diff --git a/open-sse/services/usage/codex.js b/open-sse/services/usage/codex.js
index 960af333..64d3cbbc 100644
--- a/open-sse/services/usage/codex.js
+++ b/open-sse/services/usage/codex.js
@@ -80,6 +80,23 @@ function getCodexReviewRateLimit(data) {
   }) || null;
 }
 
+function getCodexSparkRateLimit(data) {
+  if (data.spark_rate_limit || data.gpt_5_3_codex_spark_rate_limit) {
+    return data.spark_rate_limit || data.gpt_5_3_codex_spark_rate_limit;
+  }
+
+  const byLimitId = data.rate_limits_by_limit_id;
+  if (byLimitId && typeof byLimitId === "object" && !Array.isArray(byLimitId)) {
+    return byLimitId["gpt-5.3-codex-spark"] || byLimitId.gpt_5_3_codex_spark || byLimitId.spark || null;
+  }
+
+  const additional = Array.isArray(data.additional_rate_limits) ? data.additional_rate_limits : [];
+  return additional.find((entry) => {
+    const id = String(entry?.limit_name || entry?.metered_feature || entry?.id || "").toLowerCase();
+    return id.includes("spark") || id.includes("5.3-codex-spark");
+  }) || null;
+}
+
 export async function getCodexUsage(accessToken, proxyOptions = null) {
   try {
     const response = await proxyAwareFetch(CODEX_CONFIG.usageUrl, {
@@ -97,16 +114,19 @@ export async function getCodexUsage(accessToken, proxyOptions = null) {
     const data = await response.json();
     const normalRateLimit = data.rate_limit || data.rate_limits || data.rate_limits_by_limit_id?.codex || {};
     const reviewRateLimit = getCodexReviewRateLimit(data);
+    const sparkRateLimit = getCodexSparkRateLimit(data);
     const availableResetCredits = Math.max(0, toFiniteNumber(data.rate_limit_reset_credits?.available_count, 0));
     const quotas = {};
 
     appendCodexQuotaWindows(quotas, "", normalRateLimit);
     appendCodexQuotaWindows(quotas, "review", reviewRateLimit);
+    appendCodexQuotaWindows(quotas, "spark", sparkRateLimit);
 
     return {
       plan: data.plan_type || data.summary?.plan || "unknown",
       limitReached: getCodexRateLimitBody(normalRateLimit)?.limit_reached || false,
       reviewLimitReached: getCodexRateLimitBody(reviewRateLimit)?.limit_reached || false,
+      sparkLimitReached: getCodexRateLimitBody(sparkRateLimit)?.limit_reached || false,
       resetCredits: { availableCount: availableResetCredits },
       quotas,
     };
diff --git a/src/app/(dashboard)/dashboard/usage/components/ProviderLimits/utils.js b/src/app/(dashboard)/dashboard/usage/components/ProviderLimits/utils.js
index ffd861e0..86d351f6 100644
--- a/src/app/(dashboard)/dashboard/usage/components/ProviderLimits/utils.js
+++ b/src/app/(dashboard)/dashboard/usage/components/ProviderLimits/utils.js
@@ -379,8 +379,17 @@ export function parseQuotaData(provider, data) {
       case "codex":
         if (data.quotas) {
           Object.entries(data.quotas).forEach(([quotaType, quota]) => {
+            let displayName = quotaType;
+            if (quotaType === "spark_session") displayName = "Spark (5h)";
+            else if (quotaType === "spark_weekly") displayName = "Spark (Weekly)";
+            else if (quotaType === "session") displayName = "5h";
+            else if (quotaType === "weekly") displayName = "Weekly";
+            else if (quotaType === "review_session") displayName = "Review (5h)";
+            else if (quotaType === "review_weekly") displayName = "Review (Weekly)";
+
             normalizedQuotas.push({
-              name: quotaType,
+              name: displayName,
+              quotaType,
               used: quota.used || 0,
               total: quota.total || 0,
               remaining: quota.remaining,
diff --git a/tests/unit/codex-spark-quota-tracking.test.js b/tests/unit/codex-spark-quota-tracking.test.js
new file mode 100644
index 00000000..bde434cf
--- /dev/null
+++ b/tests/unit/codex-spark-quota-tracking.test.js
@@ -0,0 +1,37 @@
+import { describe, it, expect } from "vitest";
+import { parseQuotaData } from "@/app/(dashboard)/dashboard/usage/components/ProviderLimits/utils.js";
+
+describe("Codex Spark Quota Tracking (#3431)", () => {
+  it("correctly normalizes spark_session and spark_weekly quotas with display labels", () => {
+    const mockCodexUsage = {
+      plan: "team",
+      quotas: {
+        session: { used: 20, total: 100, remaining: 80, resetAt: "2026-08-22T05:00:00.000Z" },
+        weekly: { used: 40, total: 100, remaining: 60, resetAt: "2026-08-28T05:00:00.000Z" },
+        review_session: { used: 0, total: 100, remaining: 100, resetAt: "2026-08-22T05:00:00.000Z" },
+        spark_session: { used: 12, total: 100, remaining: 88, resetAt: "2026-08-22T05:00:00.000Z" },
+        spark_weekly: { used: 25, total: 100, remaining: 75, resetAt: "2026-08-28T05:00:00.000Z" },
+      },
+    };
+
+    const parsed = parseQuotaData("codex", mockCodexUsage);
+
+    const sparkSession = parsed.find((q) => q.name === "Spark (5h)");
+    const sparkWeekly = parsed.find((q) => q.name === "Spark (Weekly)");
+    const session = parsed.find((q) => q.name === "5h");
+    const weekly = parsed.find((q) => q.name === "Weekly");
+
+    expect(sparkSession).toBeDefined();
+    expect(sparkSession.used).toBe(12);
+    expect(sparkSession.remaining).toBe(88);
+
+    expect(sparkWeekly).toBeDefined();
+    expect(sparkWeekly.used).toBe(25);
+    expect(sparkWeekly.remaining).toBe(75);
+
+    expect(session).toBeDefined();
+    expect(session.used).toBe(20);
+    expect(weekly).toBeDefined();
+    expect(weekly.used).toBe(40);
+  });
+});