diff --git a/packages/devkit/src/analysis/rolling_window.rs b/packages/devkit/src/analysis/rolling_window.rs
index 88244a1..85a685b 100644
--- a/packages/devkit/src/analysis/rolling_window.rs
+++ b/packages/devkit/src/analysis/rolling_window.rs
@@ -1,4 +1,47 @@
 /// Maintains a rolling window of fee observations.
+pub struct RollingWindow;
+
+impl RollingWindow {
+    /// Simple moving average over a slice of fees.
+    pub fn sma(fees: &[f64], window: usize) -> Vec<f64> {
+        if window == 0 || fees.len() < window {
+            return vec![];
+        }
+        fees.windows(window)
+            .map(|w| w.iter().sum::<f64>() / window as f64)
+            .collect()
+    }
+
+    /// Exponential moving average with configurable smoothing factor `alpha` (0 < alpha <= 1).
+    pub fn ema(fees: &[f64], alpha: f64) -> Vec<f64> {
+        if fees.is_empty() {
+            return vec![];
+        }
+        let mut result = Vec::with_capacity(fees.len());
+        let mut prev = fees[0];
+        result.push(prev);
+        for &fee in &fees[1..] {
+            prev = alpha * fee + (1.0 - alpha) * prev;
+            result.push(prev);
+        }
+        result
+    }
+
+    /// Weighted moving average — most recent values weighted highest.
+    pub fn wma(fees: &[f64], window: usize) -> Vec<f64> {
+        if window == 0 || fees.len() < window {
+            return vec![];
+        }
+        let denom = (window * (window + 1) / 2) as f64;
+        fees.windows(window)
+            .map(|w| {
+                w.iter()
+                    .enumerate()
+                    .map(|(i, &v)| v * (i + 1) as f64)
+                    .sum::<f64>()
+                    / denom
+            })
+            .collect()
 pub struct RollingWindow {
     window: usize,
     buf: std::collections::VecDeque<f64>,
diff --git a/packages/devkit/src/cli/benchmark.rs b/packages/devkit/src/cli/benchmark.rs
index 223ea5e..9756f1d 100644
--- a/packages/devkit/src/cli/benchmark.rs
+++ b/packages/devkit/src/cli/benchmark.rs
@@ -1,2 +1,27 @@
 /// Runs benchmarks against the fee tracker pipeline.
 pub struct Benchmark;
+
+impl Benchmark {
+    /// Runs SMA, EMA, and WMA on spike data and prints a comparison table.
+    pub fn compare_spike(fees: &[f64], window: usize, alpha: f64) {
+        use crate::analysis::rolling_window::RollingWindow;
+
+        let sma = RollingWindow::sma(fees, window);
+        let ema = RollingWindow::ema(fees, alpha);
+        let wma = RollingWindow::wma(fees, window);
+
+        println!("{:<6} {:>12} {:>12} {:>12}", "idx", "SMA", "EMA", "WMA");
+        let len = sma.len().min(ema.len()).min(wma.len());
+        // EMA starts from index 0; SMA/WMA start from index (window-1)
+        let offset = window - 1;
+        for i in 0..len {
+            println!(
+                "{:<6} {:>12.4} {:>12.4} {:>12.4}",
+                i + offset,
+                sma[i],
+                ema[i + offset],
+                wma[i]
+            );
+        }
+    }
+}
diff --git a/packages/devkit/tests/rolling_window.rs b/packages/devkit/tests/rolling_window.rs
new file mode 100644
index 0000000..46b2592
--- /dev/null
+++ b/packages/devkit/tests/rolling_window.rs
@@ -0,0 +1,86 @@
+use stellar_devkit::analysis::rolling_window::RollingWindow;
+
+// ── SMA ──────────────────────────────────────────────────────────────────────
+
+#[test]
+fn sma_basic() {
+    let fees = [1.0, 2.0, 3.0, 4.0, 5.0];
+    let result = RollingWindow::sma(&fees, 3);
+    assert_eq!(result.len(), 3);
+    assert!((result[0] - 2.0).abs() < 1e-9);
+    assert!((result[1] - 3.0).abs() < 1e-9);
+    assert!((result[2] - 4.0).abs() < 1e-9);
+}
+
+#[test]
+fn sma_window_equals_len() {
+    let fees = [10.0, 20.0, 30.0];
+    let result = RollingWindow::sma(&fees, 3);
+    assert_eq!(result.len(), 1);
+    assert!((result[0] - 20.0).abs() < 1e-9);
+}
+
+#[test]
+fn sma_window_larger_than_slice_returns_empty() {
+    assert!(RollingWindow::sma(&[1.0, 2.0], 5).is_empty());
+}
+
+// ── EMA ──────────────────────────────────────────────────────────────────────
+
+#[test]
+fn ema_length_matches_input() {
+    let fees = [1.0, 2.0, 3.0, 4.0, 5.0];
+    assert_eq!(RollingWindow::ema(&fees, 0.5).len(), fees.len());
+}
+
+#[test]
+fn ema_alpha_one_equals_input() {
+    let fees = [10.0, 20.0, 30.0];
+    let result = RollingWindow::ema(&fees, 1.0);
+    for (r, &f) in result.iter().zip(fees.iter()) {
+        assert!((r - f).abs() < 1e-9);
+    }
+}
+
+#[test]
+fn ema_known_sequence() {
+    // alpha=0.5, seed=10: 10, 0.5*20+0.5*10=15, 0.5*30+0.5*15=22.5
+    let fees = [10.0, 20.0, 30.0];
+    let result = RollingWindow::ema(&fees, 0.5);
+    assert!((result[0] - 10.0).abs() < 1e-9);
+    assert!((result[1] - 15.0).abs() < 1e-9);
+    assert!((result[2] - 22.5).abs() < 1e-9);
+}
+
+#[test]
+fn ema_empty_returns_empty() {
+    assert!(RollingWindow::ema(&[], 0.5).is_empty());
+}
+
+// ── WMA ──────────────────────────────────────────────────────────────────────
+
+#[test]
+fn wma_basic() {
+    // window=3: weights 1,2,3 / denom=6
+    // [1,2,3] -> (1+4+9)/6 = 14/6 ≈ 2.333
+    // [2,3,4] -> (2+6+12)/6 = 20/6 ≈ 3.333
+    let fees = [1.0, 2.0, 3.0, 4.0];
+    let result = RollingWindow::wma(&fees, 3);
+    assert_eq!(result.len(), 2);
+    assert!((result[0] - 14.0 / 6.0).abs() < 1e-9);
+    assert!((result[1] - 20.0 / 6.0).abs() < 1e-9);
+}
+
+#[test]
+fn wma_window_larger_than_slice_returns_empty() {
+    assert!(RollingWindow::wma(&[1.0, 2.0], 5).is_empty());
+}
+
+#[test]
+fn wma_most_recent_weighted_highest() {
+    // With a spike at the end, WMA should be higher than SMA
+    let fees = [100.0, 100.0, 1000.0];
+    let wma = RollingWindow::wma(&fees, 3);
+    let sma = RollingWindow::sma(&fees, 3);
+    assert!(wma[0] > sma[0]);
+}