diff --git a/apps/studio/components/interfaces/QueryInsights/QueryQuickGlance.tsx b/apps/studio/components/interfaces/QueryInsights/QueryQuickGlance.tsx
index e599503674a..5681cbc700a 100644
--- a/apps/studio/components/interfaces/QueryInsights/QueryQuickGlance.tsx
+++ b/apps/studio/components/interfaces/QueryInsights/QueryQuickGlance.tsx
@@ -1,7 +1,118 @@
+import { useMemo } from 'react'
+import { useQueryInsightsGlanceQuery } from 'data/query-insights/query-glance-query'
+import { useSelectedProjectQuery } from 'hooks/misc/useSelectedProject'
+import { Card, CardContent } from 'ui'
+import { Database, BarChart3, Clock, AlertCircle } from 'lucide-react'
+
 export const QueryQuickGlance = () => {
+  const { data: project } = useSelectedProjectQuery()
+
+  // Memoize time range to prevent constant re-renders
+  const { startTime, endTime } = useMemo(() => {
+    const endTime = new Date().toISOString()
+    const startTime = new Date(Date.now() - 24 * 60 * 60 * 1000).toISOString()
+    return { startTime, endTime }
+  }, []) // Empty dependency array - only calculate once
+
+  const {
+    data: glanceData,
+    isLoading,
+    error,
+  } = useQueryInsightsGlanceQuery({
+    projectRef: project?.ref,
+    connectionString: project?.connectionString,
+    startTime,
+    endTime,
+  })
+
+  const cards = useMemo(() => {
+    if (!glanceData) return []
+
+    return [
+      {
+        icon: <Database size={14} strokeWidth={1} />,
+        title: 'Queries',
+        values: [
+          {
+            label: 'Unique',
+            value: glanceData.unique_queries || 0,
+          },
+          {
+            label: 'Total',
+            value: glanceData.total_queries || 0,
+          },
+        ],
+      },
+      {
+        icon: <Clock size={14} strokeWidth={1} />,
+        title: 'Query Time',
+        values: [
+          {
+            label: 'Average',
+            value: glanceData.avg_query_time?.toFixed(2) || 0,
+          },
+          {
+            label: 'Max',
+            value: glanceData.max_query_time?.toFixed(2) || 0,
+          },
+        ],
+      },
+      {
+        icon: <AlertCircle size={14} strokeWidth={1} />,
+        title: 'Errors',
+        values: [
+          {
+            label: 'Count',
+            value: glanceData.error_count || 0,
+          },
+          {
+            label: 'Rate',
+            value: glanceData.avg_error_rate?.toFixed(2) || 0,
+          },
+        ],
+      },
+    ]
+  }, [glanceData])
+
+  if (isLoading) {
+    return (
+      <div className="grid grid-cols-2 md:grid-cols-3 gap-4">
+        {/* {[...Array(6)].map((_, i) => (
+          <div key={i} className="h-24 bg-gray-100 animate-pulse rounded-lg" />
+        ))} */}
+        Loading...
+      </div>
+    )
+  }
+
+  if (error) {
+    return <div className="text-red-500">Error loading query insights: {error.message}</div>
+  }
+
   return (
-    <>
-      <div>At a glance blocks here...</div>
-    </>
+    <section className="grid grid-cols-3 gap-4 w-full">
+      {cards.map((card, index) => (
+        <Card key={index}>
+          <CardContent className="flex flex-col items-start gap-2">
+            <div className="flex gap-2 items-center text-foreground-light ">
+              <span>{card.icon}</span>
+              <span className="text-xs font-mono uppercase truncate max-w-[24ch]">
+                {card.title}
+              </span>
+            </div>
+            <div className="flex flex-col w-full divide-y divide-dashed">
+              {card.values.map((value, index) => (
+                <div key={index} className="text-sm py-2 flex justify-between items-center w-full">
+                  <span className="font-mono text-foreground-lighter truncate max-w-[16ch]">
+                    {value.label}{' '}
+                  </span>
+                  <span>{value.value}</span>
+                </div>
+              ))}
+            </div>
+          </CardContent>
+        </Card>
+      ))}
+    </section>
   )
 }
diff --git a/apps/studio/data/query-insights/keys.ts b/apps/studio/data/query-insights/keys.ts
new file mode 100644
index 00000000000..6db7854a9c4
--- /dev/null
+++ b/apps/studio/data/query-insights/keys.ts
@@ -0,0 +1,13 @@
+import type { QueryKey } from '@tanstack/react-query'
+
+export const queryInsightsKeys = {
+  all: (projectRef: string | undefined) => ['projects', projectRef, 'query-insights'] as const,
+  metrics: (projectRef: string | undefined, metric: string, startTime: string, endTime: string) =>
+    ['projects', projectRef, 'query-insights', 'metrics', metric, startTime, endTime] as const,
+  queries: (projectRef: string | undefined, startTime: string, endTime: string) =>
+    ['projects', projectRef, 'query-insights', 'queries', startTime, endTime] as const,
+  queriesWithErrors: (projectRef: string | undefined, startTime: string, endTime: string) =>
+    ['projects', projectRef, 'query-insights', 'queries-with-errors', startTime, endTime] as const,
+  glance: (projectRef: string | undefined, startTime: string, endTime: string) =>
+    ['projects', projectRef, 'query-insights', 'glance', startTime, endTime] as const,
+}
\ No newline at end of file
diff --git a/apps/studio/data/query-insights/query-glance-query.ts b/apps/studio/data/query-insights/query-glance-query.ts
new file mode 100644
index 00000000000..bdb301b0bd6
--- /dev/null
+++ b/apps/studio/data/query-insights/query-glance-query.ts
@@ -0,0 +1,73 @@
+import { useQuery, UseQueryOptions } from '@tanstack/react-query'
+import { executeSql, ExecuteSqlError } from '../sql/execute-sql-query'
+import { queryInsightsKeys } from './keys'
+
+export type QueryInsightsGlance = {
+  unique_queries: number
+  total_queries: number
+  avg_query_time: number
+  max_query_time: number
+  error_count: number
+  avg_error_rate: number
+}
+
+export const getQueriesGlanceMetrics = (startTime: string, endTime: string) => /* SQL */ `
+  SELECT 
+    COUNT(DISTINCT query) as unique_queries,
+    SUM(calls) as total_queries,
+    AVG(mean_exec_time) as avg_query_time,
+    MAX(mean_exec_time) as max_query_time,
+    COUNT(CASE WHEN mean_exec_time > 1000 AND calls > 1 THEN 1 END) as error_count,
+    CASE 
+      WHEN SUM(calls) > 0 THEN 
+        (COUNT(CASE WHEN mean_exec_time > 1000 AND calls > 1 THEN 1 END)::float / SUM(calls)::float) * 100
+      ELSE 0 
+    END as avg_error_rate
+  FROM pg_stat_monitor 
+  WHERE bucket_start_time >= '${startTime}'::timestamptz
+    AND bucket_start_time <= '${endTime}'::timestamptz
+    AND bucket_done = true
+`.trim()
+
+export type QueryInsightsGlanceVariables = {
+  projectRef?: string
+  connectionString?: string | null
+  startTime: string
+  endTime: string
+}
+
+export async function getQueryInsightsGlance(
+  { projectRef, connectionString, startTime, endTime }: QueryInsightsGlanceVariables,
+  signal?: AbortSignal
+) {
+  const sql = getQueriesGlanceMetrics(startTime, endTime)
+
+  const { result } = await executeSql(
+    { projectRef, connectionString, sql, queryKey: queryInsightsKeys.glance(projectRef, startTime, endTime) },
+    signal
+  )
+
+  return result[0] as QueryInsightsGlance
+}
+
+export type QueryInsightsGlanceData = Awaited<ReturnType<typeof getQueryInsightsGlance>>
+export type QueryInsightsGlanceError = ExecuteSqlError
+
+export const useQueryInsightsGlanceQuery = <TData = QueryInsightsGlanceData>(
+  { projectRef, connectionString, startTime, endTime }: QueryInsightsGlanceVariables,
+  { enabled = true, ...options }: UseQueryOptions<QueryInsightsGlanceData, QueryInsightsGlanceError, TData> = {}
+) => {
+  return useQuery<QueryInsightsGlanceData, QueryInsightsGlanceError, TData>(
+    queryInsightsKeys.glance(projectRef, startTime, endTime),
+    ({ signal }) => getQueryInsightsGlance({ projectRef, connectionString, startTime, endTime }, signal),
+    { 
+      enabled: enabled && typeof projectRef !== 'undefined', 
+      staleTime: 5 * 60 * 1000, // 5 minutes
+      cacheTime: 10 * 60 * 1000, // 10 minutes
+      refetchOnWindowFocus: false,
+      refetchOnMount: false,
+      refetchOnReconnect: false,
+      ...options 
+    }
+  )
+}