
Cursor pagination for market data APIs: pull years of 1-minute OHLCV bars without gaps
How cursor pagination works on a market data API, with request math, a Python loop, and a gap check for multi-year pulls of 1-minute OHLCV bars.
12 posts on ohlcv bars from the SiftingIO market data blog, spanning real-time and historical coverage across stocks, forex, crypto, commodities, and on-chain venues.

How cursor pagination works on a market data API, with request math, a Python loop, and a gap check for multi-year pulls of 1-minute OHLCV bars.

How Quantitative Trading at Brown uses intraday US equities OHLCV bars from the SiftingIO API for student research on returns, volatility, and trading volume.

SiftingIO's commodities data API: real symbols (XAUUSD, XAGUSD, WTIUSD, XCUUSD, NATGAS), OHLCV history, live REST quotes, and WebSocket streaming.

1-minute OHLCV bars are the base timeframe. The exact rules for resampling minute bars into 5m, 15m, and 1h bars, with the alignment and gap traps to avoid.

Market data timestamps are UTC: epoch ms ticks, RFC 3339 bars, date-only filings. How to handle DST, weekend boundaries, and convert correctly in Python and JS.

Pull Brent (UKOUSD) and WTI (WTIUSD) crude oil prices from one API: historical OHLCV bars with cursor pagination, REST snapshots, and WebSocket streaming.

Pull historical OHLCV bars for gold, crude, and other commodities over REST, stream live prices over WebSocket, and handle the seam where they meet.

What an investor relations page needs from a market data API: delayed quotes, five-year OHLCV charts, self-updating XBRL financials, and a build checklist.

Build a live US stock price and chart page: backfill adjusted OHLCV history over REST, stream real-time ticks over WebSocket, and handle market sessions.

yfinance rate limited or throwing Too Many Requests? A call-for-call map to move daily history, intraday bars, and latest-price pulls to a keyed API in Python.

Ingest CPI and NFP releases from an economic calendar API: handle first prints vs revisions, normalize times to UTC, and tag the bar each event moved.

A currency conversion API returns one mid rate per minute. A forex market data API gives tick bid/ask and OHLCV bars. Here is how to pick before you build.