[{"data":1,"prerenderedAt":6136},["ShallowReactive",2],{"doc:rest/candles":3},{"slug":4,"filePath":5,"frontmatter":6,"rawMarkdown":9,"tree":10},"rest/candles","rest/candles.md",{"title":7,"description":8},"Candles","OHLCV candlestick data via the Kiyotaka Data API.","---\ntitle: Candles\ndescription: OHLCV candlestick data via the Kiyotaka Data API.\n---\n\n# Candles\n\n\u003CEndpointBar method=\"GET\" path=\"/v1/points\">\u003C/EndpointBar>\n\n## Required parameters\n\nAll candle requests must include:\n- `exchange` (at least one)\n- `from` and `period` (the time range)\n- One of: `coin`, `rawSymbol`, or `normalizedSymbol`\n\n## Side-Agnostic Candles\n\n\u003CTypeHeader type=\"TRADE_SIDE_AGNOSTIC_AGG\" meta=\"Weight: 1x | Max points: 100,000\">\u003C/TypeHeader>\n\nStandard OHLCV candlestick data with combined buy + sell volume. This is the most common candle type.\n\n### Response fields\n\n| Field | Type | Description |\n| --- | --- | --- |\n| `open` | double | Opening price |\n| `high` | double | Highest price in the interval |\n| `low` | double | Lowest price in the interval |\n| `close` | double | Closing price |\n| `volume` | double | Total traded volume (coin by default, USD with [transform](/docs/exchanges#transforms)) |\n| `timestamp` | Timestamp | Start of the candle interval |\n| `firstTimestamp` | Timestamp | Timestamp of the first trade in the interval |\n| `lastTimestamp` | Timestamp | Timestamp of the last trade in the interval |\n\n### Capabilities\n\n| Feature | Supported | Details |\n| --- | --- | --- |\n| USD denomination | Yes | `transform.normalize.quote=USD` converts volume to USD |\n| Multi-exchange aggregation | Yes | `transform.groupBy.type=GROUP_BY_TYPE_SUM` with `coin` param |\n| Gapfill | Yes | `gapfill=true` fills missing intervals using last close price. Gapfill is only supported on candle types. |\n\n\u003CCallout kind=\"warn\">\n\nWhen `transform.groupBy.type=GROUP_BY_TYPE_SUM` is used to aggregate across exchanges, only `volume` (and `firstTimestamp` / `lastTimestamp`) are populated. The `open`, `high`, `low`, and `close` fields are returned as `0` because they cannot be meaningfully summed across exchanges. Use single-exchange queries if you need OHLC.\n\n\u003C/Callout>\n\n### Examples\n\n### Single exchange\n\nFetches 6.25 days (`period=540000` seconds) of hourly candles for BTCUSDT on Binance Futures, starting from the given timestamp.\n\n\u003CCodeTabs>\n\n\u003CCodePanel lang=\"curl\">\n\u003Cpre>\u003Cspan class=\"s-f\">curl\u003C/span> \u003Cspan class=\"s-s\">\"https://api.kiyotaka.ai/v1/points\u003C/span>\n    \u003Cspan class=\"s-p\">?type\u003C/span>=\u003Cspan class=\"s-s\">TRADE_SIDE_AGNOSTIC_AGG\u003C/span>\n    \u003Cspan class=\"s-p\">&exchange\u003C/span>=\u003Cspan class=\"s-s\">BINANCE_FUTURES\u003C/span>\n    \u003Cspan class=\"s-p\">&rawSymbol\u003C/span>=\u003Cspan class=\"s-s\">BTCUSDT\u003C/span>\n    \u003Cspan class=\"s-p\">&interval\u003C/span>=\u003Cspan class=\"s-s\">HOUR\u003C/span>\n    \u003Cspan class=\"s-p\">&from\u003C/span>=\u003Cspan class=\"s-n\">1774800000\u003C/span>\n    \u003Cspan class=\"s-p\">&period\u003C/span>=\u003Cspan class=\"s-n\">540000\u003C/span>\u003Cspan class=\"s-s\">\"\u003C/span> \\\\\n  \u003Cspan class=\"s-k\">-H\u003C/span> \u003Cspan class=\"s-s\">\"X-Kiyotaka-Key: YOUR_API_KEY\"\u003C/span>\u003C/pre>\n\u003C/CodePanel>\n\n\u003CCodePanel lang=\"python\">\n\u003Cpre>\u003Cspan class=\"s-k\">import\u003C/span> \u003Cspan class=\"s-v\">requests\u003C/span>\n
\n\u003Cspan class=\"s-v\">response\u003C/span> = requests.\u003Cspan class=\"s-f\">get\u003C/span>(\n    \u003Cspan class=\"s-s\">\"https://api.kiyotaka.ai/v1/points?type=TRADE_SIDE_AGNOSTIC_AGG&exchange=BINANCE_FUTURES&rawSymbol=BTCUSDT&interval=HOUR&from=1774800000&period=540000 \"\u003C/span>,\n    headers={\u003Cspan class=\"s-s\">\"X-Kiyotaka-Key\"\u003C/span>: \u003Cspan class=\"s-s\">\"YOUR_API_KEY\"\u003C/span>}\n)\n\u003Cspan class=\"s-v\">data\u003C/span> = response.\u003Cspan class=\"s-f\">json\u003C/span>()\u003C/pre>\n\u003C/CodePanel>\n\n\u003CCodePanel lang=\"javascript\">\n\u003Cpre>\u003Cspan class=\"s-k\">const\u003C/span> \u003Cspan class=\"s-v\">response\u003C/span> = \u003Cspan class=\"s-k\">await\u003C/span> \u003Cspan class=\"s-f\">fetch\u003C/span>(\n  \u003Cspan class=\"s-s\">\"https://api.kiyotaka.ai/v1/points?type=TRADE_SIDE_AGNOSTIC_AGG&exchange=BINANCE_FUTURES&rawSymbol=BTCUSDT&interval=HOUR&from=1774800000&period=540000 \"\u003C/span>,\n  { headers: { \u003Cspan class=\"s-s\">\"X-Kiyotaka-Key\"\u003C/span>: \u003Cspan class=\"s-s\">\"YOUR_API_KEY\"\u003C/span> } }\n)\n\u003Cspan class=\"s-k\">const\u003C/span> \u003Cspan class=\"s-v\">data\u003C/span> = \u003Cspan class=\"s-k\">await\u003C/span> response.\u003Cspan class=\"s-f\">json\u003C/span>()\u003C/pre>\n\u003C/CodePanel>\n\n\u003C/CodeTabs>\n\n### Aggregated across exchanges (USD volume)\n\nAggregates 1 hour of hourly BTC candle data across Binance Futures, Bybit, and OKX into a single series. Volume is converted to USD so values are comparable across exchanges.\n\n\u003CCodeTabs>\n\n\u003CCodePanel lang=\"curl\">\n\u003Cpre>\u003Cspan class=\"s-f\">curl\u003C/span> \u003Cspan class=\"s-s\">\"https://api.kiyotaka.ai/v1/points\u003C/span>\n    \u003Cspan class=\"s-p\">?type\u003C/span>=\u003Cspan class=\"s-s\">TRADE_SIDE_AGNOSTIC_AGG\u003C/span>\n    \u003Cspan class=\"s-p\">&exchange\u003C/span>=\u003Cspan class=\"s-s\">BINANCE_FUTURES\u003C/span>\n    \u003Cspan class=\"s-p\">&exchange\u003C/span>=\u003Cspan class=\"s-s\">BYBIT\u003C/span>\n    \u003Cspan class=\"s-p\">&exchange\u003C/span>=\u003Cspan class=\"s-s\">OKEX_SWAP\u003C/span>\n    \u003Cspan class=\"s-p\">&coin\u003C/span>=\u003Cspan class=\"s-s\">BTC\u003C/span>\n    \u003Cspan class=\"s-p\">&interval\u003C/span>=\u003Cspan class=\"s-s\">HOUR\u003C/span>\n    \u003Cspan class=\"s-p\">&from\u003C/span>=\u003Cspan class=\"s-n\">1774800000\u003C/span>\n    \u003Cspan class=\"s-p\">&period\u003C/span>=\u003Cspan class=\"s-n\">3600\u003C/span>\n    \u003Cspan class=\"s-p\">&transform.groupBy.type\u003C/span>=\u003Cspan class=\"s-s\">GROUP_BY_TYPE_SUM\u003C/span>\n    \u003Cspan class=\"s-p\">&transform.normalize.quote\u003C/span>=\u003Cspan class=\"s-s\">USD\u003C/span>\u003Cspan class=\"s-s\">\"\u003C/span> \\\\\n  \u003Cspan class=\"s-k\">-H\u003C/span> \u003Cspan class=\"s-s\">\"X-Kiyotaka-Key: YOUR_API_KEY\"\u003C/span>\u003C/pre>\n\u003C/CodePanel>\n\n\u003CCodePanel lang=\"python\">\n\u003Cpre>\u003Cspan class=\"s-k\">import\u003C/span> \u003Cspan class=\"s-v\">requests\u003C/span>\n
\n\u003Cspan class=\"s-v\">response\u003C/span> = requests.\u003Cspan class=\"s-f\">get\u003C/span>(\n    \u003Cspan class=\"s-s\">\"https://api.kiyotaka.ai/v1/points?type=TRADE_SIDE_AGNOSTIC_AGG&exchange=BINANCE_FUTURES&exchange=BYBIT&exchange=OKEX_SWAP&coin=BTC&interval=HOUR&from=1774800000&period=3600&transform.groupBy.type=GROUP_BY_TYPE_SUM&transform.normalize.quote=USD \"\u003C/span>,\n    headers={\u003Cspan class=\"s-s\">\"X-Kiyotaka-Key\"\u003C/span>: \u003Cspan class=\"s-s\">\"YOUR_API_KEY\"\u003C/span>}\n)\n\u003Cspan class=\"s-v\">data\u003C/span> = response.\u003Cspan class=\"s-f\">json\u003C/span>()\u003C/pre>\n\u003C/CodePanel>\n\n\u003CCodePanel lang=\"javascript\">\n\u003Cpre>\u003Cspan class=\"s-k\">const\u003C/span> \u003Cspan class=\"s-v\">response\u003C/span> = \u003Cspan class=\"s-k\">await\u003C/span> \u003Cspan class=\"s-f\">fetch\u003C/span>(\n  \u003Cspan class=\"s-s\">\"https://api.kiyotaka.ai/v1/points?type=TRADE_SIDE_AGNOSTIC_AGG&exchange=BINANCE_FUTURES&exchange=BYBIT&exchange=OKEX_SWAP&coin=BTC&interval=HOUR&from=1774800000&period=3600&transform.groupBy.type=GROUP_BY_TYPE_SUM&transform.normalize.quote=USD \"\u003C/span>,\n  { headers: { \u003Cspan class=\"s-s\">\"X-Kiyotaka-Key\"\u003C/span>: \u003Cspan class=\"s-s\">\"YOUR_API_KEY\"\u003C/span> } }\n)\n\u003Cspan class=\"s-k\">const\u003C/span> \u003Cspan class=\"s-v\">data\u003C/span> = \u003Cspan class=\"s-k\">await\u003C/span> response.\u003Cspan class=\"s-f\">json\u003C/span>()\u003C/pre>\n\u003C/CodePanel>\n\n\u003C/CodeTabs>\n\n### Response\n\n\u003CCodeBlock lang=\"JSON\">\n\u003Cpre>{\n  \u003Cspan class=\"s-p\">\"series\"\u003C/span>: [\n    {\n      \u003Cspan class=\"s-p\">\"id\"\u003C/span>: {\n        \u003Cspan class=\"s-p\">\"type\"\u003C/span>: \u003Cspan class=\"s-s\">\"TRADE_SIDE_AGNOSTIC_AGG\"\u003C/span>,\n        \u003Cspan class=\"s-p\">\"exchange\"\u003C/span>: \u003Cspan class=\"s-s\">\"BINANCE_FUTURES\"\u003C/span>,\n        \u003Cspan class=\"s-p\">\"rawSymbol\"\u003C/span>: \u003Cspan class=\"s-s\">\"BTCUSDT\"\u003C/span>,\n        \u003Cspan class=\"s-p\">\"normalizedSymbol\"\u003C/span>: \u003Cspan class=\"s-s\">\"BTC-USDT\"\u003C/span>,\n        \u003Cspan class=\"s-p\">\"category\"\u003C/span>: \u003Cspan class=\"s-s\">\"PERPETUAL\"\u003C/span>,\n        \u003Cspan class=\"s-p\">\"interval\"\u003C/span>: \u003Cspan class=\"s-s\">\"HOUR\"\u003C/span>,\n        \u003Cspan class=\"s-p\">\"coin\"\u003C/span>: \u003Cspan class=\"s-s\">\"BTC\"\u003C/span>\n      },\n      \u003Cspan class=\"s-p\">\"points\"\u003C/span>: [\n        {\n          \u003Cspan class=\"s-p\">\"Point\"\u003C/span>: {\n            \u003Cspan class=\"s-p\">\"open\"\u003C/span>: \u003Cspan class=\"s-n\">66499.9\u003C/span>,\n            \u003Cspan class=\"s-p\">\"high\"\u003C/span>: \u003Cspan class=\"s-n\">66639.0\u003C/span>,\n            \u003Cspan class=\"s-p\">\"low\"\u003C/span>: \u003Cspan class=\"s-n\">66400.0\u003C/span>,\n            \u003Cspan class=\"s-p\">\"close\"\u003C/span>: \u003Cspan class=\"s-n\">66467.8\u003C/span>,\n            \u003Cspan class=\"s-p\">\"volume\"\u003C/span>: \u003Cspan class=\"s-n\">2852.8330000000055\u003C/span>,\n            \u003Cspan class=\"s-p\">\"timestamp\"\u003C/span>: { \u003Cspan class=\"s-p\">\"s\"\u003C/span>: \u003Cspan class=\"s-n\">1774800000\u003C/span> },\n            \u003Cspan class=\"s-p\">\"firstTimestamp\"\u003C/span>: { \u003Cspan class=\"s-p\">\"s\"\u003C/span>: \u003Cspan class=\"s-n\">1774800003\u003C/span>, \u003Cspan class=\"s-p\">\"ns\"\u003C/span>: \u003Cspan class=\"s-n\">234000000\u003C/span> },\n            \u003Cspan class=\"s-p\">\"lastTimestamp\"\u003C/span>: { \u003Cspan class=\"s-p\">\"s\"\u003C/span>: \u003Cspan class=\"s-n\">1774803599\u003C/span>, \u003Cspan class=\"s-p\">\"ns\"\u003C/span>: \u003Cspan class=\"s-n\">649000000\u003C/span> }\n          }\n        }\n      ]\n    }\n  ]\n}\u003C/pre>\n\u003C/CodeBlock>\n\n---\n\n## Per-Side Candles\n\n\u003CTypeHeader type=\"TRADE_AGG\" meta=\"Weight: 1x | Max points: 100,000\">\u003C/TypeHeader>\n\nCandle data split by trade side. Returns separate series for buy and sell trades, giving you buy volume and sell volume independently.\n\n### Response fields\n\n| Field | Type | Description |\n| --- | --- | --- |\n| `open` | double | Opening price |\n| `high` | double | Highest price in the interval |\n| `low` | double | Lowest price in the interval |\n| `close` | double | Closing price |\n| `volume` | double | Volume for this side (coin by default, USD with transform) |\n| `timestamp` | Timestamp | Start of the candle interval |\n| `firstTimestamp` | Timestamp | Timestamp of the first trade in the interval |\n| `lastTimestamp` | Timestamp | Timestamp of the last trade in the interval |\n\nThe series identifier includes a `side` field (`BUY` or `SELL`).\n\n### Capabilities\n\n| Feature | Supported | Details |\n| --- | --- | --- |\n| USD denomination | Yes | `transform.normalize.quote=USD` |\n| Multi-exchange aggregation | Yes | `transform.groupBy.type=GROUP_BY_TYPE_SUM` with `coin` param |\n| Gapfill | Yes | `gapfill=true` fills missing intervals. Gapfill is only supported on candle types. |\n\n\u003CCallout kind=\"warn\">\n\nWhen `transform.groupBy.type=GROUP_BY_TYPE_SUM` is used to aggregate across exchanges, only `volume` (and `firstTimestamp` / `lastTimestamp`) are populated. The `open`, `high`, `low`, and `close` fields are returned as `0` because they cannot be meaningfully summed across exchanges. Use single-exchange queries if you need per-side OHLC.\n\n\u003C/Callout>\n\n### Example\n\nFetches 1 hour of hourly per-side candles for BTCUSDT on Binance Futures. The response contains two series -- one with `\"side\": \"BUY\"` and one with `\"side\": \"SELL\"` -- each with their own OHLCV data.\n\n\u003CCodeTabs>\n\n\u003CCodePanel lang=\"curl\">\n\u003Cpre>\u003Cspan class=\"s-f\">curl\u003C/span> \u003Cspan class=\"s-s\">\"https://api.kiyotaka.ai/v1/points\u003C/span>\n    \u003Cspan class=\"s-p\">?type\u003C/span>=\u003Cspan class=\"s-s\">TRADE_AGG\u003C/span>\n    \u003Cspan class=\"s-p\">&exchange\u003C/span>=\u003Cspan class=\"s-s\">BINANCE_FUTURES\u003C/span>\n    \u003Cspan class=\"s-p\">&rawSymbol\u003C/span>=\u003Cspan class=\"s-s\">BTCUSDT\u003C/span>\n    \u003Cspan class=\"s-p\">&interval\u003C/span>=\u003Cspan class=\"s-s\">HOUR\u003C/span>\n    \u003Cspan class=\"s-p\">&from\u003C/span>=\u003Cspan class=\"s-n\">1774800000\u003C/span>\n    \u003Cspan class=\"s-p\">&period\u003C/span>=\u003Cspan class=\"s-n\">3600\u003C/span>\u003Cspan class=\"s-s\">\"\u003C/span> \\\\\n  \u003Cspan class=\"s-k\">-H\u003C/span> \u003Cspan class=\"s-s\">\"X-Kiyotaka-Key: YOUR_API_KEY\"\u003C/span>\u003C/pre>\n\u003C/CodePanel>\n\n\u003CCodePanel lang=\"python\">\n\u003Cpre>\u003Cspan class=\"s-k\">import\u003C/span> \u003Cspan class=\"s-v\">requests\u003C/span>\n
\n\u003Cspan class=\"s-v\">response\u003C/span> = requests.\u003Cspan class=\"s-f\">get\u003C/span>(\n    \u003Cspan class=\"s-s\">\"https://api.kiyotaka.ai/v1/points?type=TRADE_AGG&exchange=BINANCE_FUTURES&rawSymbol=BTCUSDT&interval=HOUR&from=1774800000&period=3600 \"\u003C/span>,\n    headers={\u003Cspan class=\"s-s\">\"X-Kiyotaka-Key\"\u003C/span>: \u003Cspan class=\"s-s\">\"YOUR_API_KEY\"\u003C/span>}\n)\n\u003Cspan class=\"s-v\">data\u003C/span> = response.\u003Cspan class=\"s-f\">json\u003C/span>()\u003C/pre>\n\u003C/CodePanel>\n\n\u003CCodePanel lang=\"javascript\">\n\u003Cpre>\u003Cspan class=\"s-k\">const\u003C/span> \u003Cspan class=\"s-v\">response\u003C/span> = \u003Cspan class=\"s-k\">await\u003C/span> \u003Cspan class=\"s-f\">fetch\u003C/span>(\n  \u003Cspan class=\"s-s\">\"https://api.kiyotaka.ai/v1/points?type=TRADE_AGG&exchange=BINANCE_FUTURES&rawSymbol=BTCUSDT&interval=HOUR&from=1774800000&period=3600 \"\u003C/span>,\n  { headers: { \u003Cspan class=\"s-s\">\"X-Kiyotaka-Key\"\u003C/span>: \u003Cspan class=\"s-s\">\"YOUR_API_KEY\"\u003C/span> } }\n)\n\u003Cspan class=\"s-k\">const\u003C/span> \u003Cspan class=\"s-v\">data\u003C/span> = \u003Cspan class=\"s-k\">await\u003C/span> response.\u003Cspan class=\"s-f\">json\u003C/span>()\u003C/pre>\n\u003C/CodePanel>\n\n\u003C/CodeTabs>",{"type":11,"children":12,"data":6130,"position":6132},"root",[13,16,38,39,58,59,74,75,233,234,251,252,270,271,286,287,305,307,858,859,874,876,1150,1151,1342,1343,1359,1360,1376,1377,1409,1410,2292,2293,2308,2309,2322,2323,3287,3288,3303,3304,4188,4189,4198,4199,4215,4216,4232,4233,4246,4247,4262,4263,4748,4749,4816,4817,4831,4832,5083,5084,5254,5255,5270,5271,5321,5322],{"type":14,"value":15},"text","\n",{"type":17,"tagName":18,"properties":19,"children":20,"position":35},"element","p",{},[21],{"type":17,"tagName":22,"properties":23,"children":26,"position":27},"endpointbar",{"method":24,"path":25},"GET","/v1/points",[],{"start":28,"end":32},{"line":29,"column":30,"offset":31},3,1,11,{"line":29,"column":33,"offset":34},59,69,{"start":36,"end":37},{"line":29,"column":30,"offset":31},{"line":29,"column":33,"offset":34},{"type":14,"value":15},{"type":17,"tagName":40,"properties":41,"children":43,"position":54},"h2",{"id":42},"required-parameters",[44],{"type":14,"value":45,"position":46},"Required parameters",{"start":47,"end":51},{"line":48,"column":49,"offset":50},5,4,74,{"line":48,"column":52,"offset":53},23,93,{"start":55,"end":57},{"line":48,"column":30,"offset":56},71,{"line":48,"column":52,"offset":53},{"type":14,"value":15},{"type":17,"tagName":18,"properties":60,"children":61,"position":71},{},[62],{"type":14,"value":63,"position":64},"All candle requests must include:",{"start":65,"end":68},{"line":66,"column":30,"offset":67},7,95,{"line":66,"column":69,"offset":70},34,128,{"start":72,"end":73},{"line":66,"column":30,"offset":67},{"line":66,"column":69,"offset":70},{"type":14,"value":15},{"type":17,"tagName":76,"properties":77,"children":78,"position":230},"ul",{},[79,80,111,112,160,161,229],{"type":14,"value":15},{"type":17,"tagName":81,"properties":82,"children":83,"position":107},"li",{},[84,100],{"type":17,"tagName":85,"properties":86,"children":87,"position":97},"code",{},[88],{"type":14,"value":89,"position":90},"exchange",{"start":91,"end":94},{"line":92,"column":29,"offset":93},8,131,{"line":92,"column":95,"offset":96},13,141,{"start":98,"end":99},{"line":92,"column":29,"offset":93},{"line":92,"column":95,"offset":96},{"type":14,"value":101,"position":102}," (at least one)",{"start":103,"end":104},{"line":92,"column":95,"offset":96},{"line":92,"column":105,"offset":106},28,156,{"start":108,"end":110},{"line":92,"column":30,"offset":109},129,{"line":92,"column":105,"offset":106},{"type":14,"value":15},{"type":17,"tagName":81,"properties":113,"children":114,"position":156},{},[115,129,136,149],{"type":17,"tagName":85,"properties":116,"children":117,"position":126},{},[118],{"type":14,"value":119,"position":120},"from",{"start":121,"end":124},{"line":122,"column":29,"offset":123},9,159,{"line":122,"column":122,"offset":125},165,{"start":127,"end":128},{"line":122,"column":29,"offset":123},{"line":122,"column":122,"offset":125},{"type":14,"value":130,"position":131}," and 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