What a real fill costs: median quoted spread in bps of the midpoint, regular hours, recent completed sessions
Answered against 22 years of US equities and 12 years of US options data and published with the query that produced it. This result is stored as of 2026-08-22, from Paper Trading Before Real Money.
| ticker | typical_spread_bps | typical_spread_cents | quote_updates_m |
|---|---|---|---|
| SPY | 0.26 | 2 | 9.3 |
| NVDA | 0.89 | 2 | 7.6 |
| AAPL | 0.98 | 3 | 3.9 |
| MSFT | 1.8 | 9 | 1.4 |
| TSLA | 1.99 | 7 | 2.9 |
| F | 7.16 | 1 | 0.5 |
- Rows × columns
- 6 × 4
- Computed
- Completeness
- No missing values
- Source
- US exchange, SIP and OPRA market data
- Licence
- Strasmore terms · free, no signup
What each column holds
| Column | Type | Range | Notes |
|---|---|---|---|
ticker |
text | 6 distinct values (AAPL, F, MSFT…) | |
typical_spread_bps |
number | 0.26 to 7.16 | |
typical_spread_cents |
number | 1 to 9 | |
quote_updates_m |
number | 0.5 to 9.3 |
Computed from Strasmore's warehouse of US exchange, SIP and OPRA market data. Equity prices are delayed; options greeks and implied volatility are end-of-day. This result is stored, not recomputed on load — it is exactly the numbers that were returned on , and the query below is what returned them.
the exact SQL behind every number
SELECT ticker,
round(quantileExactIf(0.5)(toFloat64(ask_price - bid_price) / (toFloat64(ask_price + bid_price) / 2), bid_price > 0 AND ask_price > bid_price) * 10000, 2) AS typical_spread_bps,
round(quantileExactIf(0.5)(toFloat64(ask_price - bid_price), bid_price > 0 AND ask_price > bid_price) * 100, 1) AS typical_spread_cents,
round(count() / 1e6, 1) AS quote_updates_m
FROM global_markets.cache_stocks_quotes
WHERE ticker IN ('SPY', 'AAPL', 'MSFT', 'NVDA', 'TSLA', 'F')
AND sip_timestamp >= toDateTime(today() - 10)
AND sip_timestamp < toDateTime(today() - 3)
AND (toHour(sip_timestamp) * 60 + toMinute(sip_timestamp)) BETWEEN 810 AND 1199
GROUP BY ticker
ORDER BY typical_spread_bps
Run your own version of this
The same 22 years of US equities and 12 years of options data are queryable in SQL or plain English. A free account runs 100 queries a day and takes no card.
More from this analysisPaper Trading Before Real Money
One session shape: median quoted spread by half-hour bucket, Ford (F), recent completed sessions
series 13×3
→
Five years of sessions: share closing above the open, typical move, and the extremes (SPY, 2021-2025)
table 5×6
→
SPY options median spread by expiration date, near-the-money strikes only
ranking 25×4
→
AAPL trades by venue, latest session: off-exchange first
ranking 19×4
→
Typical quoted spread: six liquid names vs. two thin small caps, with the 100-share cost
ranking 8×4
→
One decade of S&P 500 daily returns compounded at eight fixed bet sizes: ending wealth and worst drawdown
ranking 8×3
→
See all 2,170 queries →