Should I Use Options Aggregates or Quotes for Backtesting?
A decision table for choosing bars, quotes, trades, or snapshots in an options backtest.
Use options aggregates when the research question is price path, volatility, or bar-based movement. Use options quotes when the question is whether a fill was realistic at a specific timestamp. A serious options backtest often uses aggregates for path and quotes for execution validation.
Aggregates
Path
OHLC/VWAP bars summarize movement over intervals.
Quotes
Execution
Bid/ask rows show the market a strategy faced.
Trades
Activity
Prints explain executed flow but can be sparse.
The clean separation
Bars are convenient because they compress data. That convenience is useful for signal research, but it can hide spread and liquidity constraints.
Quotes are more demanding but more defensible for fill logic. If the strategy enters at a timestamp, the bid/ask market near that timestamp is the evidence that a fill was possible.
Which data object should a backtest use?
API example
Verify the answer with listed data
aggregate and quote pair
curl "https://api.cutemarkets.com/v1/options/aggs/O:SPY260515C00500000/1/day/2026-05-01/2026-05-15/" \
-H "Authorization: Bearer YOUR_API_KEY"
curl "https://api.cutemarkets.com/v1/options/quotes/O:SPY260515C00500000/?timestamp.gte=2026-05-15&limit=100" \
-H "Authorization: Bearer YOUR_API_KEY"Last verified
This Q&A page was last reviewed on April 28, 2026. Date-sensitive market calendars, provider docs, and listed contracts can change, so production workflows should verify the live source before trading or publishing an automated answer.
Related questions
Can I use aggregates only?
For rough path research, yes. For realistic execution testing, quotes are needed.
Do aggregates include bid/ask spread?
No. Aggregates summarize traded or bar data and do not replace quote-level spread checks.
When do trades matter?
Trades help validate activity and explain bars, but they are not always fresh enough for fill assumptions.
Related pages
Options Q&A hub
Browse exact-answer pages for expirations, OCC symbols, options data, and provider comparisons.
Options data API
Start from the main API surface for chains, contracts, quotes, trades, and snapshots.
Historical quotes API
Use bid/ask history for spread analysis and quote-aware fill checks.
Contract snapshot API
Inspect one contract with latest quote, latest trade, Greeks, IV, and day stats.