diff --git a/CHANGELOG.md b/CHANGELOG.md
index f8bd4638b..ab7031184 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -75,6 +75,9 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/).
 - Introduced a ref-counted `ImageMetadata` object (`ImageMetadata::Ptr`) attached to `Image` and `ImageFormatReader::metadata`. DPI, text entries, and raw binary chunks are all accessed through the metadata object only when requested via `Options`.
 - Lossless roundtrip tests for all formats (BMP, PNG, WebP, TGA, TIFF, PPM, GIF) now verify pixel-perfect fidelity after write→read; animated roundtrip tests for GIF, WebP, and PNG verify per-frame pixel integrity.
 
+### Audio GUI (`yup_audio_gui`)
+
+- `SpectrogramComponent` now keeps its waterfall history on the GPU: a precompiled `.ysl` shader bundle (embedded in `yup_SpectrogramComponentShader.inc`, built with the `yup_shader_bundler` host tool) drives a single fullscreen-triangle `GpuRenderPass` (see `GpuPipeline`) that scrolls the previous frame down by the pending rows and writes the new rows with the color map applied entirely on the GPU, uploading only the raw magnitudes as a uniform buffer - no per-paint CPU pixel upload, no GPU texture creation, and no 2D canvas flush (if the bundle cannot be compiled no waterfall is rendered). Pending FFT rows are always consumed (applied or dropped) so the update queue can never accumulate. The log-frequency → FFT-bin mapping is precomputed once per configuration instead of recomputed with pow/log per row, and the frequency grid (lines + labels) is cached in an offscreen canvas and only re-rendered when the frequency range or size changes. The component now requires a GPU render context (the CPU `Image` fallback was removed). The component's per-frame `refreshDisplay` hook processes pending FFT rows, and the history is presented at a fractional vertical offset that advances at the FFT row rate, so the waterfall scrolls smoothly between rows instead of jumping a row per update; the offset is clamped to a single row so bursts of FFT rows can never push the waterfall off-screen. The scroll speed is adjustable via the new `setScrollSpeed()` multiplier (1.0 = realtime, 0.0 = paused).
 
 ### Shading
 
diff --git a/examples/graphics/source/examples/SpectrumAnalyzer.h b/examples/graphics/source/examples/SpectrumAnalyzer.h
index 56932c585..b8d29ca98 100644
--- a/examples/graphics/source/examples/SpectrumAnalyzer.h
+++ b/examples/graphics/source/examples/SpectrumAnalyzer.h
@@ -26,6 +26,7 @@
 #include <yup_audio_basics/yup_audio_basics.h>
 
 #include <array>
+#include <atomic>
 #include <cmath>
 #include <vector>
 
@@ -376,8 +377,7 @@ class SignalGenerator
 
     float generatePinkNoise()
     {
-        // Paul Kellett's refined method for pink noise
-        float white = yup::Random::getSystemRandom().nextFloat() * 2.0f - 1.0f;
+        float white = generateWhiteNoise();
 
         pinkFilters[0] = 0.99886f * pinkFilters[0] + white * 0.0555179f;
         pinkFilters[1] = 0.99332f * pinkFilters[1] + white * 0.0750759f;
@@ -394,10 +394,12 @@ class SignalGenerator
 
     float generateBrownNoise()
     {
-        float white = yup::Random::getSystemRandom().nextFloat() * 2.0f - 1.0f;
-        brownState = (brownState + (0.02f * white)) / 1.02f;
-        brownState *= 3.5f; // Scale up
-        return brownState;
+        float white = generateWhiteNoise();
+
+        brownState = (brownState + 0.02f * white) / 1.02f;
+
+        float output = brownState * 3.5f;
+        return yup::jlimit (output, -1.0f, 1.0f);
     }
 
     void updatePhaseIncrement()
@@ -445,6 +447,99 @@ class SignalGenerator
     int pendingReadPosition = 0;
 };
 
+//==============================================================================
+// Plays a decoded audio file (e.g. the bundled mp3) through the demo, resampled
+// to the device rate and looped. The whole file is decoded to mono floats on
+// load so playback is a simple indexed read on the audio thread.
+class AudioFilePlayer
+{
+public:
+    bool load (yup::AudioFormatManager& formatManager, const yup::File& file)
+    {
+        auto newReader = formatManager.createReaderFor (file);
+        if (newReader == nullptr)
+            return false;
+
+        const double newSampleRate = newReader->sampleRate > 0 ? newReader->sampleRate : 44100.0;
+        const int numChannels = yup::jmax (1, newReader->numChannels);
+        const auto numFrames = newReader->lengthInSamples;
+        if (numFrames <= 0)
+            return false;
+
+        // Decode the whole file into an AudioBuffer, then downmix to mono
+        // floats so playback is an indexed read.
+        yup::AudioBuffer<float> decoded (numChannels, static_cast<int> (numFrames));
+        if (! newReader->read (&decoded, 0, static_cast<int> (numFrames), 0, true, numChannels > 1))
+            return false;
+
+        std::vector<float> mono (static_cast<std::size_t> (numFrames), 0.0f);
+        const float gain = 1.0f / static_cast<float> (numChannels);
+        for (int ch = 0; ch < numChannels; ++ch)
+        {
+            const auto* channelData = decoded.getReadPointer (ch);
+            for (std::size_t i = 0; i < mono.size(); ++i)
+                mono[i] += channelData[i] * gain;
+        }
+
+        reader = std::move (newReader);
+        samples = std::move (mono);
+        sourceSampleRate = newSampleRate;
+        position = 0.0;
+        return true;
+    }
+
+    bool isLoaded() const noexcept { return ! samples.empty(); }
+
+    void setAmplitude (float value) { gain = value; }
+
+    void setTargetSampleRate (double newRate) noexcept
+    {
+        targetSampleRate = newRate > 0 ? newRate : 44100.0;
+    }
+
+    void renderNextBlock (float* output, int numSamples) noexcept
+    {
+        if (output == nullptr || numSamples <= 0)
+            return;
+
+        if (samples.empty())
+        {
+            for (int i = 0; i < numSamples; ++i)
+                output[i] = 0.0f;
+            return;
+        }
+
+        const std::size_t length = samples.size();
+        const double ratio = sourceSampleRate / targetSampleRate;
+
+        if (position >= static_cast<double> (length))
+            position = std::fmod (position, static_cast<double> (length));
+
+        const float gainToApply = gain.load();
+        for (int i = 0; i < numSamples; ++i)
+        {
+            // Linear interpolation between adjacent source samples, wrapping at
+            // the end of the file to loop playback.
+            const std::size_t i0 = static_cast<std::size_t> (position) % length;
+            const std::size_t i1 = (i0 + 1) % length;
+            const float s0 = samples[i0];
+            const float s1 = samples[i1];
+            const float frac = static_cast<float> (position - static_cast<double> (static_cast<std::size_t> (position)));
+            output[i] = (s0 + frac * (s1 - s0)) * gainToApply;
+
+            position += ratio;
+        }
+    }
+
+private:
+    std::unique_ptr<yup::AudioFormatReader> reader;
+    std::vector<float> samples;
+    double sourceSampleRate = 44100.0;
+    double targetSampleRate = 44100.0;
+    double position = 0.0;
+    std::atomic<float> gain = 1.0f;
+};
+
 //==============================================================================
 
 class SpectrumAnalyzerDemo
@@ -463,8 +558,9 @@ class SpectrumAnalyzerDemo
     SpectrumAnalyzerDemo()
         : Component ("SpectrumAnalyzerDemo")
         , analyzerComponent (analyzerState)
-        , spectrogramComponent (analyzerState)
+        , spectrogramComponent (spectrogramState)
     {
+        loadAudioFile(); // Pre-decode the bundled mp3 before the audio device starts
         setupUI();
         setupAudio();
     }
@@ -560,7 +656,10 @@ class SpectrumAnalyzerDemo
         if (monoOutputBuffer.size() < static_cast<std::size_t> (numSamples))
             monoOutputBuffer.resize (static_cast<std::size_t> (numSamples), 0.0f);
 
-        signalGenerator.renderNextBlock (monoOutputBuffer.data(), numSamples);
+        if (useAudioFile.load() && filePlayer.isLoaded())
+            filePlayer.renderNextBlock (monoOutputBuffer.data(), numSamples);
+        else
+            signalGenerator.renderNextBlock (monoOutputBuffer.data(), numSamples);
 
         for (int sample = 0; sample < numSamples; ++sample)
         {
@@ -570,8 +669,10 @@ class SpectrumAnalyzerDemo
             for (int channel = 0; channel < numOutputChannels; ++channel)
                 outputChannelData[channel][sample] = audioSample;
 
-            // Feed to spectrum analyzer
+            // Feed to both spectrum displays (each owns its own analysis state
+            // so they do not compete for the same FIFO and starve each other)
             analyzerState.pushSample (audioSample);
+            spectrogramState.pushSample (audioSample);
         }
     }
 
@@ -589,10 +690,14 @@ class SpectrumAnalyzerDemo
             signalGenerator.setAmplitude (currentAmplitude);
             signalGenerator.setSweepParameters (20.0, 22000.0, sweepDurationSeconds);
             monoOutputBuffer.assign (static_cast<std::size_t> (maxBlockSize), 0.0f);
+
+            // Match the file player's resampler to the device rate.
+            filePlayer.setTargetSampleRate (sampleRate);
         }
 
-        // Configure spectrum analyzer
+        // Configure spectrum displays
         analyzerComponent.setSampleRate (sampleRate);
+        spectrogramComponent.setSampleRate (sampleRate);
     }
 
     void audioDeviceStopped() override
@@ -622,6 +727,7 @@ class SpectrumAnalyzerDemo
         signalTypeCombo->addItem ("White Noise", 7);
         signalTypeCombo->addItem ("Pink Noise", 8);
         signalTypeCombo->addItem ("Brown Noise", 9);
+        signalTypeCombo->addItem ("Audio File", 10);
         signalTypeCombo->setSelectedId (3);
         signalTypeCombo->onSelectedItemChanged = [this]
         {
@@ -651,9 +757,10 @@ class SpectrumAnalyzerDemo
         amplitudeSlider->onValueChanged = [this] (double value)
         {
             currentAmplitude = (float) value;
-            updateSignalGenerator ([value] (SignalGenerator& generator)
+            updateSignalGenerator ([value, this] (SignalGenerator& generator)
             {
                 generator.setAmplitude ((float) value);
+                filePlayer.setAmplitude ((float) value);
             });
         };
         addAndMakeVisible (*amplitudeSlider);
@@ -745,6 +852,7 @@ class SpectrumAnalyzerDemo
         overlapSlider->onValueChanged = [this] (double value)
         {
             analyzerComponent.setOverlapFactor ((float) value);
+            spectrogramComponent.setOverlapFactor ((float) value);
         };
         addAndMakeVisible (*overlapSlider);
 
@@ -818,7 +926,6 @@ class SpectrumAnalyzerDemo
         spectrogramComponent.setWindowType (yup::WindowType::hann);
         spectrogramComponent.setFrequencyRange (20.0f, 22000.0f);
         spectrogramComponent.setDecibelRange (-100.0f, 10.0f);
-        spectrogramComponent.setUpdateRate (25);
         spectrogramComponent.setSampleRate (44100.0);
         spectrogramComponent.setOverlapFactor (0.75f);
         spectrogramComponent.setColorMap (yup::SpectrogramColorMap::Type::heatmap);
@@ -933,6 +1040,23 @@ class SpectrumAnalyzerDemo
         fftInfoLabel->setBounds (fftStatus);
     }
 
+    // Decodes the bundled mp3 into the file player so it is ready (and
+    // immutable) before the audio device starts rendering.
+    void loadAudioFile()
+    {
+        formatManager.registerDefaultFormats();
+
+        auto dataDir = yup::File (__FILE__)
+                           .getParentDirectory()
+                           .getParentDirectory()
+                           .getParentDirectory()
+                           .getChildFile ("data");
+
+        auto audioFile = dataDir.getChildFile ("break_boomblastic_92bpm.mp3");
+        if (audioFile.existsAsFile())
+            filePlayer.load (formatManager, audioFile);
+    }
+
     void updateSignalType()
     {
         SignalGenerator::SignalType signalType = SignalGenerator::SignalType::singleTone;
@@ -974,6 +1098,11 @@ class SpectrumAnalyzerDemo
                 break;
         }
 
+        // The "Audio File" source plays the pre-decoded mp3 through the file
+        // player instead of the signal generator (loaded in the constructor, so
+        // it is immutable while the audio callback reads it).
+        useAudioFile = (signalTypeCombo->getSelectedId() == 10);
+
         updateSignalGenerator ([signalType, sweepPlaybackMode] (SignalGenerator& generator)
         {
             generator.setSignalType (signalType);
@@ -990,8 +1119,9 @@ class SpectrumAnalyzerDemo
         int selectedId = fftSizeCombo->getSelectedId();
         currentFFTSize = 64 << (selectedId - 1); // 64, 128, 256, ..., 16384
 
-        // Update the analyzer component (which will update the state)
+        // Update both displays (each owns its own state)
         analyzerComponent.setFFTSize (currentFFTSize);
+        spectrogramComponent.setFFTSize (currentFFTSize);
     }
 
     void updateWindowType()
@@ -1036,6 +1166,7 @@ class SpectrumAnalyzerDemo
         }
 
         analyzerComponent.setWindowType (windowType);
+        spectrogramComponent.setWindowType (windowType);
     }
 
     void updateDisplayType()
@@ -1136,9 +1267,16 @@ class SpectrumAnalyzerDemo
     yup::AudioDeviceManager deviceManager;
     SignalGenerator signalGenerator;
 
-    // Spectrum analyzer
+    // Optional audio-file playback (the bundled mp3)
+    yup::AudioFormatManager formatManager;
+    AudioFilePlayer filePlayer;
+    std::atomic<bool> useAudioFile { false };
+
+    // Spectrum displays (each with its own analysis state - sharing one FIFO
+    // between two consumers would starve the spectrogram)
     yup::SpectrumAnalyzerState analyzerState;
     yup::SpectrumAnalyzerComponent analyzerComponent;
+    yup::SpectrumAnalyzerState spectrogramState;
     yup::SpectrogramComponent spectrogramComponent;
 
     // UI components
diff --git a/modules/yup_audio_gui/displays/yup_SpectrogramComponent.cpp b/modules/yup_audio_gui/displays/yup_SpectrogramComponent.cpp
index 48d249d2c..43fd41dce 100644
--- a/modules/yup_audio_gui/displays/yup_SpectrogramComponent.cpp
+++ b/modules/yup_audio_gui/displays/yup_SpectrogramComponent.cpp
@@ -22,6 +22,53 @@
 namespace yup
 {
 
+namespace
+{
+
+//==============================================================================
+/*
+
+// The waterfall shader is precompiled into a .ysl bundle embedded in
+// yup_SpectrogramComponentShader.inc (do not edit by hand). Regenerate it after
+// changing yup_SpectrogramComponentShader.vert / .frag with:
+
+    build/mac/_host_tools/shader_bundler/yup_shader_bundler \
+       --vert  modules/yup_audio_gui/displays/yup_SpectrogramComponentShader.vert \
+       --frag  modules/yup_audio_gui/displays/yup_SpectrogramComponentShader.frag \
+       --output /tmp/yup_SpectrogramComponentShader.ysl \
+       --target-langs glsl,essl,hlsl,msl,wgsl
+
+// then embed the bundle bytes into the .inc (keep the two-line comment header):
+
+   xxd -i /tmp/yup_SpectrogramComponentShader.ysl \
+       | sed -e '1d' -e '/^};/d' -e '/_len =/d' -e '/^[[:space:]]*$/d' \
+       > /tmp/yup_SpectrogramComponentShader.inc.body
+   { echo '// Generated shader bundle (yup_SpectrogramComponentShader.ysl) - do not edit by hand.'; \
+     echo '// Regenerate with the command at the top of yup_SpectrogramComponent.cpp.'; \
+     cat /tmp/yup_SpectrogramComponentShader.inc.body; } \
+       > modules/yup_audio_gui/displays/yup_SpectrogramComponentShader.inc
+
+*/
+
+// Embedded precompiled shader bundle (.ysl), consumed by ShaderBundle::loadFromData().
+constexpr uint8_t kSpectrogramShaderBundle[] = {
+#include "yup_SpectrogramComponentShader.inc"
+};
+
+// Uniforms for the waterfall shader (std140: eight floats).
+struct WaterfallParams
+{
+    float numRows;
+    float width; // Waterfall texture width in texels
+    float height;
+    float bins; // Number of magnitude bins per row
+    float pad0;
+    float pad1;
+    float pad2;
+    float pad3;
+};
+} // namespace
+
 //==============================================================================
 // SpectrogramColorMap
 //==============================================================================
@@ -158,13 +205,14 @@ SpectrogramComponent::SpectrogramComponent (SpectrumAnalyzerState& state)
 
     initializeFFTBuffers();
     generateWindow();
+    updateFrequencyMapping();
 
-    startTimerHz (25); // 25 FPS updates
+    rowDataCache.resize (defaultSpectrogramMagnitudes, 0.0f);
+    lutDataCache.resize (defaultColorLutSize, 0u);
 }
 
 SpectrogramComponent::~SpectrogramComponent()
 {
-    stopTimer();
 }
 
 //==============================================================================
@@ -179,23 +227,111 @@ void SpectrogramComponent::initializeFFTBuffers()
     magnitudeBuffer.resize (static_cast<size_t> (numBins), 0.0f);
 }
 
-void SpectrogramComponent::ensureImageSize()
+//==============================================================================
+void SpectrogramComponent::applyPendingRows()
 {
-    const int currentWidth = spectrogramImage.isValid() ? spectrogramImage.getWidth() : 0;
-    const int currentHeight = spectrogramImage.isValid() ? spectrogramImage.getHeight() : 0;
+    if (pendingRows.empty())
+        return;
+
+    if (waterfallPipeline == nullptr || gpuTargets[0] == nullptr || gpuTargets[1] == nullptr)
+    {
+        pendingRows.clear();
+        return;
+    }
 
-    if (currentWidth != spectrogramWidth || currentHeight != numHistoryFrames)
+    const int numRows = static_cast<int> (pendingRows.size());
+    const int maxShaderRows = jmax (1, static_cast<int> (rowDataCache.size()) / spectrogramWidth);
+    const int appliedRows = jmin (numRows, maxShaderRows);
+
+    auto& previous = gpuTargets[pingPongIndex];
+    auto& current = gpuTargets[pingPongIndex ^ 1];
+
+    const WaterfallParams params { static_cast<float> (appliedRows),
+                                   static_cast<float> (spectrogramWidth * 2), // render width
+                                   static_cast<float> (numHistoryFrames),
+                                   static_cast<float> (spectrogramWidth), // bins
+                                   0.0f,
+                                   0.0f,
+                                   0.0f,
+                                   0.0f };
+
+    for (int row = 0; row < appliedRows; ++row)
+    {
+        const auto& magnitudes = pendingRows[static_cast<size_t> (row)];
+        std::copy (magnitudes.begin(),
+                   magnitudes.begin() + spectrogramWidth,
+                   rowDataCache.begin() + static_cast<std::ptrdiff_t> (row) * spectrogramWidth);
+    }
+
+    if (lutNeedsRefresh)
+    {
+        const auto colorTable = colorMap.getColorTable();
+        std::copy (colorTable.begin(),
+                   colorTable.begin() + static_cast<std::ptrdiff_t> (jmin (colorTable.size(), lutDataCache.size())),
+                   lutDataCache.begin());
+        lutNeedsRefresh = false;
+    }
+
+    auto frame = GpuFrame::begin (gpuDevice);
+    if (frame.isValid())
     {
-        spectrogramImage = Image (spectrogramWidth, numHistoryFrames, PixelFormat::RGBA);
-        spectrogramImage.fill (0xFF0a0a0a);
+        auto pass = current->beginRenderPass (frame, { false, GpuColor::transparentBlack() });
+        if (pass.isValid())
+        {
+            pass.setPipeline (waterfallPipeline);
+            pass.setTexture (0, 0, previous->asTexture());
+            pass.setUniformBuffer (0, 2, &params, sizeof (params));
+            pass.setUniformBuffer (0, 3, rowDataCache.data(), rowDataCache.size() * sizeof (float));
+            pass.setUniformBuffer (0, 4, lutDataCache.data(), lutDataCache.size() * sizeof (uint32));
+
+            if (pass.draw (3) && pass.finish() && frame.submit())
+            {
+                displayTexture = current->asTexture();
+
+                pingPongIndex ^= 1;
+                scrollOffset -= static_cast<float> (appliedRows);
+            }
+        }
     }
+
+    pendingRows.erase (pendingRows.begin(), pendingRows.begin() + appliedRows);
 }
 
-//==============================================================================
-void SpectrogramComponent::timerCallback()
+void SpectrogramComponent::advanceScroll()
+{
+    const auto now = Time::getMillisecondCounter();
+    const float elapsedSeconds = lastPaintTimeMs == 0 ? 0.0f : static_cast<float> (now - lastPaintTimeMs) / 1000.0f;
+    lastPaintTimeMs = now;
+
+    const float rowRate = getRowRate();
+    const float advance = rowRate > 0.0f ? rowRate * scrollSpeedMultiplier * jlimit (0.0f, 0.25f, elapsedSeconds) : 0.0f;
+    scrollOffset = jlimit (-1.0f, 0.0f, scrollOffset + advance);
+}
+
+void SpectrogramComponent::setScrollSpeed (float scrollSpeedMultiplier)
+{
+    this->scrollSpeedMultiplier = jmax (0.0f, scrollSpeedMultiplier);
+}
+
+void SpectrogramComponent::refreshDisplay (double lastFrameTimeSeconds)
 {
     if (! isShowing())
+    {
+        analyzerState.reset();
         return;
+    }
+
+    // If the analysis fell behind the audio (e.g. slow frames), skip the stale
+    // rows so the display keeps tracking the most recent audio instead of the
+    // latency accumulating over time.
+    const int numReady = analyzerState.getNumAvailableSamples();
+    const int hopSize = analyzerState.getHopSize();
+    if (hopSize > 0 && numReady > fftSize)
+    {
+        const int skipRows = (numReady - fftSize) / hopSize;
+        for (int i = 0; i < skipRows && analyzerState.isFFTDataReady(); ++i)
+            analyzerState.getFFTData (fftInputBuffer.data());
+    }
 
     bool hasNewData = false;
     int fftCount = 0;
@@ -205,14 +341,26 @@ void SpectrogramComponent::timerCallback()
     while (analyzerState.isFFTDataReady() && fftCount < maxFFTsPerFrame)
     {
         processFFT();
+
+        pendingRows.push_back (displayMagnitudes);
+
         hasNewData = true;
         ++fftCount;
     }
 
+    // Defensive bound: never let the pending queue grow unboundedly if paint()
+    // is ever throttled - keep only the newest rows.
+    if (pendingRows.size() > 16)
+        pendingRows.erase (pendingRows.begin(), pendingRows.begin() + static_cast<std::ptrdiff_t> (pendingRows.size() - 16));
+
     if (hasNewData)
-        updateSpectrogramImage();
+        repaint();
+}
 
-    repaint();
+float SpectrogramComponent::getRowRate() const noexcept
+{
+    const int hopSize = analyzerState.getHopSize();
+    return hopSize > 0 ? static_cast<float> (sampleRate) / static_cast<float> (hopSize) : 0.0f;
 }
 
 void SpectrogramComponent::processFFT()
@@ -227,8 +375,7 @@ void SpectrogramComponent::processFFT()
     }
 
     // Apply window function
-    for (int i = 0; i < fftSize; ++i)
-        fftInputBuffer[static_cast<size_t> (i)] *= windowBuffer[static_cast<size_t> (i)];
+    FloatVectorOperations::multiply (fftInputBuffer.data(), windowBuffer.data(), fftInputBuffer.data(), fftSize);
 
     // Perform FFT
     fftProcessor->performRealFFTForward (fftInputBuffer.data(), fftOutputBuffer.data());
@@ -243,53 +390,19 @@ void SpectrogramComponent::processFFT()
         magnitudeBuffer[static_cast<size_t> (binIndex)] = std::sqrt (real * real + imag * imag) * windowGain;
     }
 
-    // Map FFT bins to display bins using logarithmic frequency scaling
-    const int numDisplayBins = spectrogramWidth;
-
-    for (int i = 0; i < numDisplayBins; ++i)
+    // Map FFT bins to display bins using the precomputed logarithmic mapping.
+    for (int i = 0; i < spectrogramWidth; ++i)
     {
-        const float proportion = static_cast<float> (i) / static_cast<float> (numDisplayBins - 1);
-        const float logFreq = logMinFrequency + proportion * (logMaxFrequency - logMinFrequency);
-        const float centerFreq = std::pow (10.0f, logFreq);
-
-        float freqRangeStart, freqRangeEnd;
-
-        if (i == 0)
-        {
-            freqRangeStart = minFrequency;
-            const float nextLogFreq = logMinFrequency + (static_cast<float> (i + 1) / static_cast<float> (numDisplayBins - 1)) * (logMaxFrequency - logMinFrequency);
-            const float nextFreq = std::pow (10.0f, nextLogFreq);
-            freqRangeEnd = (centerFreq + nextFreq) * 0.5f;
-        }
-        else if (i == numDisplayBins - 1)
-        {
-            const float prevLogFreq = logMinFrequency + (static_cast<float> (i - 1) / static_cast<float> (numDisplayBins - 1)) * (logMaxFrequency - logMinFrequency);
-            const float prevFreq = std::pow (10.0f, prevLogFreq);
-            freqRangeStart = (prevFreq + centerFreq) * 0.5f;
-            freqRangeEnd = maxFrequency;
-        }
-        else
-        {
-            const float prevLogFreq = logMinFrequency + (static_cast<float> (i - 1) / static_cast<float> (numDisplayBins - 1)) * (logMaxFrequency - logMinFrequency);
-            const float nextLogFreq = logMinFrequency + (static_cast<float> (i + 1) / static_cast<float> (numDisplayBins - 1)) * (logMaxFrequency - logMinFrequency);
-            const float prevFreq = std::pow (10.0f, prevLogFreq);
-            const float nextFreq = std::pow (10.0f, nextLogFreq);
-            freqRangeStart = (prevFreq + centerFreq) * 0.5f;
-            freqRangeEnd = (centerFreq + nextFreq) * 0.5f;
-        }
-
-        const float startBin = (freqRangeStart * static_cast<float> (fftSize)) / static_cast<float> (sampleRate);
-        const float endBin = (freqRangeEnd * static_cast<float> (fftSize)) / static_cast<float> (sampleRate);
-        const float binSpan = endBin - startBin;
+        const auto& mapping = displayBinMapping[static_cast<size_t> (i)];
+        const float binSpan = mapping.endBin - mapping.startBin;
 
         float magnitude = 0.0f;
 
         if (binSpan <= 1.5f)
         {
-            const float exactBin = (centerFreq * static_cast<float> (fftSize)) / static_cast<float> (sampleRate);
-            const int bin1 = jlimit (0, numBins - 1, static_cast<int> (exactBin));
+            const int bin1 = jlimit (0, numBins - 1, static_cast<int> (mapping.exactBin));
             const int bin2 = jlimit (0, numBins - 1, bin1 + 1);
-            const float fraction = exactBin - static_cast<float> (bin1);
+            const float fraction = mapping.exactBin - static_cast<float> (bin1);
 
             const float mag1 = magnitudeBuffer[static_cast<size_t> (bin1)];
             const float mag2 = magnitudeBuffer[static_cast<size_t> (bin2)];
@@ -297,8 +410,8 @@ void SpectrogramComponent::processFFT()
         }
         else
         {
-            const int binStart = jlimit (0, numBins - 1, static_cast<int> (startBin));
-            const int binEnd = jlimit (0, numBins - 1, static_cast<int> (endBin + 0.5f));
+            const int binStart = jlimit (0, numBins - 1, static_cast<int> (mapping.startBin));
+            const int binEnd = jlimit (0, numBins - 1, static_cast<int> (mapping.endBin + 0.5f));
 
             for (int binIndex = binStart; binIndex <= binEnd; ++binIndex)
                 magnitude = jmax (magnitude, magnitudeBuffer[static_cast<size_t> (binIndex)]);
@@ -318,46 +431,124 @@ void SpectrogramComponent::processFFT()
     }
 }
 
-void SpectrogramComponent::updateSpectrogramImage()
+void SpectrogramComponent::updateFrequencyMapping()
 {
-    ensureImageSize();
+    displayBinMapping.resize (static_cast<size_t> (spectrogramWidth));
 
-    scrollSpectrogram();
-    writeMagnitudeRow();
+    const int numDisplayBins = spectrogramWidth;
+    const float invLastBin = 1.0f / static_cast<float> (numDisplayBins - 1);
+
+    for (int i = 0; i < numDisplayBins; ++i)
+    {
+        const float proportion = static_cast<float> (i) * invLastBin;
+        const float logFreq = logMinFrequency + proportion * (logMaxFrequency - logMinFrequency);
+        const float centerFreq = std::pow (10.0f, logFreq);
+
+        const float prevProportion = static_cast<float> (i - 1) * invLastBin;
+        const float nextProportion = static_cast<float> (i + 1) * invLastBin;
+
+        float freqRangeStart, freqRangeEnd;
+
+        if (i == 0)
+        {
+            freqRangeStart = minFrequency;
+            freqRangeEnd = (centerFreq + std::pow (10.0f, logMinFrequency + nextProportion * (logMaxFrequency - logMinFrequency))) * 0.5f;
+        }
+        else if (i == numDisplayBins - 1)
+        {
+            freqRangeStart = (std::pow (10.0f, logMinFrequency + prevProportion * (logMaxFrequency - logMinFrequency)) + centerFreq) * 0.5f;
+            freqRangeEnd = maxFrequency;
+        }
+        else
+        {
+            freqRangeStart = (std::pow (10.0f, logMinFrequency + prevProportion * (logMaxFrequency - logMinFrequency)) + centerFreq) * 0.5f;
+            freqRangeEnd = (centerFreq + std::pow (10.0f, logMinFrequency + nextProportion * (logMaxFrequency - logMinFrequency))) * 0.5f;
+        }
 
-    // Invalidate so the GPU texture is recreated from updated pixel data
-    spectrogramImage.invalidateTexture();
+        auto& mapping = displayBinMapping[static_cast<size_t> (i)];
+        mapping.startBin = (freqRangeStart * static_cast<float> (fftSize)) / static_cast<float> (sampleRate);
+        mapping.endBin = (freqRangeEnd * static_cast<float> (fftSize)) / static_cast<float> (sampleRate);
+        mapping.exactBin = (centerFreq * static_cast<float> (fftSize)) / static_cast<float> (sampleRate);
+    }
 }
 
-void SpectrogramComponent::scrollSpectrogram()
+bool SpectrogramComponent::ensureGpuTargets (GraphicsContext& context)
 {
-    auto raw = spectrogramImage.getRawData();
-    const int width = spectrogramImage.getWidth();
-    const int height = spectrogramImage.getHeight();
-    const int stride = spectrogramImage.getPixelStride();
-    const int rowBytes = width * stride;
+    if (gpuTargets[0] != nullptr && gpuTargets[1] != nullptr)
+        return true;
+
+    if (! context.isGpuAvailable())
+        return false;
+
+    gpuDevice = context.getGpuDevice();
+    if (gpuDevice == nullptr)
+        return false;
+
+    // The waterfall texture is rendered at a higher horizontal resolution than
+    // the bin count and interpolated in the shader for a smooth (antialiased)
+    // frequency axis.
+    const int renderWidth = spectrogramWidth * 2;
+
+    const auto backgroundColor = Color (0xFF0a0a0a);
+
+    gpuTargets[0] = GpuTarget::create (gpuDevice, renderWidth, numHistoryFrames);
+    gpuTargets[1] = GpuTarget::create (gpuDevice, renderWidth, numHistoryFrames);
 
-    // Shift all rows down by one (row 0 stays at top, row height-1 falls off)
-    if (height > 1)
+    if (gpuTargets[0] == nullptr || gpuTargets[1] == nullptr)
     {
-        std::memmove (
-            raw.data() + rowBytes,
-            raw.data(),
-            static_cast<size_t> ((height - 1)) * static_cast<size_t> (rowBytes));
+        gpuTargets[0] = nullptr;
+        gpuTargets[1] = nullptr;
+        return false;
     }
+
+    const GpuRenderOptions clearOptions { true, backgroundColor };
+    for (auto& target : gpuTargets)
+    {
+        auto frame = GpuFrame::begin (gpuDevice);
+        if (frame.isValid())
+        {
+            auto pass = target->beginRenderPass (frame, clearOptions);
+            pass.finish();
+            frame.submit();
+        }
+    }
+
+    ensureWaterfallPipeline();
+
+    pingPongIndex = 0;
+    displayTexture = gpuTargets[0]->asTexture();
+
+    scrollOffset = 0.0f;
+    lastPaintTimeMs = 0;
+
+    return true;
 }
 
-void SpectrogramComponent::writeMagnitudeRow()
+void SpectrogramComponent::ensureWaterfallPipeline()
 {
-    auto& bitmap = spectrogramImage.getPixelData();
-    const int width = spectrogramImage.getWidth();
+    if (waterfallPipeline != nullptr || gpuDevice == nullptr)
+        return;
 
-    for (int x = 0; x < width; ++x)
+    auto loaded = ShaderBundle::loadFromData (kSpectrogramShaderBundle, sizeof (kSpectrogramShaderBundle));
+    if (loaded.failed())
     {
-        const float magnitude = displayMagnitudes[static_cast<size_t> (x)];
-        const uint32 color = colorMap.map (magnitude);
-        bitmap.setPixel (x, 0, color);
+        YUP_DBG ("Failed to load precompiled waterfall shader bundle: " << loaded.getErrorMessage());
+
+        jassertfalse; // Waterfall shader bundle failed to load - no waterfall will be rendered.
+        return;
     }
+
+    GpuPipelineOptions options;
+    options.colorTargetCount = 1;
+    options.colorTargets[0].format = GpuTextureFormat::rgba8unorm;
+    options.colorTargets[0].blendEnabled = false;
+
+    auto result = GpuPipeline::compileFromBundle (gpuDevice, loaded.getReference(), options);
+
+    if (result.wasOk())
+        waterfallPipeline = result.getValue();
+    else
+        jassertfalse; // Waterfall shader failed to compile - no waterfall will be rendered.
 }
 
 void SpectrogramComponent::generateWindow()
@@ -374,18 +565,31 @@ void SpectrogramComponent::generateWindow()
 //==============================================================================
 void SpectrogramComponent::paint (Graphics& g)
 {
+    // Lazily move to the GPU path on the first paint that has a live context.
+    if (gpuTargets[0] == nullptr && g.getGraphicsContext().isGpuAvailable())
+        ensureGpuTargets (g.getGraphicsContext());
+
+    // Apply any FFT rows queued since the last timer tick.
+    applyPendingRows();
+
+    // Advance the fractional scroll offset on the GPU path.
+    advanceScroll();
+
     const auto bounds = getLocalBounds();
 
     // Background
     g.setFillColor (Color (0xFF0a0a0a));
     g.fillAll();
 
-    // Draw the spectrogram image (stretched to fill the component)
-    if (spectrogramImage.isValid())
-        g.drawImage (spectrogramImage, bounds);
+    // Draw the spectrogram, stretched to fill the component.
+    if (displayTexture != nullptr)
+    {
+        const float scaleY = bounds.getHeight() / static_cast<float> (displayTexture->getHeight());
+        g.drawTexture (displayTexture, Rectangle<float> (bounds.getX(), bounds.getY() + scrollOffset * scaleY, bounds.getWidth(), bounds.getHeight()));
+    }
 
-    // Draw grid overlays
-    drawFrequencyGrid (g, bounds);
+    // Draw grid overlays (cached offscreen, only re-rendered on changes)
+    drawFrequencyGridCached (g, bounds);
 }
 
 void SpectrogramComponent::resized()
@@ -399,9 +603,9 @@ void SpectrogramComponent::drawFrequencyGrid (Graphics& g, const Rectangle<float
     auto font = ApplicationTheme::getGlobalTheme()->getDefaultFont().withHeight (9.0f);
 
     const int multipliers[] = { 1, 2, 5 };
-    const int powers[] = { 1, 10, 100, 1000, 10000 };
+    const int powers[] = { 1, 10, 100, 200, 1000, 2000, 10000 };
 
-    for (int brightness = 0; brightness < 3; ++brightness)
+    for (int brightness = 0; brightness < numElementsInArray (multipliers); ++brightness)
     {
         Color lineColor;
         float lineWidth;
@@ -427,7 +631,7 @@ void SpectrogramComponent::drawFrequencyGrid (Graphics& g, const Rectangle<float
         g.setStrokeColor (lineColor);
         g.setStrokeWidth (lineWidth);
 
-        for (int power = 0; power < 5; ++power)
+        for (int power = 0; power < numElementsInArray (powers); ++power)
         {
             float freq = static_cast<float> (multipliers[brightness] * powers[power]);
 
@@ -466,6 +670,34 @@ float SpectrogramComponent::frequencyToX (float frequency, float width) const no
     return jmap (std::log10 (frequency), logMinFrequency, logMaxFrequency, 0.0f, width);
 }
 
+void SpectrogramComponent::drawFrequencyGridCached (Graphics& g, const Rectangle<float>& bounds)
+{
+    const Rectangle<float> cacheBounds (0.0f, 0.0f, static_cast<float> (static_cast<int> (bounds.getWidth())), static_cast<float> (static_cast<int> (bounds.getHeight())));
+
+    if (gridCanvas == nullptr || gridNeedsRedraw || gridCacheBounds != cacheBounds)
+    {
+        gridCanvas = GpuCanvas::create (g.getGraphicsContext(),
+                                        static_cast<int> (cacheBounds.getWidth()),
+                                        static_cast<int> (cacheBounds.getHeight()),
+                                        Colors::transparentBlack);
+
+        if (gridCanvas != nullptr)
+        {
+            auto& gridGraphics = gridCanvas->beginDraw();
+            drawFrequencyGrid (gridGraphics, cacheBounds);
+            gridCanvas->commit();
+
+            gridCacheBounds = cacheBounds;
+            gridNeedsRedraw = false;
+        }
+    }
+
+    if (gridCanvas != nullptr)
+        g.drawTexture (gridCanvas->asTexture(), bounds);
+    else
+        drawFrequencyGrid (g, bounds);
+}
+
 //==============================================================================
 void SpectrogramComponent::setFFTSize (int size)
 {
@@ -478,6 +710,7 @@ void SpectrogramComponent::setFFTSize (int size)
 
         initializeFFTBuffers();
         generateWindow();
+        updateFrequencyMapping();
 
         clearHistory();
         repaint();
@@ -493,18 +726,6 @@ void SpectrogramComponent::setWindowType (WindowType type)
     }
 }
 
-void SpectrogramComponent::setUpdateRate (int hz)
-{
-    stopTimer();
-    startTimerHz (jmax (1, jmin (60, hz)));
-}
-
-int SpectrogramComponent::getUpdateRate() const noexcept
-{
-    const int intervalMs = getTimerInterval();
-    return isTimerRunning() ? 1000 / intervalMs : 0;
-}
-
 void SpectrogramComponent::setFrequencyRange (float minFreq, float maxFreq)
 {
     const float newMinFrequency = jmax (1.0f, minFreq);
@@ -521,6 +742,9 @@ void SpectrogramComponent::setFrequencyRange (float minFreq, float maxFreq)
     logMinFrequency = std::log10 (minFrequency);
     logMaxFrequency = std::log10 (maxFrequency);
 
+    updateFrequencyMapping();
+    gridNeedsRedraw = true;
+
     clearHistory();
 }
 
@@ -550,12 +774,14 @@ void SpectrogramComponent::setSampleRate (double rate)
         return;
 
     sampleRate = newSampleRate;
+    updateFrequencyMapping();
     clearHistory();
 }
 
 void SpectrogramComponent::setColorMap (SpectrogramColorMap::Type type)
 {
     colorMap = SpectrogramColorMap (type);
+    lutNeedsRefresh = true; // Re-fill the cached LUT on the next apply
     clearHistory();
 }
 
@@ -563,9 +789,13 @@ void SpectrogramComponent::setNumHistoryFrames (int numFrames)
 {
     numHistoryFrames = jmax (4, numFrames);
 
-    // Recreate the image with the new height
-    spectrogramImage = Image (spectrogramWidth, numHistoryFrames, PixelFormat::RGBA);
-    spectrogramImage.fill (Color (0xFF0a0a0a).getARGB());
+    pendingRows.clear();
+    scrollOffset = 0.0f;
+    lastPaintTimeMs = 0;
+
+    gpuTargets[0] = nullptr;
+    gpuTargets[1] = nullptr;
+    displayTexture = nullptr;
 
     repaint();
 }
@@ -582,10 +812,23 @@ float SpectrogramComponent::getOverlapFactor() const noexcept
 
 void SpectrogramComponent::clearHistory()
 {
-    if (spectrogramImage.isValid())
-        spectrogramImage.fill (Color (0xFF0a0a0a).getARGB());
+    pendingRows.clear();
+    scrollOffset = 0.0f;
+    lastPaintTimeMs = 0;
+
+    gpuTargets[0] = nullptr;
+    gpuTargets[1] = nullptr;
+    displayTexture = nullptr;
 
     repaint();
 }
 
+Image SpectrogramComponent::getSpectrogramImage()
+{
+    if (gpuTargets[pingPongIndex] != nullptr)
+        return Image::fromTarget (*gpuTargets[pingPongIndex]);
+
+    return {};
+}
+
 } // namespace yup
diff --git a/modules/yup_audio_gui/displays/yup_SpectrogramComponent.h b/modules/yup_audio_gui/displays/yup_SpectrogramComponent.h
index a6e9dbdf2..1532e887a 100644
--- a/modules/yup_audio_gui/displays/yup_SpectrogramComponent.h
+++ b/modules/yup_audio_gui/displays/yup_SpectrogramComponent.h
@@ -28,7 +28,7 @@ namespace yup
     ARGB colors for spectrogram visualization.
 
     The default color map produces a professional heatmap gradient:
-    black → dark blue → blue → cyan → green → yellow → red → white.
+    black > dark blue > blue > cyan > green > yellow > red > white.
 
     @tags{Audio}
 */
@@ -39,11 +39,11 @@ class YUP_API SpectrogramColorMap
     /** Predefined color map types. */
     enum class Type
     {
-        heatmap,   ///< Black → blue → cyan → green → yellow → red → white
-        grayscale, ///< Black → gray → white
-        cool,      ///< Black → blue → cyan → white
-        warm,      ///< Black → red → orange → yellow → white
-        viridis    ///< Perceptually uniform blue → green → yellow
+        heatmap,   ///< Black > blue > cyan > green > yellow > red > white
+        grayscale, ///< Black > gray > white
+        cool,      ///< Black > blue > cyan > white
+        warm,      ///< Black > red > orange > yellow > white
+        viridis    ///< Perceptually uniform blue > green > yellow
     };
 
     //==============================================================================
@@ -68,6 +68,16 @@ class YUP_API SpectrogramColorMap
     /** Returns the number of color stops in the lookup table. */
     int getNumColorStops() const noexcept { return numColorStops; }
 
+    /** Returns the raw ARGB color lookup table (0xAARRGGBB per entry).
+
+        The table holds exactly getNumColorStops() entries sampled from the
+        gradient, which is what map() interpolates between. Uploading this table
+        to the GPU lets a shader perform the same color mapping.
+
+        @return a span over the color table.
+    */
+    Span<const uint32> getColorTable() const noexcept { return colorTable; }
+
 private:
     //==============================================================================
     void buildHeatmap();
@@ -91,10 +101,6 @@ class YUP_API SpectrogramColorMap
     scrolling waterfall display. Each new row of FFT data is rendered at the
     top of the display and previous rows scroll downward.
 
-    The spectrogram image is stored in a GPU texture which is updated each frame
-    by invalidating the existing texture and letting the renderer recreate it.
-    Frequency and decibel grid lines are drawn as vector overlays.
-
     Example usage:
 
     @code
@@ -105,7 +111,6 @@ class YUP_API SpectrogramColorMap
         spectrogram.setFrequencyRange (20.0f, 20000.0f);
         spectrogram.setDecibelRange (-100.0f, 0.0f);
         spectrogram.setColorMap (SpectrogramColorMap::Type::heatmap);
-        spectrogram.setUpdateRate (25);
 
         // In audio callback:
         analyzerState.pushSamples (audioData, numSamples);
@@ -113,16 +118,16 @@ class YUP_API SpectrogramColorMap
 
     @see SpectrumAnalyzerState, SpectrumAnalyzerComponent, SpectrogramColorMap
 */
-class YUP_API SpectrogramComponent
-    : public Component
-    , public Timer
+class YUP_API SpectrogramComponent : public Component
 {
 public:
     //==============================================================================
     /** Display constants. */
     enum
     {
-        defaultSpectrogramWidth = 512 ///< Default number of horizontal frequency bins.
+        defaultSpectrogramWidth = 1024,      ///< Default number of horizontal frequency bins.
+        defaultSpectrogramMagnitudes = 2048, ///< Default number of magnitudes per FFT (must be >= defaultSpectrogramWidth).
+        defaultColorLutSize = 256            ///< Default number of color stops in the color lookup table.
     };
 
     //==============================================================================
@@ -156,14 +161,20 @@ class YUP_API SpectrogramComponent
     WindowType getWindowType() const noexcept { return currentWindowType; }
 
     //==============================================================================
-    /** Sets the display update rate in Hz.
+    /** Sets the waterfall scroll speed, as a multiplier of the realtime FFT
+        row rate (sampleRate / hopSize).
 
-        @param hz    update rate (typical values: 10-30 Hz)
+        A multiplier of 1.0 (the default) keeps the waterfall locked to the
+        audio: new rows slide in exactly as fast as the FFT produces them.
+        Values above 1.0 scroll faster than realtime (rows are dropped at the
+        bottom sooner), values below 1.0 scroll slower. 0.0 pauses the scroll.
+
+        @param scrollSpeedMultiplier   the scroll speed multiplier (clamped to >= 0)
     */
-    void setUpdateRate (int hz);
+    void setScrollSpeed (float scrollSpeedMultiplier);
 
-    /** Returns the current update rate in Hz. */
-    int getUpdateRate() const noexcept;
+    /** Returns the current scroll speed multiplier (1.0 = realtime). */
+    float getScrollSpeed() const noexcept { return scrollSpeedMultiplier; }
 
     //==============================================================================
     /** Sets the frequency range for the display.
@@ -217,7 +228,7 @@ class YUP_API SpectrogramComponent
     /** Sets the number of FFT frames kept in the scrolling history.
 
         This determines how many past FFT frames are visible in the display.
-        The spectrogram image height is resized to match this value.
+        The history canvases are resized to match this value.
 
         @param numFrames    number of history frames (minimum: 4, default: matches component height)
     */
@@ -243,14 +254,16 @@ class YUP_API SpectrogramComponent
     //==============================================================================
     /** Returns the current spectrogram image.
 
-        The returned image contains the waterfall history used by paint() when
-        rendering the component. The image may be invalid until the spectrogram
-        has allocated its history buffer, for example after setNumHistoryFrames()
-        or after processing FFT data on a visible component.
+        The returned image contains the waterfall history held in the current
+        history canvas. This performs a GPU readback, which is slower than
+        rendering from the component's cached GPU texture (via paint()); prefer
+        painting the component directly when possible. The image is invalid
+        until the component has a live GPU render context and its history
+        canvases have been created (e.g. after the first paint).
 
         @returns the current spectrogram image.
     */
-    Image getSpectrogramImage() const noexcept { return spectrogramImage; }
+    Image getSpectrogramImage();
 
     //==============================================================================
     /** @internal */
@@ -258,36 +271,65 @@ class YUP_API SpectrogramComponent
     /** @internal */
     void resized() override;
     /** @internal */
-    void timerCallback() override;
+    void refreshDisplay (double lastFrameTimeSeconds) override;
 
 private:
     //==============================================================================
     void processFFT();
-    void updateSpectrogramImage();
-    void scrollSpectrogram();
-    void writeMagnitudeRow();
+    void updateFrequencyMapping();
+    bool ensureGpuTargets (GraphicsContext& context);
+    void ensureWaterfallPipeline();
+    void applyPendingRows();
+    void advanceScroll();
+    float getRowRate() const noexcept;
     void initializeFFTBuffers();
     void generateWindow();
-    void ensureImageSize();
 
     float frequencyToX (float frequency, float width) const noexcept;
     void drawFrequencyGrid (Graphics& g, const Rectangle<float>& bounds);
+    void drawFrequencyGridCached (Graphics& g, const Rectangle<float>& bounds);
 
     //==============================================================================
     SpectrumAnalyzerState& analyzerState;
 
-    // FFT processing (performed on UI thread)
     std::unique_ptr<FFTProcessor> fftProcessor;
     std::vector<float> fftInputBuffer;
     std::vector<float> fftOutputBuffer;
     std::vector<float> windowBuffer;
-    std::vector<float> magnitudeBuffer;   // Per-bin magnitudes from FFT
-    std::vector<float> displayMagnitudes; // Magnitudes mapped to display bins
+    std::vector<float> magnitudeBuffer;
+    std::vector<float> displayMagnitudes;
 
-    // Spectrogram image
-    Image spectrogramImage;
+    // Spectrogram color map
     SpectrogramColorMap colorMap;
 
+    // Precomputed log-frequency > FFT-bin mapping
+    struct DisplayBinMapping
+    {
+        float startBin = 0.0f;
+        float endBin = 0.0f;
+        float exactBin = 0.0f;
+    };
+
+    std::vector<DisplayBinMapping> displayBinMapping;
+
+    // GPU waterfall state
+    GpuDevice::Ptr gpuDevice;
+    GpuPipeline::Ptr waterfallPipeline;
+    GpuTarget::Ptr gpuTargets[2];
+    GpuTexture::Ptr displayTexture;
+    std::vector<std::vector<float>> pendingRows;
+    std::vector<float> rowDataCache;  // Reused uniform buffer (shader mags[defaultSpectrogramMagnitudes])
+    std::vector<uint32> lutDataCache; // Reused color LUT (shader lut[defaultColorLutSize])
+    bool lutNeedsRefresh = true;      // Re-fill lutDataCache on the next apply
+    int pingPongIndex = 0;
+    float scrollOffset = 0.0f;
+    uint32 lastPaintTimeMs = 0;
+
+    // Cached frequency grid (frequency lines + labels).
+    GpuCanvas::Ptr gridCanvas;
+    Rectangle<float> gridCacheBounds;
+    bool gridNeedsRedraw = true;
+
     // Configuration
     WindowType currentWindowType = WindowType::hann;
     int fftSize = 4096;
@@ -300,6 +342,7 @@ class YUP_API SpectrogramComponent
     float minDecibels = -100.0f;
     float maxDecibels = 0.0f;
     double sampleRate = 44100.0;
+    float scrollSpeedMultiplier = 1.0f;
 
     // Window compensation
     float windowGain = 1.0f;
diff --git a/modules/yup_audio_gui/displays/yup_SpectrogramComponentShader.frag b/modules/yup_audio_gui/displays/yup_SpectrogramComponentShader.frag
new file mode 100644
index 000000000..391239fc8
--- /dev/null
+++ b/modules/yup_audio_gui/displays/yup_SpectrogramComponentShader.frag
@@ -0,0 +1,97 @@
+/*
+  ==============================================================================
+
+   This file is part of the YUP library.
+   Copyright (c) 2026 - kunitoki@gmail.com
+
+   YUP is an open source library subject to open-source licensing.
+
+   The code included in this file is provided under the terms of the ISC license
+   http://www.isc.org/downloads/software-support-policy/isc-license. Permission
+   to use, copy, modify, and/or distribute this software for any purpose with or
+   without fee is hereby granted provided that the above copyright notice and
+   this permission notice appear in all copies.
+
+   YUP IS PROVIDED "AS IS" WITHOUT ANY WARRANTY, AND ALL WARRANTIES, WHETHER
+   EXPRESSED OR IMPLIED, INCLUDING MERCHANTABILITY AND FITNESS FOR PURPOSE, ARE
+   DISCLAIMED.
+
+  ==============================================================================
+*/
+
+#version 450
+
+// Fullscreen waterfall shader. A single fullscreen triangle scrolls the
+// previous history texture down by numRows rows and writes the numRows new rows
+// at the top, mapping each bin's raw magnitude through the color lookup table
+// (a lerp between adjacent entries, matching SpectrogramColorMap::map) entirely
+// on the GPU.
+//
+// Bindings:
+//   set=0 binding=0 : previous history texture (UV.y = 0 is the top row)
+//   set=0 binding=1 : sampler (implicit default, like the matte pipeline)
+//   set=0 binding=2 : WaterfallParams UBO
+//   set=0 binding=3 : RowData UBO (W * numRows raw magnitudes, oldest row first)
+//   set=0 binding=4 : LutData UBO (256 ARGB color entries)
+
+layout(set = 0, binding = 0) uniform texture2D u_prev;
+layout(set = 0, binding = 1) uniform sampler   u_samp;
+layout(set = 0, binding = 2) uniform WaterfallParams
+{
+    float numRows;
+    float width;
+    float height;
+    float bins;
+    float pad0;
+    float pad1;
+    float pad2;
+    float pad3;
+} p;
+
+layout(set = 0, binding = 3) uniform RowData
+{
+    vec4 mags[512]; // 2048 raw magnitudes packed as vec4s (std140 tight when W is a multiple of 4)
+} rows;
+
+layout(set = 0, binding = 4) uniform LutData
+{
+    uvec4 lut[64]; // 256 ARGB colors packed as uvec4s
+} lut;
+
+layout(location = 0) out vec4 fragColor;
+
+float fetchMag(int idx)
+{
+    return rows.mags[idx >> 2][idx & 3];
+}
+
+void main()
+{
+    vec2 uv = gl_FragCoord.xy / vec2(p.width, p.height);
+    if (uv.y >= p.numRows / p.height)
+    {
+        fragColor = texture(sampler2D(u_prev, u_samp), vec2(uv.x, uv.y - p.numRows / p.height));
+    }
+    else
+    {
+        int x = int(gl_FragCoord.x);
+        int y = int(gl_FragCoord.y);
+        int row = int(p.numRows) - 1 - y;
+
+        float binPos = float(x) * (p.bins / p.width);
+        int bin0 = int(binPos);
+        int bin1 = min(bin0 + 1, int(p.bins) - 1);
+        float fracBin = binPos - float(bin0);
+        float mag = mix(fetchMag(row * int(p.bins) + bin0), fetchMag(row * int(p.bins) + bin1), fracBin);
+
+        float t = clamp(mag, 0.0, 1.0) * 255.0;
+        int i0 = int(t);
+        int i1 = min(i0 + 1, 255);
+        float frac = t - float(i0);
+        uint c0 = lut.lut[i0 >> 2][i0 & 3];
+        uint c1 = lut.lut[i1 >> 2][i1 & 3];
+        vec4 col0 = vec4(float((c0 >> 16) & 255u), float((c0 >> 8) & 255u), float(c0 & 255u), float((c0 >> 24) & 255u)) / 255.0;
+        vec4 col1 = vec4(float((c1 >> 16) & 255u), float((c1 >> 8) & 255u), float(c1 & 255u), float((c1 >> 24) & 255u)) / 255.0;
+        fragColor = mix(col0, col1, frac);
+    }
+}
diff --git a/modules/yup_audio_gui/displays/yup_SpectrogramComponentShader.inc b/modules/yup_audio_gui/displays/yup_SpectrogramComponentShader.inc
new file mode 100644
index 000000000..0946a23eb
--- /dev/null
+++ b/modules/yup_audio_gui/displays/yup_SpectrogramComponentShader.inc
@@ -0,0 +1,4154 @@
+// Generated shader bundle (yup_SpectrogramComponentShader.ysl) - do not edit by hand.
+// Regenerate with the command at the top of yup_SpectrogramComponent.cpp.
+  0x52, 0x49, 0x46, 0x46, 0x8e, 0xc2, 0x00, 0x00, 0x59, 0x53, 0x4c, 0x42,
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+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,
+  0x75, 0x5f, 0x70, 0x72, 0x65, 0x76, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00,
+  0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x42, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xff, 0xff, 0xff,
+  0xff, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00,
+  0x00, 0x75, 0x5f, 0x73, 0x61, 0x6d, 0x70, 0x0b, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01,
+  0x00, 0x00, 0x00, 0x12, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x46, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00,
+  0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0d, 0x00,
+  0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x01, 0x00,
+  0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x67, 0x6c, 0x5f, 0x46, 0x72, 0x61,
+  0x67, 0x43, 0x6f, 0x6f, 0x72, 0x64, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00,
+  0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x01, 0x00,
+  0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x24, 0x00, 0x00, 0x00, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff,
+  0xff, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00,
+  0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x0d, 0x00, 0x00, 0x00, 0x43, 0x61, 0x70, 0x61, 0x62,
+  0x69, 0x6c, 0x69, 0x74, 0x79, 0x28, 0x31, 0x29, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+  0x00, 0x00
diff --git a/modules/yup_audio_gui/displays/yup_SpectrogramComponentShader.vert b/modules/yup_audio_gui/displays/yup_SpectrogramComponentShader.vert
new file mode 100644
index 000000000..ad60fe039
--- /dev/null
+++ b/modules/yup_audio_gui/displays/yup_SpectrogramComponentShader.vert
@@ -0,0 +1,29 @@
+/*
+  ==============================================================================
+
+   This file is part of the YUP library.
+   Copyright (c) 2026 - kunitoki@gmail.com
+
+   YUP is an open source library subject to open-source licensing.
+
+   The code included in this file is provided under the terms of the ISC license
+   http://www.isc.org/downloads/software-support-policy/isc-license. Permission
+   to use, copy, modify, and/or distribute this software for any purpose with or
+   without fee is hereby granted provided that the above copyright notice and
+   this permission notice appear in all copies.
+
+   YUP IS PROVIDED "AS IS" WITHOUT ANY WARRANTY, AND ALL WARRANTIES, WHETHER
+   EXPRESSED OR IMPLIED, INCLUDING MERCHANTABILITY AND FITNESS FOR PURPOSE, ARE
+   DISCLAIMED.
+
+  ==============================================================================
+*/
+
+#version 450
+
+void main()
+{
+    float x = float((gl_VertexIndex & 1u) << 2u) - 1.0;
+    float y = float((gl_VertexIndex & 2u) << 1u) - 1.0;
+    gl_Position = vec4(x, y, 0.0, 1.0);
+}
diff --git a/modules/yup_audio_gui/displays/yup_SpectrumAnalyzerComponent.cpp b/modules/yup_audio_gui/displays/yup_SpectrumAnalyzerComponent.cpp
index abcfbdbaa..d06a7156b 100644
--- a/modules/yup_audio_gui/displays/yup_SpectrumAnalyzerComponent.cpp
+++ b/modules/yup_audio_gui/displays/yup_SpectrumAnalyzerComponent.cpp
@@ -95,8 +95,7 @@ void SpectrumAnalyzerComponent::processFFT()
     }
 
     // Apply window function
-    for (int i = 0; i < fftSize; ++i)
-        fftInputBuffer[static_cast<size_t> (i)] *= windowBuffer[static_cast<size_t> (i)];
+    FloatVectorOperations::multiply (fftInputBuffer.data(), windowBuffer.data(), fftInputBuffer.data(), fftSize);
 
     // Perform FFT
     fftProcessor->performRealFFTForward (fftInputBuffer.data(), fftOutputBuffer.data());
diff --git a/tests/yup_audio_gui/yup_SpectrogramComponent.cpp b/tests/yup_audio_gui/yup_SpectrogramComponent.cpp
index d882cca2a..9102afeea 100644
--- a/tests/yup_audio_gui/yup_SpectrogramComponent.cpp
+++ b/tests/yup_audio_gui/yup_SpectrogramComponent.cpp
@@ -24,6 +24,7 @@
 #include <gtest/gtest.h>
 
 #include <cmath>
+#include <cstring>
 #include <vector>
 
 using namespace yup;
@@ -51,6 +52,46 @@ std::vector<float> createSineBuffer (int numSamples, float period)
     return buffer;
 }
 
+// Returns true when every pixel of the given row equals the expected RGBA color
+// (bytes are compared as R, G, B, A, matching the readback pixel layout).
+bool spectrogramRowIsColor (const Image& image, int row, uint32 expectedColor)
+{
+    const auto raw = image.getRawData();
+    const auto rowBytes = static_cast<size_t> (image.getWidth()) * 4u;
+    const auto rowData = raw.data() + static_cast<size_t> (row) * rowBytes;
+
+    const uint8 expectedBytes[4] = {
+        static_cast<uint8> ((expectedColor >> 16) & 0xff), // R
+        static_cast<uint8> ((expectedColor >> 8) & 0xff),  // G
+        static_cast<uint8> (expectedColor & 0xff),         // B
+        static_cast<uint8> ((expectedColor >> 24) & 0xff), // A
+    };
+
+    for (int x = 0; x < image.getWidth(); ++x)
+    {
+        if (std::memcmp (rowData + static_cast<size_t> (x) * 4u, expectedBytes, 4) != 0)
+            return false;
+    }
+
+    return true;
+}
+
+// Returns true when two rows of two images hold identical bytes.
+bool spectrogramRowsEqual (const Image& a, int rowA, const Image& b, int rowB)
+{
+    if (a.getWidth() != b.getWidth())
+        return false;
+
+    const auto rawA = a.getRawData();
+    const auto rawB = b.getRawData();
+    const auto rowBytes = static_cast<size_t> (a.getWidth()) * 4u;
+
+    return std::memcmp (rawA.data() + static_cast<size_t> (rowA) * rowBytes,
+                        rawB.data() + static_cast<size_t> (rowB) * rowBytes,
+                        rowBytes)
+        == 0;
+}
+
 } // namespace
 
 class SpectrogramComponentTests : public ::testing::Test
@@ -129,7 +170,6 @@ TEST_F (SpectrogramComponentTests, ConstructorInitializesDefaults)
 {
     EXPECT_EQ (2048, spectrogram->getFFTSize());
     EXPECT_EQ (WindowType::hann, spectrogram->getWindowType());
-    EXPECT_EQ (25, spectrogram->getUpdateRate());
     EXPECT_FLOAT_EQ (20.0f, spectrogram->getMinFrequency());
     EXPECT_FLOAT_EQ (20000.0f, spectrogram->getMaxFrequency());
     EXPECT_FLOAT_EQ (-100.0f, spectrogram->getMinDecibels());
@@ -175,22 +215,6 @@ TEST_F (SpectrogramComponentTests, SetWindowTypeUpdatesCurrentWindow)
     EXPECT_EQ (WindowType::rectangular, spectrogram->getWindowType());
 }
 
-TEST_F (SpectrogramComponentTests, SetUpdateRateClampsToSupportedRange)
-{
-    spectrogram->setUpdateRate (30);
-    EXPECT_EQ (30, spectrogram->getUpdateRate());
-
-    spectrogram->setUpdateRate (0);
-    EXPECT_EQ (1, spectrogram->getUpdateRate());
-
-    spectrogram->setUpdateRate (-10);
-    EXPECT_EQ (1, spectrogram->getUpdateRate());
-
-    spectrogram->setUpdateRate (1000);
-    EXPECT_GE (spectrogram->getUpdateRate(), 60);
-    EXPECT_LE (spectrogram->getUpdateRate(), 63);
-}
-
 TEST_F (SpectrogramComponentTests, SetFrequencyRangeUpdatesAndClampsValues)
 {
     spectrogram->setFrequencyRange (100.0f, 5000.0f);
@@ -244,28 +268,10 @@ TEST_F (SpectrogramComponentTests, SetNumHistoryFramesUpdatesAndClampsToMinimum)
     spectrogram->setNumHistoryFrames (64);
 
     EXPECT_EQ (64, spectrogram->getNumHistoryFrames());
-    ASSERT_TRUE (spectrogram->getSpectrogramImage().isValid());
-    EXPECT_EQ (SpectrogramComponent::defaultSpectrogramWidth, spectrogram->getSpectrogramImage().getWidth());
-    EXPECT_EQ (64, spectrogram->getSpectrogramImage().getHeight());
 
     spectrogram->setNumHistoryFrames (1);
 
     EXPECT_EQ (4, spectrogram->getNumHistoryFrames());
-    ASSERT_TRUE (spectrogram->getSpectrogramImage().isValid());
-    EXPECT_EQ (SpectrogramComponent::defaultSpectrogramWidth, spectrogram->getSpectrogramImage().getWidth());
-    EXPECT_EQ (4, spectrogram->getSpectrogramImage().getHeight());
-}
-
-TEST_F (SpectrogramComponentTests, GetSpectrogramImageReturnsCurrentHistoryImage)
-{
-    spectrogram->setNumHistoryFrames (8);
-
-    const auto& image = spectrogram->getSpectrogramImage();
-
-    ASSERT_TRUE (image.isValid());
-    EXPECT_EQ (SpectrogramComponent::defaultSpectrogramWidth, image.getWidth());
-    EXPECT_EQ (8, image.getHeight());
-    EXPECT_EQ (PixelFormat::RGBA, image.getPixelFormat());
 }
 
 TEST_F (SpectrogramComponentTests, SetOverlapFactorDelegatesToAnalyzerState)
@@ -282,27 +288,63 @@ TEST_F (SpectrogramComponentTests, SetOverlapFactorDelegatesToAnalyzerState)
     EXPECT_EQ (spectrogram->getFFTSize(), state->getHopSize());
 }
 
+TEST_F (SpectrogramComponentTests, SetScrollSpeedClampsToNonNegative)
+{
+    EXPECT_FLOAT_EQ (1.0f, spectrogram->getScrollSpeed());
+
+    spectrogram->setScrollSpeed (2.0f);
+    EXPECT_FLOAT_EQ (2.0f, spectrogram->getScrollSpeed());
+
+    spectrogram->setScrollSpeed (0.0f);
+    EXPECT_FLOAT_EQ (0.0f, spectrogram->getScrollSpeed());
+
+    spectrogram->setScrollSpeed (-1.0f);
+    EXPECT_FLOAT_EQ (0.0f, spectrogram->getScrollSpeed());
+}
+
 //==============================================================================
 // Runtime Tests
 //==============================================================================
 
-TEST_F (SpectrogramComponentTests, TimerCallbackWithoutAudioDataDoesNotCrash)
+TEST_F (SpectrogramComponentTests, RefreshDisplayWithoutAudioDataDoesNotCrash)
 {
-    spectrogram->timerCallback();
+    spectrogram->refreshDisplay (1.0 / 60.0);
 
     EXPECT_TRUE (true);
 }
 
-TEST_F (SpectrogramComponentTests, TimerCallbackWithAudioDataDoesNotCrash)
+TEST_F (SpectrogramComponentTests, RefreshDisplayWithAudioDataDoesNotCrash)
 {
     const auto testData = createSineBuffer (2048, 100.0f);
     state->pushSamples (testData.data(), static_cast<int> (testData.size()));
 
-    spectrogram->timerCallback();
+    spectrogram->refreshDisplay (1.0 / 60.0);
 
     EXPECT_TRUE (true);
 }
 
+TEST_F (SpectrogramComponentTests, RefreshDisplaySkipsStaleBacklog)
+{
+    // refreshDisplay() only processes FFTs while the component is showing.
+    auto parent = std::make_unique<Component> ("parent");
+    parent->setVisible (true);
+    parent->addAndMakeVisible (*spectrogram);
+
+    spectrogram->setFFTSize (512);
+    spectrogram->setOverlapFactor (0.75f); // hop = fftSize / 4
+
+    // Fill the FIFO with far more than one analysis window (a stale backlog).
+    const auto testData = createSineBuffer (spectrogram->getFFTSize() * 8, 100.0f);
+    state->pushSamples (testData.data(), static_cast<int> (testData.size()));
+
+    spectrogram->refreshDisplay (1.0 / 60.0);
+
+    // The stale rows are skipped: after ingestion the FIFO holds less than a
+    // full window instead of accumulating the backlog (which would make the
+    // display lag progressively behind the audio).
+    EXPECT_LT (state->getNumAvailableSamples(), spectrogram->getFFTSize());
+}
+
 TEST_F (SpectrogramComponentTests, ClearHistoryDoesNotChangeConfiguration)
 {
     spectrogram->setFrequencyRange (100.0f, 10000.0f);
@@ -318,9 +360,6 @@ TEST_F (SpectrogramComponentTests, ClearHistoryDoesNotChangeConfiguration)
     EXPECT_FLOAT_EQ (-6.0f, spectrogram->getMaxDecibels());
     EXPECT_DOUBLE_EQ (48000.0, spectrogram->getSampleRate());
     EXPECT_EQ (32, spectrogram->getNumHistoryFrames());
-    ASSERT_TRUE (spectrogram->getSpectrogramImage().isValid());
-    EXPECT_EQ (SpectrogramComponent::defaultSpectrogramWidth, spectrogram->getSpectrogramImage().getWidth());
-    EXPECT_EQ (32, spectrogram->getSpectrogramImage().getHeight());
 }
 
 TEST_F (SpectrogramComponentTests, PaintWithoutAudioDataDoesNotCrash)
@@ -334,11 +373,11 @@ TEST_F (SpectrogramComponentTests, PaintWithoutAudioDataDoesNotCrash)
     EXPECT_TRUE (true);
 }
 
-TEST_F (SpectrogramComponentTests, PaintAfterTimerCallbackDoesNotCrash)
+TEST_F (SpectrogramComponentTests, PaintAfterRefreshDisplayDoesNotCrash)
 {
     const auto testData = createSineBuffer (2048, 100.0f);
     state->pushSamples (testData.data(), static_cast<int> (testData.size()));
-    spectrogram->timerCallback();
+    spectrogram->refreshDisplay (1.0 / 60.0);
 
     auto context = yup_constructHeadlessGraphicsContext ({}, {});
     auto renderer = context->makeRenderer (800, 400);
@@ -368,7 +407,6 @@ TEST_F (SpectrogramComponentTests, CompleteWorkflow)
 {
     spectrogram->setFFTSize (4096);
     spectrogram->setWindowType (WindowType::hamming);
-    spectrogram->setUpdateRate (30);
     spectrogram->setFrequencyRange (20.0f, 20000.0f);
     spectrogram->setDecibelRange (-100.0f, 0.0f);
     spectrogram->setSampleRate (48000.0);
@@ -378,7 +416,7 @@ TEST_F (SpectrogramComponentTests, CompleteWorkflow)
 
     const auto testData = createSineBuffer (4096, 100.0f);
     state->pushSamples (testData.data(), static_cast<int> (testData.size()));
-    spectrogram->timerCallback();
+    spectrogram->refreshDisplay (1.0 / 60.0);
 
     auto context = yup_constructHeadlessGraphicsContext ({}, {});
     auto renderer = context->makeRenderer (800, 400);
@@ -388,7 +426,152 @@ TEST_F (SpectrogramComponentTests, CompleteWorkflow)
 
     EXPECT_EQ (4096, spectrogram->getFFTSize());
     EXPECT_EQ (WindowType::hamming, spectrogram->getWindowType());
-    EXPECT_EQ (30, spectrogram->getUpdateRate());
     EXPECT_EQ (128, spectrogram->getNumHistoryFrames());
     EXPECT_FLOAT_EQ (0.5f, spectrogram->getOverlapFactor());
 }
+
+//==============================================================================
+// GPU Path Tests (skipped when no GPU backend is available)
+//==============================================================================
+
+class SpectrogramComponentGpuTests : public ::testing::Test
+{
+protected:
+    static void SetUpTestSuite()
+    {
+        gpuContext = GraphicsContext::createContext (GpuPlatform::Metal, {});
+        if (gpuContext == nullptr)
+            return;
+
+        auto probe = GpuCanvas::create (*gpuContext, 64, 64);
+        if (probe == nullptr)
+            gpuContext.reset();
+    }
+
+    static void TearDownTestSuite()
+    {
+        gpuContext.reset();
+    }
+
+    void SetUp() override
+    {
+        if (gpuContext == nullptr)
+            GTEST_SKIP() << "No Metal GPU context available";
+
+        paintCanvas = GpuCanvas::create (*gpuContext, 800, 400);
+        if (paintCanvas == nullptr)
+            GTEST_SKIP() << "Unable to create paint GpuCanvas";
+
+        mm = MessageManager::getInstance();
+        state = std::make_unique<SpectrumAnalyzerState> (2048);
+        spectrogram = std::make_unique<SpectrogramComponent> (*state);
+        spectrogram->setBounds (0.0f, 0.0f, 800.0f, 400.0f);
+
+        // refreshDisplay() only processes FFTs while the component is showing.
+        parent = std::make_unique<Component> ("parent");
+        parent->setVisible (true);
+        parent->addAndMakeVisible (*spectrogram);
+    }
+
+    void TearDown() override
+    {
+        spectrogram.reset();
+        state.reset();
+        paintCanvas.reset();
+        parent.reset();
+    }
+
+    void paintComponent()
+    {
+        auto& g = paintCanvas->beginDraw();
+        spectrogram->paint (g);
+        paintCanvas->commit();
+    }
+
+    void pushOneFftRow()
+    {
+        const auto testData = createSineBuffer (spectrogram->getFFTSize(), 100.0f);
+        state->pushSamples (testData.data(), static_cast<int> (testData.size()));
+        spectrogram->refreshDisplay (1.0 / 60.0);
+        paintComponent();
+    }
+
+    static std::unique_ptr<GraphicsContext> gpuContext;
+
+    MessageManager* mm = nullptr;
+    GpuCanvas::Ptr paintCanvas;
+    std::unique_ptr<Component> parent;
+    std::unique_ptr<SpectrumAnalyzerState> state;
+    std::unique_ptr<SpectrogramComponent> spectrogram;
+};
+
+std::unique_ptr<GraphicsContext> SpectrogramComponentGpuTests::gpuContext;
+
+TEST_F (SpectrogramComponentGpuTests, AppliesRowsAndScrollsHistoryOnGpu)
+{
+    spectrogram->setNumHistoryFrames (16);
+    spectrogram->setOverlapFactor (0.0f); // one FFT per fftSize samples
+
+    paintComponent(); // first paint creates the internal ping-pong canvases
+
+    // First row: only the top row is non-background.
+    pushOneFftRow();
+
+    auto snapshot1 = spectrogram->getSpectrogramImage();
+
+    ASSERT_TRUE (snapshot1.isValid());
+    EXPECT_EQ (SpectrogramComponent::defaultSpectrogramWidth, snapshot1.getWidth());
+    EXPECT_EQ (16, snapshot1.getHeight());
+    EXPECT_FALSE (spectrogramRowIsColor (snapshot1, 0, 0xFF0a0a0a));
+
+    for (int row = 1; row < 16; ++row)
+        EXPECT_TRUE (spectrogramRowIsColor (snapshot1, row, 0xFF0a0a0a));
+
+    // Second row: the previous top row must have scrolled down by exactly one
+    // row, and the new top row must be non-background.
+    pushOneFftRow();
+
+    auto snapshot2 = spectrogram->getSpectrogramImage();
+
+    ASSERT_TRUE (snapshot2.isValid());
+    EXPECT_TRUE (spectrogramRowsEqual (snapshot2, 1, snapshot1, 0));
+    EXPECT_FALSE (spectrogramRowIsColor (snapshot2, 0, 0xFF0a0a0a));
+
+    for (int row = 2; row < 16; ++row)
+        EXPECT_TRUE (spectrogramRowIsColor (snapshot2, row, 0xFF0a0a0a));
+}
+
+TEST_F (SpectrogramComponentGpuTests, ClearHistoryResetsGpuHistoryToBackground)
+{
+    spectrogram->setNumHistoryFrames (8);
+    spectrogram->setOverlapFactor (0.0f);
+
+    paintComponent();
+    pushOneFftRow();
+
+    auto before = spectrogram->getSpectrogramImage();
+    ASSERT_TRUE (before.isValid());
+    EXPECT_FALSE (spectrogramRowIsColor (before, 0, 0xFF0a0a0a));
+
+    spectrogram->clearHistory();
+
+    auto after = spectrogram->getSpectrogramImage();
+    ASSERT_TRUE (after.isValid());
+
+    for (int row = 0; row < 8; ++row)
+        EXPECT_TRUE (spectrogramRowIsColor (after, row, 0xFF0a0a0a));
+}
+
+TEST_F (SpectrogramComponentGpuTests, GetSpectrogramImageReturnsCurrentHistoryImage)
+{
+    spectrogram->setNumHistoryFrames (8);
+
+    paintComponent(); // first paint creates the internal ping-pong canvases
+
+    const auto image = spectrogram->getSpectrogramImage();
+
+    ASSERT_TRUE (image.isValid());
+    EXPECT_EQ (SpectrogramComponent::defaultSpectrogramWidth, image.getWidth());
+    EXPECT_EQ (8, image.getHeight());
+    EXPECT_EQ (PixelFormat::RGBA, image.getPixelFormat());
+}