diff --git a/dashboard/src/components/dashboard/MiniSalesChart.jsx b/dashboard/src/components/dashboard/MiniSalesChart.jsx
index 24d5ab3..193f1ec 100644
--- a/dashboard/src/components/dashboard/MiniSalesChart.jsx
+++ b/dashboard/src/components/dashboard/MiniSalesChart.jsx
@@ -165,11 +165,26 @@ const MiniSalesChart = ({ className = "" }) => {
     totalOrders: 0,
     prevRevenue: 0,
     prevOrders: 0,
-    growth: {
-      revenue: 0,
-      orders: 0
-    }
+    periodProgress: 100
   });
+  const [projection, setProjection] = useState(null);
+  const [projectionLoading, setProjectionLoading] = useState(false);
+
+  const fetchProjection = useCallback(async () => {
+    if (summaryStats.periodProgress >= 100) return;
+    
+    try {
+      setProjectionLoading(true);
+      const response = await axios.get("/api/klaviyo/events/projection", {
+        params: { timeRange: "last30days" }
+      });
+      setProjection(response.data);
+    } catch (error) {
+      console.error("Error loading projection:", error);
+    } finally {
+      setProjectionLoading(false);
+    }
+  }, [summaryStats.periodProgress]);
 
   const fetchData = useCallback(async () => {
     try {
@@ -200,33 +215,30 @@ const MiniSalesChart = ({ className = "" }) => {
         totalOrders: acc.totalOrders + (Number(day.orders) || 0),
         prevRevenue: acc.prevRevenue + (Number(day.prevRevenue) || 0),
         prevOrders: acc.prevOrders + (Number(day.prevOrders) || 0),
+        periodProgress: day.periodProgress || 100,
       }), { 
         totalRevenue: 0, 
         totalOrders: 0,
         prevRevenue: 0,
-        prevOrders: 0
+        prevOrders: 0,
+        periodProgress: 100
       });
 
-      // Calculate growth percentages
-      const growth = {
-        revenue: totals.prevRevenue > 0 
-          ? ((totals.totalRevenue - totals.prevRevenue) / totals.prevRevenue) * 100 
-          : 0,
-        orders: totals.prevOrders > 0
-          ? ((totals.totalOrders - totals.prevOrders) / totals.prevOrders) * 100
-          : 0
-      };
-
       setData(processedData);
-      setSummaryStats({ ...totals, growth });
+      setSummaryStats(totals);
       setError(null);
+
+      // Fetch projection if needed
+      if (totals.periodProgress < 100) {
+        fetchProjection();
+      }
     } catch (error) {
       console.error("Error fetching data:", error);
       setError(error.message);
     } finally {
       setLoading(false);
     }
-  }, []);
+  }, [fetchProjection]);
 
   useEffect(() => {
     fetchData();
@@ -294,8 +306,16 @@ const MiniSalesChart = ({ className = "" }) => {
               title="30 Days Revenue"
               value={formatCurrency(summaryStats.totalRevenue, false)}
               previousValue={formatCurrency(summaryStats.prevRevenue, false)}
-              trend={summaryStats.growth.revenue >= 0 ? "up" : "down"}
-              trendValue={`${Math.abs(Math.round(summaryStats.growth.revenue))}%`}
+              trend={
+                summaryStats.periodProgress < 100 
+                  ? ((projection?.projectedRevenue || summaryStats.totalRevenue) >= summaryStats.prevRevenue ? "up" : "down")
+                  : (summaryStats.totalRevenue >= summaryStats.prevRevenue ? "up" : "down")
+              }
+              trendValue={
+                summaryStats.periodProgress < 100
+                  ? `${Math.abs(Math.round(((projection?.projectedRevenue || summaryStats.totalRevenue) - summaryStats.prevRevenue) / summaryStats.prevRevenue * 100))}%`
+                  : `${Math.abs(Math.round(((summaryStats.totalRevenue - summaryStats.prevRevenue) / summaryStats.prevRevenue) * 100))}%`
+              }
               colorClass="text-emerald-300"
               titleClass="text-emerald-300 font-bold text-md"
               descriptionClass="text-emerald-300 text-md font-semibold pb-1"
@@ -309,8 +329,16 @@ const MiniSalesChart = ({ className = "" }) => {
               title="30 Days Orders"
               value={summaryStats.totalOrders.toLocaleString()}
               previousValue={summaryStats.prevOrders.toLocaleString()}
-              trend={summaryStats.growth.orders >= 0 ? "up" : "down"}
-              trendValue={`${Math.abs(Math.round(summaryStats.growth.orders))}%`}
+              trend={
+                summaryStats.periodProgress < 100 
+                  ? ((Math.round(summaryStats.totalOrders * (100 / summaryStats.periodProgress))) >= summaryStats.prevOrders ? "up" : "down")
+                  : (summaryStats.totalOrders >= summaryStats.prevOrders ? "up" : "down")
+              }
+              trendValue={
+                summaryStats.periodProgress < 100
+                  ? `${Math.abs(Math.round(((Math.round(summaryStats.totalOrders * (100 / summaryStats.periodProgress))) - summaryStats.prevOrders) / summaryStats.prevOrders * 100))}%`
+                  : `${Math.abs(Math.round(((summaryStats.totalOrders - summaryStats.prevOrders) / summaryStats.prevOrders) * 100))}%`
+              }
               colorClass="text-blue-300"
               titleClass="text-blue-300 font-bold text-md"
               descriptionClass="text-blue-300 text-md font-semibold pb-1"
diff --git a/dashboard/src/components/dashboard/SalesChart.jsx b/dashboard/src/components/dashboard/SalesChart.jsx
index 98bbedb..22f456f 100644
--- a/dashboard/src/components/dashboard/SalesChart.jsx
+++ b/dashboard/src/components/dashboard/SalesChart.jsx
@@ -342,16 +342,8 @@ const calculateSummaryStats = (data = []) => {
     return best;
   }, null);
 
-  // Calculate growth percentages
-  const growth = {
-    revenue: prevRevenue
-      ? ((totalRevenue - prevRevenue) / prevRevenue) * 100
-      : 0,
-    orders: prevOrders ? ((totalOrders - prevOrders) / prevOrders) * 100 : 0,
-    avgOrderValue: prevAvgOrderValue
-      ? ((avgOrderValue - prevAvgOrderValue) / prevAvgOrderValue) * 100
-      : 0,
-  };
+  // Get period progress from the last day
+  const periodProgress = data[data.length - 1]?.periodProgress || 100;
 
   return {
     totalRevenue,
@@ -361,7 +353,7 @@ const calculateSummaryStats = (data = []) => {
     prevRevenue,
     prevOrders,
     prevAvgOrderValue,
-    growth,
+    periodProgress,
     movingAverages: {
       revenue: data[data.length - 1]?.movingAverage || 0,
       orders: data[data.length - 1]?.orderMovingAverage || 0,
@@ -371,7 +363,7 @@ const calculateSummaryStats = (data = []) => {
 };
 
 // Add memoized SummaryStats component
-const SummaryStats = memo(({ stats = {} }) => {
+const SummaryStats = memo(({ stats = {}, projection = null, projectionLoading = false }) => {
   const {
     totalRevenue = 0,
     totalOrders = 0,
@@ -380,17 +372,39 @@ const SummaryStats = memo(({ stats = {} }) => {
     prevRevenue = 0,
     prevOrders = 0,
     prevAvgOrderValue = 0,
-    growth = { revenue: 0, orders: 0, avgOrderValue: 0 },
+    periodProgress = 100
   } = stats;
 
+  // Calculate projected values when period is incomplete
+  const currentRevenue = periodProgress < 100 ? (projection?.projectedRevenue || totalRevenue) : totalRevenue;
+  const revenueTrend = currentRevenue >= prevRevenue ? "up" : "down";
+  const revenueDiff = Math.abs(currentRevenue - prevRevenue);
+  const revenuePercentage = (revenueDiff / prevRevenue) * 100;
+
+  // Calculate order trends
+  const currentOrders = periodProgress < 100 ? (projection?.projectedOrders || totalOrders) : totalOrders;
+  const ordersTrend = currentOrders >= prevOrders ? "up" : "down";
+  const ordersDiff = Math.abs(currentOrders - prevOrders);
+  const ordersPercentage = (ordersDiff / prevOrders) * 100;
+
+  // Calculate AOV trends
+  const currentAOV = currentOrders ? currentRevenue / currentOrders : avgOrderValue;
+  const aovTrend = currentAOV >= prevAvgOrderValue ? "up" : "down";
+  const aovDiff = Math.abs(currentAOV - prevAvgOrderValue);
+  const aovPercentage = (aovDiff / prevAvgOrderValue) * 100;
+
   return (
     <div className="grid grid-cols-2 lg:grid-cols-4 gap-4 py-4 max-w-3xl">
       <StatCard
         title="Total Revenue"
         value={formatCurrency(totalRevenue, false)}
-        description={`Previous: ${formatCurrency(prevRevenue, false)}`}
-        trend={growth.revenue >= 0 ? "up" : "down"}
-        trendValue={formatPercentage(growth.revenue)}
+        description={
+          periodProgress < 100 
+            ? `Projected: ${formatCurrency(projection?.projectedRevenue || totalRevenue, false)}`
+            : `Previous: ${formatCurrency(prevRevenue, false)}`
+        }
+        trend={projectionLoading && periodProgress < 100 ? undefined : revenueTrend}
+        trendValue={projectionLoading && periodProgress < 100 ? null : formatPercentage(revenuePercentage)}
         info="Total revenue for the selected period"
         colorClass="text-green-600 dark:text-green-400"
       />
@@ -398,9 +412,13 @@ const SummaryStats = memo(({ stats = {} }) => {
       <StatCard
         title="Total Orders"
         value={totalOrders.toLocaleString()}
-        description={`Previous: ${prevOrders.toLocaleString()} orders`}
-        trend={growth.orders >= 0 ? "up" : "down"}
-        trendValue={formatPercentage(growth.orders)}
+        description={
+          periodProgress < 100 
+            ? `Projected: ${(projection?.projectedOrders || totalOrders).toLocaleString()}`
+            : `Previous: ${prevOrders.toLocaleString()}`
+        }
+        trend={projectionLoading && periodProgress < 100 ? undefined : ordersTrend}
+        trendValue={projectionLoading && periodProgress < 100 ? null : formatPercentage(ordersPercentage)}
         info="Total number of orders for the selected period"
         colorClass="text-blue-600 dark:text-blue-400"
       />
@@ -408,9 +426,13 @@ const SummaryStats = memo(({ stats = {} }) => {
       <StatCard
         title="AOV"
         value={formatCurrency(avgOrderValue)}
-        description={`Previous: ${formatCurrency(prevAvgOrderValue)}`}
-        trend={growth.avgOrderValue >= 0 ? "up" : "down"}
-        trendValue={formatPercentage(growth.avgOrderValue)}
+        description={
+          periodProgress < 100 
+            ? `Projected: ${formatCurrency(currentAOV)}`
+            : `Previous: ${formatCurrency(prevAvgOrderValue)}`
+        }
+        trend={projectionLoading && periodProgress < 100 ? undefined : aovTrend}
+        trendValue={projectionLoading && periodProgress < 100 ? null : formatPercentage(aovPercentage)}
         info="Average value per order for the selected period"
         colorClass="text-purple-600 dark:text-purple-400"
       />
@@ -519,6 +541,25 @@ const SalesChart = ({ timeRange = "last30days", title = "Sales Overview" }) => {
     showPrevious: false,
   });
   const [summaryStats, setSummaryStats] = useState({});
+  const [projection, setProjection] = useState(null);
+  const [projectionLoading, setProjectionLoading] = useState(false);
+
+  // Add function to fetch projection
+  const fetchProjection = useCallback(async (params) => {
+    if (!params) return;
+    
+    try {
+      setProjectionLoading(true);
+      const response = await axios.get("/api/klaviyo/events/projection", {
+        params,
+      });
+      setProjection(response.data);
+    } catch (error) {
+      console.error("Error loading projection:", error);
+    } finally {
+      setProjectionLoading(false);
+    }
+  }, []);
 
   // Fetch data function
   const fetchData = useCallback(async (params) => {
@@ -551,13 +592,18 @@ const SalesChart = ({ timeRange = "last30days", title = "Sales Overview" }) => {
       setData(processedData);
       setSummaryStats(stats);
       setError(null);
+
+      // Fetch projection if needed
+      if (stats.periodProgress < 100) {
+        fetchProjection(params);
+      }
     } catch (error) {
       console.error("Error fetching data:", error);
       setError(error.message);
     } finally {
       setLoading(false);
     }
-  }, []);
+  }, [fetchProjection]);
 
   // Handle time range change
   const handleTimeRangeChange = useCallback(
@@ -832,7 +878,11 @@ const SalesChart = ({ timeRange = "last30days", title = "Sales Overview" }) => {
             (loading ? (
               <SkeletonStats />
             ) : (
-              <SummaryStats stats={summaryStats} />
+              <SummaryStats 
+                stats={summaryStats} 
+                projection={projection}
+                projectionLoading={projectionLoading}
+              />
             ))}
 
           {/* Show metric toggles only if not in error state */}
diff --git a/dashboard/src/components/dashboard/StatCards.jsx b/dashboard/src/components/dashboard/StatCards.jsx
index 5db3bea..f73207c 100644
--- a/dashboard/src/components/dashboard/StatCards.jsx
+++ b/dashboard/src/components/dashboard/StatCards.jsx
@@ -1256,6 +1256,98 @@ const SkeletonTable = ({ rows = 8 }) => (
   </div>
 );
 
+const SummaryStats = memo(({ stats = {}, projection = null, projectionLoading = false }) => {
+  const {
+    totalRevenue = 0,
+    totalOrders = 0,
+    avgOrderValue = 0,
+    bestDay = null,
+    prevRevenue = 0,
+    prevOrders = 0,
+    prevAvgOrderValue = 0,
+    periodProgress = 100
+  } = stats;
+
+  // Calculate projected values when period is incomplete
+  const currentRevenue = periodProgress < 100 ? (projection?.projectedRevenue || totalRevenue) : totalRevenue;
+  const revenueTrend = currentRevenue >= prevRevenue ? "up" : "down";
+  const revenueDiff = Math.abs(currentRevenue - prevRevenue);
+  const revenuePercentage = (revenueDiff / prevRevenue) * 100;
+
+  // Calculate order trends
+  const currentOrders = periodProgress < 100 ? Math.round(totalOrders * (100 / periodProgress)) : totalOrders;
+  const ordersTrend = currentOrders >= prevOrders ? "up" : "down";
+  const ordersDiff = Math.abs(currentOrders - prevOrders);
+  const ordersPercentage = (ordersDiff / prevOrders) * 100;
+
+  // Calculate AOV trends
+  const currentAOV = currentOrders ? currentRevenue / currentOrders : avgOrderValue;
+  const aovTrend = currentAOV >= prevAvgOrderValue ? "up" : "down";
+  const aovDiff = Math.abs(currentAOV - prevAvgOrderValue);
+  const aovPercentage = (aovDiff / prevAvgOrderValue) * 100;
+
+  return (
+    <div className="grid grid-cols-2 lg:grid-cols-4 gap-4 py-4 max-w-3xl">
+      <StatCard
+        title="Total Revenue"
+        value={formatCurrency(totalRevenue, false)}
+        description={
+          periodProgress < 100 
+            ? `Projected: ${formatCurrency(currentRevenue, false)}`
+            : `Previous: ${formatCurrency(prevRevenue, false)}`
+        }
+        trend={projectionLoading && periodProgress < 100 ? undefined : revenueTrend}
+        trendValue={projectionLoading && periodProgress < 100 ? null : formatPercentage(revenuePercentage)}
+        info="Total revenue for the selected period"
+        colorClass="text-green-600 dark:text-green-400"
+      />
+
+      <StatCard
+        title="Total Orders"
+        value={totalOrders.toLocaleString()}
+        description={
+          periodProgress < 100 
+            ? `Projected: ${currentOrders.toLocaleString()}`
+            : `Previous: ${prevOrders.toLocaleString()}`
+        }
+        trend={projectionLoading && periodProgress < 100 ? undefined : ordersTrend}
+        trendValue={projectionLoading && periodProgress < 100 ? null : formatPercentage(ordersPercentage)}
+        info="Total number of orders for the selected period"
+        colorClass="text-blue-600 dark:text-blue-400"
+      />
+
+      <StatCard
+        title="AOV"
+        value={formatCurrency(avgOrderValue)}
+        description={
+          periodProgress < 100 
+            ? `Projected: ${formatCurrency(currentAOV)}`
+            : `Previous: ${formatCurrency(prevAvgOrderValue)}`
+        }
+        trend={projectionLoading && periodProgress < 100 ? undefined : aovTrend}
+        trendValue={projectionLoading && periodProgress < 100 ? null : formatPercentage(aovPercentage)}
+        info="Average value per order for the selected period"
+        colorClass="text-purple-600 dark:text-purple-400"
+      />
+
+      <StatCard
+        title="Best Day"
+        value={formatCurrency(bestDay?.revenue || 0, false)}
+        description={
+          bestDay?.timestamp
+            ? `${new Date(bestDay.timestamp).toLocaleDateString("en-US", {
+                month: "short",
+                day: "numeric",
+              })} - ${bestDay.orders} orders`
+            : "No data"
+        }
+        info="Day with highest revenue in the selected period"
+        colorClass="text-orange-600 dark:text-orange-400"
+      />
+    </div>
+  );
+});
+
 const StatCards = ({
   timeRange: initialTimeRange = "today",
   startDate,