SPY volume on quarterly expiration Fridays, against the average ordinary Friday
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 Quadruple Witching vs Triple Witching.
| session_date | session_label | spy_volume_millions | vs_ordinary_friday_ratio |
|---|---|---|---|
| 2023-03-17 | Mar 2023 | 140.4 | 1.87 |
| 2023-06-16 | Jun 2023 | 114.2 | 1.52 |
| 2023-09-15 | Sep 2023 | 111.8 | 1.49 |
| 2023-12-15 | Dec 2023 | 141.6 | 1.89 |
| 2024-03-15 | Mar 2024 | 107.6 | 1.43 |
| 2024-06-21 | Jun 2024 | 63.4 | 0.84 |
| 2024-09-20 | Sep 2024 | 77.5 | 1.03 |
| 2024-12-20 | Dec 2024 | 124.7 | 1.66 |
| 2025-03-21 | Mar 2025 | 83.8 | 1.12 |
| 2025-06-20 | Jun 2025 | 94.1 | 1.25 |
| 2025-09-19 | Sep 2025 | 97.9 | 1.3 |
| 2025-12-19 | Dec 2025 | 103.5 | 1.38 |
| 2026-03-20 | Mar 2026 | 165.6 | 2.21 |
- Rows × columns
- 13 × 4
- Period covered
- to
- 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 |
|---|---|---|---|
session_date |
date | 2023-03-17 to 2026-03-20 | |
session_label |
text | 13 distinct values (Dec 2023, Dec 2024, Dec 2025…) | |
spy_volume_millions |
number | 63.4 to 165.6 | count |
vs_ordinary_friday_ratio |
number | 0.84 to 2.21 | ratio or rate |
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
WITH fridays AS
(
SELECT
date,
toFloat64(volume) AS vol,
(toMonth(date) IN (3, 6, 9, 12) AND toDayOfMonth(date) BETWEEN 15 AND 21) AS is_expiry
FROM global_markets.stocks_daily_aggs
WHERE ticker = 'SPY'
AND date >= '2023-01-01'
AND date < today()
AND toDayOfWeek(date) = 5
),
ordinary AS
(
SELECT avg(vol) AS avg_ordinary_friday
FROM fridays
WHERE is_expiry = 0
)
SELECT
toString(f.date) AS session_date,
formatDateTime(f.date, '%b %Y') AS session_label,
round(f.vol / 1e6, 1) AS spy_volume_millions,
round(f.vol / o.avg_ordinary_friday, 2) AS vs_ordinary_friday_ratio
FROM fridays AS f
CROSS JOIN ordinary AS o
WHERE f.is_expiry = 1
ORDER BY f.date
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