What a 100-share market order pays crossing the spread: July 8, 2026, regular session
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 2026-07-26, from Market Order vs Limit Order, Measured.
| ticker | spread_cents | half_spread_cost_100sh_usd | quote_updates_per_sec |
|---|---|---|---|
| SPY | 2 | 1 | 176.8 |
| IWM | 2 | 1 | 138.8 |
| AAPL | 3 | 1.5 | 53.6 |
| KO | 1 | 0.5 | 16.2 |
| CATO | 5 | 2.5 | 0 |
- Rows × columns
- 5 × 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 | 5 distinct values (AAPL, CATO, IWM…) | |
spread_cents |
number | 1 to 5 | |
half_spread_cost_100sh_usd |
number | 0.5 to 2.5 | US dollars |
quote_updates_per_sec |
number | 0 to 176.8 |
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) * 100, bid_price > 0 AND ask_price > bid_price), 1) AS spread_cents,
round(quantileExactIf(0.5)(toFloat64(ask_price - bid_price) * 50, bid_price > 0 AND ask_price > bid_price), 2) AS half_spread_cost_100sh_usd,
round(count() / 23400, 1) AS quote_updates_per_sec
FROM global_markets.cache_stocks_quotes
WHERE ticker IN ('SPY', 'IWM', 'AAPL', 'KO', 'CATO')
AND sip_timestamp >= '2026-07-08 04:00:00'
AND sip_timestamp < '2026-07-09 04:00:00'
AND toTimeZone(sip_timestamp, 'America/New_York') >= toDateTime('2026-07-08 09:30:00', 'America/New_York')
AND toTimeZone(sip_timestamp, 'America/New_York') < toDateTime('2026-07-08 16:00:00', 'America/New_York')
GROUP BY ticker
ORDER BY quote_updates_per_sec DESC
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 analysisMarket Order vs Limit Order, Measured
Displayed shares at the best ask: median size and how often it covered a 1,000-share order, July 8, 2026
ranking 5×4
→
Median quoted spread by session window: pre-market vs. regular vs. after-hours, July 8, 2026
ranking 3×4
→
SPY on a calm day vs. a fast day: session range, per-minute movement, and quoted spread
series 2×5
→
AAPL options vs. AAPL stock: median quoted spread, same regular session, July 8, 2026
scalar 1×5
→
How far SPY moved inside a single minute: average one-minute high-to-low range by time of day, July 8, 2026
scalar 1×4
→
Every AAPL print on June 17, 2026, grouped by trade size
ranking 6×4
→
See all 2,170 queries →