Volume-Weighted Average Price is not just a technical indicator — it is the benchmark that institutional traders use to evaluate whether they got a good fill.
VWAP is the average price weighted by volume. The calculation resets each session. Price above VWAP means buyers have been in control on average.
When price deviates more than a threshold percentage from VWAP, it tends to mean revert.
def vwap_strategy(df, threshold=0.3):
typical_price = (df['high'] + df['low'] + df['close']) / 3
vwap = (typical_price * df['volume']).cumsum() / df['volume'].cumsum()
deviation = (df['close'] - vwap) / vwap * 100
long_signal = (deviation < -threshold) & (deviation.shift() >= -threshold)
short_signal = (deviation > threshold) & (deviation.shift() <= threshold)
return long_signal, short_signal, vwap
VWAP works best on 1m and 5m charts for BTC-PERP and ETH-PERP during high-volume periods. Avoid VWAP strategies during low-volume weekends when the signal is noisy.
Q: Does VWAP work on 24/7 crypto markets like LMEX perpetuals?
Yes, with adjustments. Since LMEX trades around the clock, use a rolling VWAP that resets every 24 hours at a consistent time (e.g., 00:00 UTC) rather than waiting for a traditional market open. Some traders use a 24-hour rolling VWAP instead.
Q: What VWAP deviation threshold triggers a trade on crypto perpetuals?
A 0.3-0.5% deviation from VWAP is typical for BTC-PERP and ETH-PERP on 5m charts. For more volatile altcoin perpetuals, use a wider threshold of 0.5-1.0% to avoid noise.
Q: How do institutional traders use VWAP differently from retail traders?
Institutions use VWAP as an execution benchmark — they try to buy at or below VWAP. Retail traders use VWAP as a signal. When retail pushes price far from VWAP, institutions often trade back toward it, creating the mean reversion opportunity.
Q: Is VWAP reversion better on high-volume or low-volume periods?
High-volume periods give more reliable VWAP signals because the benchmark is calculated from more trades. During low-volume periods (weekends, off-hours), VWAP can be distorted by thin order books. LMEX's 24/7 operation means volume patterns differ from traditional exchanges.