all systems operationalarticle · 5 min read · updated · 2026-06-12

Import market data

Bring historical data into the workflow and avoid common data quality traps.

CATEGORYData and results
READ TIME5 min
UPDATED2026-06-12
dataimportquality

01 Use clean inputs

Backtests are only as credible as their input data. Confirm timestamps, missing bars, split adjustments, and symbol conventions before comparing results.

  • 1Use consistent timezone handling across files.
  • 2Avoid mixing adjusted and unadjusted data in one comparison.
  • 3Check for large gaps before running optimization.

02 When results look wrong

Most surprising backtest results come from a mismatch between expected data shape and actual data shape. Inspect a sample of raw rows before changing strategy logic.