diff --git a/src/components/dashboard/chart-theme.ts b/src/components/dashboard/chart-theme.ts
index 9ad328e9..0fa3162c 100644
--- a/src/components/dashboard/chart-theme.ts
+++ b/src/components/dashboard/chart-theme.ts
@@ -114,3 +114,12 @@ export function formatDuration(ms: number): string {
   }
   return `${Math.round(ms)}ms`;
 }
+
+export function formatCost(usd: number): string {
+  if (usd === 0) return "$0.00";
+  if (usd >= 1_000_000) return `$${(usd / 1_000_000).toFixed(2)}M`;
+  if (usd >= 1_000) return `$${(usd / 1_000).toFixed(2)}K`;
+  if (usd >= 0.01) return `$${usd.toFixed(2)}`;
+  // 小于一分时保留四位小数，既能让真实存在的消费显示出来，又不会过长
+  return `$${usd.toFixed(4)}`;
+}
diff --git a/src/components/dashboard/leaderboard-section.tsx b/src/components/dashboard/leaderboard-section.tsx
index 3e155842..16fd226f 100644
--- a/src/components/dashboard/leaderboard-section.tsx
+++ b/src/components/dashboard/leaderboard-section.tsx
@@ -8,7 +8,7 @@ import { Card, CardContent } from "@/components/ui/card";
 import { cn } from "@/lib/utils";
 import type { StatsLeaderboardResponse, DistributionItem } from "@/types/api";
 
-import { formatNumber, UPSTREAM_COLORS_DARK } from "./chart-theme";
+import { formatCost, formatNumber, UPSTREAM_COLORS_DARK } from "./chart-theme";
 import { DashboardLoadingBlock, DashboardLoadingSurface } from "./dashboard-loading";
 
 interface LeaderboardSectionProps {
@@ -40,12 +40,6 @@ function getTtftClass(ttftMs: number): string {
   return "text-status-success";
 }
 
-function formatCost(usd: number): string {
-  if (usd === 0) return "$0.00";
-  if (usd < 0.01) return `$${usd.toFixed(6)}`;
-  return `$${usd.toFixed(4)}`;
-}
-
 const RANK_ROW_BASE =
   "flex items-center gap-3 rounded-cf-sm border-l-2 px-2.5 py-1.5 transition-colors bg-surface-300/42 hover:bg-surface-400/55";
 
diff --git a/src/components/dashboard/stats-cards.tsx b/src/components/dashboard/stats-cards.tsx
index 30e20b6f..fb5f125f 100644
--- a/src/components/dashboard/stats-cards.tsx
+++ b/src/components/dashboard/stats-cards.tsx
@@ -15,7 +15,7 @@ import {
 import { Card, CardContent } from "@/components/ui/card";
 import { cn } from "@/lib/utils";
 
-import { formatDuration, formatNumber } from "./chart-theme";
+import { formatCost, formatDuration, formatNumber } from "./chart-theme";
 import { DashboardLoadingBlock, DashboardLoadingSurface } from "./dashboard-loading";
 
 interface StatsCardsProps {
@@ -52,12 +52,6 @@ function formatCacheRate(rate: number): string {
   return `${normalizedRate.toFixed(2)}%`;
 }
 
-function formatCost(usd: number): string {
-  if (usd === 0) return "$0.00";
-  if (usd < 0.01) return `$${usd.toFixed(6)}`;
-  return `$${usd.toFixed(4)}`;
-}
-
 interface DeltaBadgeProps {
   today: number;
   yesterday: number;
diff --git a/tests/components/dashboard/leaderboard-section.test.tsx b/tests/components/dashboard/leaderboard-section.test.tsx
index 8af07f28..12b0c554 100644
--- a/tests/components/dashboard/leaderboard-section.test.tsx
+++ b/tests/components/dashboard/leaderboard-section.test.tsx
@@ -197,6 +197,36 @@ describe("LeaderboardSection", () => {
       expect(screen.getByText("10.0K")).toBeInTheDocument();
     });
 
+    it("renders costs with two decimals", () => {
+      render(<LeaderboardSection data={mockData} isLoading={false} />);
+
+      expect(screen.getByText("$12.50")).toBeInTheDocument();
+      expect(screen.getByText("$8.00")).toBeInTheDocument();
+      expect(screen.getByText("$0.50")).toBeInTheDocument();
+    });
+
+    it("renders sub-cent cost with four decimals", () => {
+      const data: StatsLeaderboardResponse = {
+        api_keys: [
+          {
+            id: "key-tiny",
+            name: "Tiny Key",
+            key_prefix: "sk-tiny",
+            request_count: 1,
+            total_tokens: 10,
+            total_cost_usd: 0.006599,
+            model_distribution: [],
+          },
+        ],
+        upstreams: [],
+        models: [],
+      };
+
+      render(<LeaderboardSection data={data} isLoading={false} />);
+
+      expect(screen.getByText("$0.0066")).toBeInTheDocument();
+    });
+
     it("renders distribution pie charts with fixed dimensions", () => {
       render(<LeaderboardSection data={mockData} isLoading={false} />);
 
diff --git a/tests/components/dashboard/stats-cards.test.tsx b/tests/components/dashboard/stats-cards.test.tsx
index e26dcfeb..ae29abb7 100644
--- a/tests/components/dashboard/stats-cards.test.tsx
+++ b/tests/components/dashboard/stats-cards.test.tsx
@@ -200,6 +200,38 @@ describe("StatsCards", () => {
     });
   });
 
+  describe("Cost formatting", () => {
+    it("renders zero cost as $0.00", () => {
+      render(<StatsCards {...defaultProps} totalCostToday={0} />);
+
+      expect(screen.getByText("$0.00")).toBeInTheDocument();
+    });
+
+    it("renders sub-cent cost with four decimals", () => {
+      render(<StatsCards {...defaultProps} totalCostToday={0.006599} />);
+
+      expect(screen.getByText("$0.0066")).toBeInTheDocument();
+    });
+
+    it("renders regular cost with two decimals", () => {
+      render(<StatsCards {...defaultProps} totalCostToday={12.5} />);
+
+      expect(screen.getByText("$12.50")).toBeInTheDocument();
+    });
+
+    it("abbreviates thousand-dollar cost with K suffix", () => {
+      render(<StatsCards {...defaultProps} totalCostToday={1234.5} />);
+
+      expect(screen.getByText("$1.23K")).toBeInTheDocument();
+    });
+
+    it("abbreviates million-dollar cost with M suffix", () => {
+      render(<StatsCards {...defaultProps} totalCostToday={2_500_000} />);
+
+      expect(screen.getByText("$2.50M")).toBeInTheDocument();
+    });
+  });
+
   describe("Icons", () => {
     it("renders activity icon for requests", () => {
       render(