_size_0: Float64
    asks_price_0: Float64
    asks_size_0: Float64
    consumer_received: DateTime64(3)

Need the full data feed?

Real-time WebSocket stream + full ClickHouse historical access.

Request Access

See the databefore you commit.

Trades

Trades

Trades

Trades

Klines (OHLCV)

Klines (OHLCV)

Klines (OHLCV)

Klines (OHLCV)

Tickers

Tickers

Tickers

Tickers

Orderbook (L2)

Orderbook (L2)

Orderbook (L2)

Orderbook (L2)

Need the full data feed?

See the data
before you commit.