diff --git a/web/cob_dashboard.html b/web/cob_dashboard.html
index 3b390e3..af844ba 100644
--- a/web/cob_dashboard.html
+++ b/web/cob_dashboard.html
@@ -154,6 +154,35 @@
             margin-top: 4px;
         }
         
+        .mini-chart-container {
+            margin: 8px 0;
+            padding: 6px;
+            background-color: #0a0a0a;
+            border-radius: 3px;
+            border: 1px solid #333;
+        }
+        
+        .mini-chart {
+            width: 100%;
+            height: 60px;
+            position: relative;
+            background-color: #111;
+            border-radius: 2px;
+        }
+        
+        .mini-chart canvas {
+            width: 100%;
+            height: 100%;
+            border-radius: 2px;
+        }
+        
+        .chart-title {
+            font-size: 0.7rem;
+            color: #888;
+            text-align: center;
+            margin-bottom: 3px;
+        }
+        
                  .orderbook-row {
              display: grid;
              grid-template-columns: 60px 100px 1fr 80px;
@@ -386,8 +415,8 @@
     <div class="orderbooks-container">
         <!-- BTC Order Book -->
         <div class="orderbook-panel">
-            <div class="orderbook-title">BTC/USDT</div>
-            <div class="price-resolution">Resolution: $10 buckets</div>
+            <div class="orderbook-title" id="btc-title">BTC/USDT - $--</div>
+            <div class="price-resolution" id="btc-resolution">Resolution: $10 buckets</div>
             
                          <div class="orderbook-header">
                  <div>Side</div>
@@ -426,8 +455,8 @@
         
         <!-- ETH Order Book -->
         <div class="orderbook-panel">
-            <div class="orderbook-title">ETH/USDT</div>
-            <div class="price-resolution">Resolution: $1 buckets</div>
+            <div class="orderbook-title" id="eth-title">ETH/USDT - $--</div>
+            <div class="price-resolution" id="eth-resolution">Resolution: $1 buckets</div>
             
                          <div class="orderbook-header">
                  <div>Side</div>
@@ -493,6 +522,12 @@
                  avg30s: 0
              }
          };
+         
+         // OHLCV data storage for mini charts
+         let ohlcvData = {
+             'BTC/USDT': [],
+             'ETH/USDT': []
+         };
         
         function connectWebSocket() {
             if (ws) {
@@ -550,7 +585,10 @@
                 asksCount: (cobData.asks || []).length,
                 sampleBid: (cobData.bids || [])[0],
                 sampleAsk: (cobData.asks || [])[0],
-                stats: cobData.stats
+                stats: cobData.stats,
+                hasOHLCV: !!cobData.ohlcv,
+                ohlcvCount: cobData.ohlcv ? cobData.ohlcv.length : 0,
+                sampleOHLCV: cobData.ohlcv ? cobData.ohlcv[0] : null
             });
             
             // Check if WebSocket data has insufficient depth, fetch REST data
@@ -565,6 +603,20 @@
             
             currentData[symbol] = cobData;
             
+            // Process OHLCV data if available
+            if (cobData.ohlcv && Array.isArray(cobData.ohlcv)) {
+                ohlcvData[symbol] = cobData.ohlcv;
+                console.log(`${symbol} OHLCV data received:`, cobData.ohlcv.length, 'candles');
+                
+                // Update mini chart after order book update
+                setTimeout(() => {
+                    const prefix = symbol === 'BTC/USDT' ? 'btc' : 'eth';
+                    drawMiniChart(prefix, cobData.ohlcv);
+                }, 100);
+            } else {
+                console.log(`${symbol}: No OHLCV data in update`);
+            }
+            
             // Track imbalance for aggregation
             const stats = cobData.stats || {};
             if (stats.imbalance !== undefined) {
@@ -645,13 +697,21 @@
             return Math.round(price / bucketSize) * bucketSize;
         }
         
-                 function updateOrderBook(prefix, cobData, resolutionFunc) {
-             const bids = cobData.bids || [];
-             const asks = cobData.asks || [];
-             const stats = cobData.stats || {};
-             const midPrice = stats.mid_price || 0;
-             
-             if (midPrice === 0) return;
+                         function updateOrderBook(prefix, cobData, resolutionFunc) {
+            const bids = cobData.bids || [];
+            const asks = cobData.asks || [];
+            const stats = cobData.stats || {};
+            const midPrice = stats.mid_price || 0;
+            
+            if (midPrice === 0) return;
+            
+            // Update title with current price
+            const symbol = prefix === 'btc' ? 'BTC/USDT' : 'ETH/USDT';
+            const priceFormatted = midPrice.toLocaleString(undefined, {
+                minimumFractionDigits: 2, 
+                maximumFractionDigits: 2
+            });
+            document.getElementById(`${prefix}-title`).textContent = `${symbol} - $${priceFormatted}`;
              
              // Use wider price range for higher resolution multipliers to maintain depth
              const baseRange = 0.02; // 2% base range
@@ -856,9 +916,13 @@
                 maximumFractionDigits: 2
             });
             
+            const spreadText = data.spread ? `${data.spread.toFixed(1)} bps` : '--';
+            
             row.innerHTML = `
-                <div class="mid-price">$${priceFormatted}</div>
-                <div class="spread">Spread: ${data.spread.toFixed(2)} bps</div>
+                    <div class="chart-title">1s OHLCV (5min)</div>
+                    <div class="mini-chart">
+                        <canvas id="${prefix}-mini-chart" width="200" height="60"></canvas>
+                    </div>
             `;
             
             return row;
@@ -945,6 +1009,10 @@
             document.querySelector('.subtitle').textContent = 
                 `Real-time COB Data | BTC ($${btcBucket} buckets) | ETH ($${ethBucket} buckets)`;
             
+            // Update resolution text in panels
+            document.getElementById('btc-resolution').textContent = `Resolution: $${btcBucket} buckets`;
+            document.getElementById('eth-resolution').textContent = `Resolution: $${ethBucket} buckets`;
+            
             // Refresh current data with new resolution
             if (currentData['BTC/USDT']) {
                 updateOrderBook('btc', currentData['BTC/USDT'], getBTCResolution);
@@ -956,10 +1024,136 @@
             console.log(`Resolution updated to ${resolutionMultiplier}x (BTC: $${btcBucket}, ETH: $${ethBucket})`);
         }
         
+        function drawMiniChart(prefix, ohlcvArray) {
+            try {
+                const canvas = document.getElementById(`${prefix}-mini-chart`);
+                if (!canvas) {
+                    console.log(`Canvas not found for ${prefix}-mini-chart`);
+                    return;
+                }
+                
+                const ctx = canvas.getContext('2d');
+                const width = canvas.width;
+                const height = canvas.height;
+                
+                console.log(`Drawing ${prefix} chart with ${ohlcvArray ? ohlcvArray.length : 0} candles`);
+                
+                // Clear canvas
+                ctx.clearRect(0, 0, width, height);
+                
+                if (!ohlcvArray || ohlcvArray.length === 0) {
+                    // Draw "No Data" message
+                    ctx.fillStyle = '#555';
+                    ctx.font = '12px Courier New';
+                    ctx.textAlign = 'center';
+                    ctx.fillText('No Data', width / 2, height / 2);
+                    console.log(`${prefix}: No OHLCV data to draw`);
+                    return;
+                }
+                
+                // Get price range for scaling
+                const prices = [];
+                ohlcvArray.forEach(candle => {
+                    prices.push(candle.high, candle.low);
+                });
+                
+                const minPrice = Math.min(...prices);
+                const maxPrice = Math.max(...prices);
+                const priceRange = maxPrice - minPrice;
+                
+                if (priceRange === 0) return;
+                
+                // Calculate candle width and spacing
+                const candleWidth = Math.max(1, Math.floor(width / ohlcvArray.length) - 1);
+                const candleSpacing = width / ohlcvArray.length;
+                
+                // Draw candlesticks
+                ohlcvArray.forEach((candle, index) => {
+                    const x = index * candleSpacing + candleSpacing / 2;
+                    
+                    // Scale prices to canvas height (inverted Y axis)
+                    const highY = (maxPrice - candle.high) / priceRange * (height - 4) + 2;
+                    const lowY = (maxPrice - candle.low) / priceRange * (height - 4) + 2;
+                    const openY = (maxPrice - candle.open) / priceRange * (height - 4) + 2;
+                    const closeY = (maxPrice - candle.close) / priceRange * (height - 4) + 2;
+                    
+                    // Determine candle color
+                    const isGreen = candle.close >= candle.open;
+                    const color = isGreen ? '#4ecdc4' : '#ff6b6b';
+                    
+                    // Draw high-low line
+                    ctx.strokeStyle = color;
+                    ctx.lineWidth = 1;
+                    ctx.beginPath();
+                    ctx.moveTo(x, highY);
+                    ctx.lineTo(x, lowY);
+                    ctx.stroke();
+                    
+                    // Draw candle body
+                    const bodyTop = Math.min(openY, closeY);
+                    const bodyHeight = Math.abs(closeY - openY);
+                    
+                    ctx.fillStyle = color;
+                    if (bodyHeight < 1) {
+                        // Doji or very small body - draw as line
+                        ctx.fillRect(x - candleWidth/2, bodyTop, candleWidth, Math.max(1, bodyHeight));
+                    } else {
+                        // Normal candle body
+                        if (isGreen) {
+                            ctx.strokeStyle = color;
+                            ctx.lineWidth = 1;
+                            ctx.strokeRect(x - candleWidth/2, bodyTop, candleWidth, bodyHeight);
+                        } else {
+                            ctx.fillRect(x - candleWidth/2, bodyTop, candleWidth, bodyHeight);
+                        }
+                    }
+                });
+                
+                // Draw current price line
+                if (ohlcvArray.length > 0) {
+                    const lastCandle = ohlcvArray[ohlcvArray.length - 1];
+                    const currentPriceY = (maxPrice - lastCandle.close) / priceRange * (height - 4) + 2;
+                    
+                    ctx.strokeStyle = '#00ff88';
+                    ctx.lineWidth = 1;
+                    ctx.setLineDash([2, 2]);
+                    ctx.beginPath();
+                    ctx.moveTo(0, currentPriceY);
+                    ctx.lineTo(width, currentPriceY);
+                    ctx.stroke();
+                    ctx.setLineDash([]);
+                }
+                
+            } catch (error) {
+                console.error(`Error drawing mini chart for ${prefix}:`, error);
+            }
+        }
+
+        function initializeCharts() {
+            // Initialize empty charts
+            ['btc', 'eth'].forEach(prefix => {
+                const canvas = document.getElementById(`${prefix}-mini-chart`);
+                if (canvas) {
+                    const ctx = canvas.getContext('2d');
+                    ctx.clearRect(0, 0, canvas.width, canvas.height);
+                    ctx.fillStyle = '#555';
+                    ctx.font = '12px Courier New';
+                    ctx.textAlign = 'center';
+                    ctx.fillText('Waiting for data...', canvas.width / 2, canvas.height / 2);
+                    console.log(`Initialized ${prefix} chart canvas`);
+                }
+            });
+        }
+
         // Initialize dashboard
         document.addEventListener('DOMContentLoaded', function() {
             updateStatus('Connecting...', false);
             
+            // Initialize charts with placeholder
+            setTimeout(() => {
+                initializeCharts();
+            }, 100);
+            
             // Auto-connect on load
             setTimeout(() => {
                 connectWebSocket();
@@ -977,6 +1171,16 @@
                     });
                 }
             }, 3000); // Check every 3 seconds
+            
+            // Also periodically update charts from stored data
+            setInterval(() => {
+                ['BTC/USDT', 'ETH/USDT'].forEach(symbol => {
+                    if (ohlcvData[symbol] && ohlcvData[symbol].length > 0) {
+                        const prefix = symbol === 'BTC/USDT' ? 'btc' : 'eth';
+                        drawMiniChart(prefix, ohlcvData[symbol]);
+                    }
+                });
+            }, 5000); // Update charts every 5 seconds
         });
     </script>
 </body>
diff --git a/web/cob_realtime_dashboard.py b/web/cob_realtime_dashboard.py
index bb7c1dd..1565712 100644
--- a/web/cob_realtime_dashboard.py
+++ b/web/cob_realtime_dashboard.py
@@ -62,6 +62,14 @@ class COBDashboardServer:
             symbol: deque(maxlen=100) for symbol in self.symbols
         }
         
+        # OHLCV data for mini charts (5 minutes = 300 1-second candles)
+        self.ohlcv_data: Dict[str, deque] = {
+            symbol: deque(maxlen=300) for symbol in self.symbols
+        }
+        
+        # Current candle data (building 1-second candles)
+        self.current_candles: Dict[str, Dict] = {}
+        
         # Setup routes and CORS
         self._setup_routes()
         self._setup_cors()
@@ -312,6 +320,9 @@ class COBDashboardServer:
         try:
             logger.debug(f"Received COB update for {symbol}")
             
+            # Process OHLCV data from mid price
+            await self._process_ohlcv_update(symbol, data)
+            
             # Update cache
             self.latest_cob_data[symbol] = data
             self.update_timestamps[symbol].append(datetime.now())
@@ -323,17 +334,84 @@ class COBDashboardServer:
             
         except Exception as e:
             logger.error(f"Error handling COB update for {symbol}: {e}")
+            
+    async def _process_ohlcv_update(self, symbol: str, data: Dict):
+        """Process price updates into 1-second OHLCV candles"""
+        try:
+            stats = data.get('stats', {})
+            mid_price = stats.get('mid_price', 0)
+            
+            if mid_price <= 0:
+                return
+                
+            now = datetime.now()
+            current_second = now.replace(microsecond=0)
+            
+            # Get or create current candle
+            if symbol not in self.current_candles:
+                self.current_candles[symbol] = {
+                    'timestamp': current_second,
+                    'open': mid_price,
+                    'high': mid_price,
+                    'low': mid_price,
+                    'close': mid_price,
+                    'volume': 0,  # We don't have volume from order book, use tick count
+                    'tick_count': 1
+                }
+            else:
+                current_candle = self.current_candles[symbol]
+                
+                # Check if we need to close current candle and start new one
+                if current_second > current_candle['timestamp']:
+                    # Close previous candle
+                    finished_candle = {
+                        'timestamp': current_candle['timestamp'].isoformat(),
+                        'open': current_candle['open'],
+                        'high': current_candle['high'],
+                        'low': current_candle['low'],
+                        'close': current_candle['close'],
+                        'volume': current_candle['tick_count'],  # Use tick count as volume
+                        'tick_count': current_candle['tick_count']
+                    }
+                    
+                    # Add to OHLCV history
+                    self.ohlcv_data[symbol].append(finished_candle)
+                    
+                    # Start new candle
+                    self.current_candles[symbol] = {
+                        'timestamp': current_second,
+                        'open': mid_price,
+                        'high': mid_price,
+                        'low': mid_price,
+                        'close': mid_price,
+                        'volume': 0,
+                        'tick_count': 1
+                    }
+                else:
+                    # Update current candle
+                    current_candle['high'] = max(current_candle['high'], mid_price)
+                    current_candle['low'] = min(current_candle['low'], mid_price)
+                    current_candle['close'] = mid_price
+                    current_candle['tick_count'] += 1
+                    
+        except Exception as e:
+            logger.error(f"Error processing OHLCV update for {symbol}: {e}")
     
     async def _broadcast_cob_update(self, symbol: str, data: Dict):
         """Broadcast COB update to all connected WebSocket clients"""
         if not self.websocket_connections:
             return
         
+        # Add OHLCV data to the broadcast
+        enhanced_data = data.copy()
+        if symbol in self.ohlcv_data:
+            enhanced_data['ohlcv'] = list(self.ohlcv_data[symbol])
+        
         message = {
             'type': 'cob_update',
             'symbol': symbol,
             'timestamp': datetime.now().isoformat(),
-            'data': data
+            'data': enhanced_data
         }
         
         # Send to all connections
@@ -382,6 +460,7 @@ class COBDashboardServer:
             'bids': [],
             'asks': [],
             'svp': {'data': []},
+            'ohlcv': [],
             'stats': {
                 'mid_price': 0,
                 'spread_bps': 0,