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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

Thu, Mar 19, 2026

LATEST
4 datasets188.6K+ rows total77.2 MB

Trades

131.9K+ rows28.0 MB4 exchanges
CSV
timestampexchangesymbolpriceamountside
2026-03-19 16:57:10.695okxETHUSDT2115.451.31buy
2026-03-19 16:57:10.640okxXRPUSDT1.4280.22buy
2026-03-19 16:57:10.512binanceBTCUSDT694540.008sell
2026-03-19 16:57:10.510okxXRPUSDT1.4280.01buy
2026-03-19 16:57:10.504binanceSOLUSDT87.661.71buy
View full schema (9 fields)
Data 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)

13.2K+ rows3.6 MB4 exchanges
CSV
timestampexchangesymbolopenhighlowclosevolume
2026-03-19 16:57:00.000okxXRPUSDT1.42671.4281.42671.42834.58
2026-03-19 16:57:00.000okxXRPUSDT1.42671.4281.42671.427933.92
2026-03-19 16:57:00.000okxXRPUSDT1.42671.42791.42671.427932.34
2026-03-19 16:57:00.000okxSOLUSDT87.5987.6887.5987.65579.48
2026-03-19 16:57:00.000okxSOLUSDT87.5987.6887.5987.67344.46
View full schema (14 fields)
Data 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

42.4K+ rows18.2 MB4 exchanges
CSV
timestampexchangesymbollast_pricebidaskvolume_24h
2026-03-19 16:57:13.765bybitBTCUSDT69432.369431.869431.997393.92
2026-03-19 16:57:13.703bybitXRPUSDT1.42791.42781.4279278275680.4
2026-03-19 16:57:13.698bybitETHUSDT2114.592114.552114.561985582.3
2026-03-19 16:57:13.677bybitDOGEUSDT0.09240.092390.09242289598508
2026-03-19 16:57:13.665bybitBTCUSDT69432.369431.869431.997393.92
View full schema (20 fields)
Data 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)

1.1K+ rows27.3 MB4 exchanges
CSV
timestampexchangesymbolbest_bidbid_sizebest_askask_size
2026-03-19 16:57:08.007bybitLINKUSDT8.93827.42026-03-19 16:57:08.115
2026-03-19 16:57:07.815bitgetAVAXUSDT9.38264.62026-03-19 16:57:08.074
2026-03-19 16:57:07.603okxDOGEUSDT0.09244282.572026-03-19 16:57:07.718
2026-03-19 16:57:07.499okxXRPUSDT1.42824.582026-03-19 16:57:07.683
2026-03-19 16:57:07.327bitgetBTCUSDT69460.98.44862026-03-19 16:57:07.503
View full schema (14 fields)
Data Model · ClickHouse Schema
class OrderbookL(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    bid_prices: Array(Float64)
    bid_sizes: Array(Float64)
    ask_prices: Array(Float64)
    ask_sizes: Array(Float64)
    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)

Wed, Mar 4, 2026

4 datasets72.1K+ rows total32.7 MB

Trades

50.0K+ rows5.3 MB4 exchanges
CSV
timestampexchangesymbolpriceamountside
2026-03-04 13:46:28.248okxETHUSDT2064.140.04sell
2026-03-04 13:46:28.164okxETHUSDT2064.140.1sell
2026-03-04 13:46:28.143bitgetBTCUSDT71407.20.0001sell
2026-03-04 13:46:28.136okxETHUSDT2064.140.03sell
2026-03-04 13:46:28.088bitgetBTCUSDT71407.30.0169buy
View full schema (9 fields)
Data 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)

15.0K+ rows2.0 MB4 exchanges
CSV
timestampexchangesymbolopenhighlowclosevolume
2026-03-04 13:46:00.000okxXRPUSDT1.3991.3991.39821.398355.09
2026-03-04 13:46:00.000okxXRPUSDT1.3991.3991.39821.3987176.21
2026-03-04 13:46:00.000okxXRPUSDT1.3991.3991.39821.3987176.19
2026-03-04 13:46:00.000okxXRPUSDT1.3991.3991.39821.3988175.14
2026-03-04 13:46:00.000okxXRPUSDT1.3991.3991.39821.3988172.77
View full schema (14 fields)
Data 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

5.0K+ rows1.1 MB4 exchanges
CSV
timestampexchangesymbollast_pricebidaskvolume_24h
2026-03-04 13:46:28.578bybitADAUSDT0.27080.27080.2709501828607
2026-03-04 13:46:28.488okxXRPUSDT1.39871.39871.39882288062.1
2026-03-04 13:46:28.485okxSOLUSDT89.7889.7889.7918125917.2
2026-03-04 13:46:28.291bybitBTCUSDT71413.771413.771413.8135332.194
2026-03-04 13:46:28.288bybitETHUSDT2064.112064.112064.122333531.61
View full schema (20 fields)
Data 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)

2.1K+ rows24.3 MB4 exchanges
CSV
timestampexchangesymbolbest_bidbid_sizebest_askask_size
2026-03-04 13:46:28.435binanceDOGEUSDT0.093031687992026-03-04 13:46:28.545
2026-03-04 13:46:28.205bybitDOGEUSDT0.093031630242026-03-04 13:46:28.334
2026-03-04 13:46:28.141binanceSOLUSDT89.79717.222026-03-04 13:46:28.258
2026-03-04 13:46:28.001okxLINKUSDT9.143696.12026-03-04 13:46:28.167
2026-03-04 13:46:27.947okxDOTUSDT1.52133182026-03-04 13:46:28.070
View full schema (14 fields)
Data Model · ClickHouse Schema
class OrderbookL(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    bid_prices: Array(Float64)
    bid_sizes: Array(Float64)
    ask_prices: Array(Float64)
    ask_sizes: Array(Float64)
    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)

Tue, Mar 3, 2026

4 datasets72.2K+ rows total33.8 MB

Trades

50.0K+ rows5.4 MB4 exchanges
CSV
timestampexchangesymbolpriceamountside
2026-03-03 13:46:28.994binanceBTCUSDT667600.01sell
2026-03-03 13:46:28.993bybitBTCUSDT66755.40.033sell
2026-03-03 13:46:28.992binanceBTCUSDT667600.18sell
2026-03-03 13:46:28.992binanceBTCUSDT667600.039sell
2026-03-03 13:46:28.980bybitBTCUSDT66755.50.005buy
View full schema (9 fields)
Data 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)

15.0K+ rows1.8 MB4 exchanges
CSV
timestampexchangesymbolopenhighlowclosevolume
2026-03-03 13:46:00.000okxXRPUSDT1.34471.34561.34471.3455537.71
2026-03-03 13:46:00.000okxXRPUSDT1.34471.34611.34391.34391625.87
2026-03-03 13:46:00.000okxXRPUSDT1.34471.34611.34391.34391625.87
2026-03-03 13:46:00.000okxXRPUSDT1.34471.34611.34411.34411618.67
2026-03-03 13:46:00.000okxXRPUSDT1.34471.34611.34411.34411618.58
View full schema (14 fields)
Data 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

5.0K+ rows1.1 MB4 exchanges
CSV
timestampexchangesymbollast_pricebidaskvolume_24h
2026-03-03 13:46:29.992bybitBTCUSDT66760.566760.466760.5127589.518
2026-03-03 13:46:29.988bybitETHUSDT1947.91947.91947.912258300.34
2026-03-03 13:46:29.978bybitDOGEUSDT0.089780.089770.089782438614846
2026-03-03 13:46:29.959binanceAVAXUSDT8.9568.9558.95618901183
2026-03-03 13:46:29.944okxBNBUSDT623.7623.7623.818119234
View full schema (20 fields)
Data 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)

2.2K+ rows25.6 MB4 exchanges
CSV
timestampexchangesymbolbest_bidbid_sizebest_askask_size
2026-03-03 13:46:29.995binanceDOGEUSDT0.08976149592026-03-03 13:46:30.101
2026-03-03 13:46:29.736bitgetXRPUSDT1.346358372026-03-03 13:46:29.901
2026-03-03 13:46:29.461bitgetBNBUSDT623.850.032026-03-03 13:46:29.584
2026-03-03 13:46:29.386bybitDOTUSDT1.489297.82026-03-03 13:46:29.547
2026-03-03 13:46:29.246okxDOGEUSDT0.08977210.022026-03-03 13:46:29.384
View full schema (14 fields)
Data Model · ClickHouse Schema
class OrderbookL(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    bid_prices: Array(Float64)
    bid_sizes: Array(Float64)
    ask_prices: Array(Float64)
    ask_sizes: Array(Float64)
    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)

Mon, Mar 2, 2026

4 datasets72.2K+ rows total32.8 MB

Trades

50.0K+ rows5.3 MB4 exchanges
CSV
timestampexchangesymbolpriceamountside
2026-03-02 13:46:29.993binanceBNBUSDT6220.06buy
2026-03-02 13:46:29.984okxADAUSDT0.27070.1buy
2026-03-02 13:46:29.983bybitSOLUSDT83.260.1buy
2026-03-02 13:46:29.983bybitSOLUSDT83.260.1buy
2026-03-02 13:46:29.981okxAVAXUSDT8.9270.1buy
View full schema (9 fields)
Data 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)

15.0K+ rows1.8 MB4 exchanges
CSV
timestampexchangesymbolopenhighlowclosevolume
2026-03-02 13:46:00.000okxXRPUSDT1.34121.34131.34111.341180.29
2026-03-02 13:46:00.000okxXRPUSDT1.34121.34131.33971.3412521.26
2026-03-02 13:46:00.000okxXRPUSDT1.34121.34131.33971.3412521.26
2026-03-02 13:46:00.000okxXRPUSDT1.34121.34131.33971.3412521.01
2026-03-02 13:46:00.000okxXRPUSDT1.34121.34131.33971.3412520.05
View full schema (14 fields)
Data 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

5.0K+ rows1.1 MB4 exchanges
CSV
timestampexchangesymbollast_pricebidaskvolume_24h
2026-03-02 13:46:30.991okxDOGEUSDT0.091150.091140.091154594298.81
2026-03-02 13:46:30.991bybitBTCUSDT65596.665595.865595.988749.096
2026-03-02 13:46:30.988bybitETHUSDT1930.081930.051930.061740730.93
2026-03-02 13:46:30.986bybitXRPUSDT1.3411.34091.341322374418.2
2026-03-02 13:46:30.977bybitDOTUSDT1.50941.50911.509229699584.6
View full schema (20 fields)
Data 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)

2.2K+ rows24.6 MB4 exchanges
CSV
timestampexchangesymbolbest_bidbid_sizebest_askask_size
2026-03-02 13:46:30.976binanceETHUSDT1930.39136.5592026-03-02 13:46:31.101
2026-03-02 13:46:30.859bitgetADAUSDT0.27081422112026-03-02 13:46:31.119
2026-03-02 13:46:30.485okxSOLUSDT83.27547.772026-03-02 13:46:30.625
2026-03-02 13:46:30.419binanceDOTUSDT1.5110828.82026-03-02 13:46:30.487
2026-03-02 13:46:30.277bybitAVAXUSDT8.93517.42026-03-02 13:46:30.387
View full schema (14 fields)
Data Model · ClickHouse Schema
class OrderbookL(BaseModel):
    timestamp: DateTime64(3)
    exchange: String
    symbol: String
    bid_prices: Array(Float64)
    bid_sizes: Array(Float64)
    ask_prices: Array(Float64)
    ask_sizes: Array(Float64)
    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)

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© 2026 QalyptoProduction snapshots · No client-side data fetching