diff --git a/src/renderer/utils/forges/github/enrich.test.ts b/src/renderer/utils/forges/github/enrich.test.ts
index 8192cd19b..f99475601 100644
--- a/src/renderer/utils/forges/github/enrich.test.ts
+++ b/src/renderer/utils/forges/github/enrich.test.ts
@@ -58,4 +58,36 @@ describe('renderer/utils/forges/github/enrich.ts', () => {
       'Continuing with base notification details',
     );
   });
+
+  it('preserves the original subject reference only when enrichment fails', async () => {
+    vi.spyOn(logger, 'rendererLogError').mockImplementation(vi.fn());
+    vi.spyOn(logger, 'rendererLogWarn').mockImplementation(vi.fn());
+
+    vi.mocked(client.fetchNotificationDetailsForList).mockResolvedValue(new Map());
+
+    const failingNotification = mockPartialGitifyNotification({
+      title: 'This issue will fail to enrich',
+      type: 'Issue',
+      url: 'https://api.github.com/repos/gitify-app/notifications-test/issues/1' as Link,
+    });
+    const succeedingNotification = mockPartialGitifyNotification({
+      title: 'This issue will enrich',
+      type: 'Issue',
+      url: 'https://api.github.com/repos/gitify-app/notifications-test/issues/2' as Link,
+    });
+
+    vi.mocked(client.fetchIssueByNumber)
+      .mockRejectedValueOnce(new Error('Test error'))
+      .mockResolvedValueOnce({ repository: {} } as never);
+
+    const [failed, succeeded] = await enrichGitHubNotifications([
+      failingNotification,
+      succeedingNotification,
+    ]);
+
+    // Adapter contract: a failed enrichment keeps the original `subject`
+    // reference so callers can detect it; a completed one returns a new one.
+    expect(failed.subject).toBe(failingNotification.subject);
+    expect(succeeded.subject).not.toBe(succeedingNotification.subject);
+  });
 });
diff --git a/src/renderer/utils/forges/github/enrich.ts b/src/renderer/utils/forges/github/enrich.ts
index 24c96d785..de4979bc9 100644
--- a/src/renderer/utils/forges/github/enrich.ts
+++ b/src/renderer/utils/forges/github/enrich.ts
@@ -18,6 +18,10 @@ export const GITHUB_API_MERGE_BATCH_SIZE = 100;
  * comment count, labels, etc.) by issuing a single batched GraphQL query
  * and dispatching to per-subject-type handlers.
  *
+ * Notifications whose detail fetch fails are returned unchanged, preserving
+ * their original `subject` reference so callers can detect the failure (see
+ * the `enrichNotifications` adapter contract).
+ *
  * Exposed via `githubAdapter.enrichNotifications` so the shared notification
  * orchestrator stays adapter-agnostic.
  */
@@ -80,6 +84,10 @@ async function enrichSingle(
     );
 
     rendererLogWarn('enrichGitHubNotifications', 'Continuing with base notification details');
+
+    // Keep the original subject reference so callers can tell this
+    // notification was not enriched and retry it on a later poll.
+    return notification;
   }
 
   return {
diff --git a/src/renderer/utils/forges/types.ts b/src/renderer/utils/forges/types.ts
index 752c0a746..2a341667b 100644
--- a/src/renderer/utils/forges/types.ts
+++ b/src/renderer/utils/forges/types.ts
@@ -136,6 +136,11 @@ export interface ForgeAdapter {
    * enrichment (e.g. Gitea) omit this and the orchestrator returns the input
    * unchanged.
    *
+   * Implementations must return notifications in input order, and must return
+   * a notification whose detail fetch failed with its original `subject`
+   * reference unchanged, so callers can detect the failure (e.g. to avoid
+   * caching base details as if they were enriched).
+   *
    * @see ../notifications/notifications.ts `enrichNotifications` — orchestrator
    *      that delegates here when the user has detailed notifications enabled.
    */
diff --git a/src/renderer/utils/notifications/notifications.test.ts b/src/renderer/utils/notifications/notifications.test.ts
index cf8ff7dad..5cab69243 100644
--- a/src/renderer/utils/notifications/notifications.test.ts
+++ b/src/renderer/utils/notifications/notifications.test.ts
@@ -20,6 +20,7 @@ import {
 import * as apiClient from '../forges/github/client';
 import { GITHUB_API_MERGE_BATCH_SIZE } from '../forges/github/enrich';
 import {
+  clearEnrichmentCache,
   enrichNotifications,
   getNotificationCount,
   getUnreadNotificationCount,
@@ -41,6 +42,7 @@ describe('renderer/utils/notifications/notifications.ts', () => {
     vi.mocked(apiClient.fetchNotificationDetailsForList).mockReset();
     vi.mocked(apiClient.fetchNotificationDetailsForList).mockResolvedValue(new Map());
     vi.mocked(apiClient.fetchIssueByNumber).mockReset();
+    clearEnrichmentCache();
   });
 
   it('getNotificationCount', () => {
@@ -194,5 +196,121 @@ describe('renderer/utils/notifications/notifications.ts', () => {
       expect(fetchNotificationDetailsForListSpy).toHaveBeenCalledTimes(1);
       expect(fetchNotificationDetailsForListSpy.mock.calls[0][0]).toHaveLength(50);
     });
+
+    it('should skip re-fetch when a notification updatedAt is unchanged', async () => {
+      const fetchNotificationDetailsForListSpy = vi.mocked(
+        apiClient.fetchNotificationDetailsForList,
+      );
+      vi.mocked(apiClient.fetchIssueByNumber).mockResolvedValue({ repository: {} } as never);
+      fetchNotificationDetailsForListSpy.mockResolvedValue(new Map());
+
+      useSettingsStore.setState({ detailedNotifications: true });
+
+      const notification = {
+        ...(mockPartialGitifyNotification({
+          title: 'Issue #1',
+          type: 'Issue',
+          url: 'https://api.github.com/repos/gitify-app/notifications-test/issues/1' as Link,
+        }) as GitifyNotification),
+        id: '1',
+        updatedAt: '2026-01-01T00:00:00Z',
+      };
+
+      // First poll fetches details; second poll with an unchanged
+      // `updatedAt` must reuse the cached subject and not re-fetch.
+      await enrichNotifications([notification]);
+      await enrichNotifications([notification]);
+
+      expect(fetchNotificationDetailsForListSpy).toHaveBeenCalledTimes(1);
+    });
+
+    it('should re-fetch when a notification updatedAt changes', async () => {
+      const fetchNotificationDetailsForListSpy = vi.mocked(
+        apiClient.fetchNotificationDetailsForList,
+      );
+      vi.mocked(apiClient.fetchIssueByNumber).mockResolvedValue({ repository: {} } as never);
+      fetchNotificationDetailsForListSpy.mockResolvedValue(new Map());
+
+      useSettingsStore.setState({ detailedNotifications: true });
+
+      const base = mockPartialGitifyNotification({
+        title: 'Issue #1',
+        type: 'Issue',
+        url: 'https://api.github.com/repos/gitify-app/notifications-test/issues/1' as Link,
+      }) as GitifyNotification;
+
+      // A changed `updatedAt` invalidates the cache and forces a re-fetch.
+      await enrichNotifications([{ ...base, id: '1', updatedAt: '2026-01-01T00:00:00Z' }]);
+      await enrichNotifications([{ ...base, id: '1', updatedAt: '2026-01-02T00:00:00Z' }]);
+
+      expect(fetchNotificationDetailsForListSpy).toHaveBeenCalledTimes(2);
+    });
+
+    it('should keep cache entries for other accounts when pruning', async () => {
+      const fetchNotificationDetailsForListSpy = vi.mocked(
+        apiClient.fetchNotificationDetailsForList,
+      );
+      vi.mocked(apiClient.fetchIssueByNumber).mockResolvedValue({ repository: {} } as never);
+      fetchNotificationDetailsForListSpy.mockResolvedValue(new Map());
+
+      useSettingsStore.setState({ detailedNotifications: true });
+
+      const base = mockPartialGitifyNotification({
+        title: 'Issue #1',
+        type: 'Issue',
+        url: 'https://api.github.com/repos/gitify-app/notifications-test/issues/1' as Link,
+      }) as GitifyNotification;
+
+      const cloudNotification = {
+        ...base,
+        id: '1',
+        updatedAt: '2026-01-01T00:00:00Z',
+        account: mockGitHubCloudAccount,
+      };
+      const enterpriseNotification = {
+        ...base,
+        id: '2',
+        updatedAt: '2026-01-01T00:00:00Z',
+        account: mockGitHubEnterpriseServerAccount,
+      };
+
+      // `getAllNotifications` enriches each account in a separate call, so
+      // pruning one account's stale entries must not evict the other's.
+      await enrichNotifications([cloudNotification]);
+      await enrichNotifications([enterpriseNotification]);
+      await enrichNotifications([cloudNotification]);
+      await enrichNotifications([enterpriseNotification]);
+
+      expect(fetchNotificationDetailsForListSpy).toHaveBeenCalledTimes(2);
+    });
+
+    it('should re-fetch on the next poll when enrichment failed', async () => {
+      const fetchNotificationDetailsForListSpy = vi.mocked(
+        apiClient.fetchNotificationDetailsForList,
+      );
+      fetchNotificationDetailsForListSpy.mockResolvedValue(new Map());
+      // First poll: the per-notification fallback fetch fails, so the
+      // notification is returned with base details only.
+      vi.mocked(apiClient.fetchIssueByNumber).mockRejectedValueOnce(new Error('transient outage'));
+      vi.mocked(apiClient.fetchIssueByNumber).mockResolvedValue({ repository: {} } as never);
+
+      useSettingsStore.setState({ detailedNotifications: true });
+
+      const notification = {
+        ...(mockPartialGitifyNotification({
+          title: 'Issue #1',
+          type: 'Issue',
+          url: 'https://api.github.com/repos/gitify-app/notifications-test/issues/1' as Link,
+        }) as GitifyNotification),
+        id: '1',
+        updatedAt: '2026-01-01T00:00:00Z',
+      };
+
+      // The failed enrichment must not be cached, so the second poll retries.
+      await enrichNotifications([notification]);
+      await enrichNotifications([notification]);
+
+      expect(fetchNotificationDetailsForListSpy).toHaveBeenCalledTimes(2);
+    });
   });
 });
diff --git a/src/renderer/utils/notifications/notifications.ts b/src/renderer/utils/notifications/notifications.ts
index ce1cafefd..e7d53a89d 100644
--- a/src/renderer/utils/notifications/notifications.ts
+++ b/src/renderer/utils/notifications/notifications.ts
@@ -1,8 +1,14 @@
 import { useAccountsStore, useSettingsStore } from '../../stores';
 
-import type { Account, AccountNotifications, RawGitifyNotification } from '../../types';
+import type {
+  Account,
+  AccountNotifications,
+  GitifySubject,
+  RawGitifyNotification,
+} from '../../types';
 
 import { determineFailureType } from '../api/errors';
+import { getAccountUUID } from '../auth/utils';
 import { rendererLogError, toError } from '../core/logger';
 import { getAdapter } from '../forges/registry';
 import { filterBaseNotifications } from './filters/filter';
@@ -114,6 +120,14 @@ export async function getAllNotifications(): Promise<AccountNotifications[]> {
  * original list unchanged otherwise. Details are fetched in batches via
  * GraphQL to avoid overwhelming the API.
  *
+ * To avoid re-fetching details for notifications that have not changed,
+ * previously-enriched subjects are cached keyed by account, notification id,
+ * and `updatedAt` (see {@link enrichmentCacheKey}). GitHub bumps a
+ * notification's `updatedAt` whenever its subject changes in a way worth
+ * surfacing, so an unchanged `updatedAt` means the cached subject is still
+ * valid and the detail fetch can be skipped entirely. This sharply reduces
+ * per-poll API request volume for users with many long-lived notifications.
+ *
  * @param notifications - The notifications to enrich.
  * @returns The same notifications with subject fields populated from the API.
  */
@@ -130,7 +144,84 @@ export async function enrichNotifications(
   if (!enrich) {
     return notifications;
   }
-  return enrich(notifications);
+
+  // Reuse cached subjects for notifications whose `updatedAt` is unchanged and
+  // only fetch details for cache misses, so unchanged notifications are not
+  // re-fetched on every poll cycle. The cached subject is applied onto the
+  // freshly-fetched notification so read-state and ordering stay current.
+  const liveKeys = new Set<string>();
+  const result: RawGitifyNotification[] = [];
+  const misses: RawGitifyNotification[] = [];
+  const missIndexes: number[] = [];
+
+  notifications.forEach((notification, index) => {
+    const key = enrichmentCacheKey(notification);
+    liveKeys.add(key);
+
+    const cachedSubject = enrichmentCache.get(key);
+    if (cachedSubject) {
+      result[index] = { ...notification, subject: cachedSubject };
+    } else {
+      misses.push(notification);
+      missIndexes.push(index);
+    }
+  });
+
+  if (misses.length) {
+    // Adapters return enriched notifications in the same order as their input,
+    // so map results back positionally rather than by id.
+    const enriched = await enrich(misses);
+    enriched.forEach((enrichedNotification, i) => {
+      const index = missIndexes[i];
+      result[index] = enrichedNotification;
+
+      // Adapters signal a failed enrichment by returning the notification
+      // with its original `subject` reference unchanged. Skip caching those
+      // so they are retried on the next poll instead of serving base details
+      // until `updatedAt` next changes.
+      if (enrichedNotification.subject !== misses[i].subject) {
+        enrichmentCache.set(enrichmentCacheKey(enrichedNotification), enrichedNotification.subject);
+      }
+    });
+  }
+
+  // Bound cache growth: drop this account's entries for notifications no
+  // longer present. Enrichment runs once per account (and concurrently across
+  // accounts), so the prune must not touch other accounts' entries, which are
+  // never in `liveKeys`.
+  const accountKeyPrefix = `${getAccountUUID(notifications[0].account)}:`;
+  for (const key of enrichmentCache.keys()) {
+    if (key.startsWith(accountKeyPrefix) && !liveKeys.has(key)) {
+      enrichmentCache.delete(key);
+    }
+  }
+
+  return result;
+}
+
+/**
+ * In-memory cache of enriched subjects keyed by {@link enrichmentCacheKey}.
+ * Persists across poll cycles so unchanged notifications can skip enrichment,
+ * and is pruned per account each cycle to that account's currently-present
+ * notifications so it stays bounded to the live notification working set.
+ */
+const enrichmentCache = new Map<string, GitifySubject>();
+
+/**
+ * Build the enrichment cache key for a notification from its account, id, and
+ * last-updated timestamp. A change to any of these invalidates the cached
+ * subject and forces a re-fetch.
+ */
+function enrichmentCacheKey(notification: RawGitifyNotification): string {
+  return `${getAccountUUID(notification.account)}:${notification.id}:${notification.updatedAt}`;
+}
+
+/**
+ * Clear the enrichment cache. Intended for use in tests to keep the
+ * module-level cache from leaking state across cases.
+ */
+export function clearEnrichmentCache(): void {
+  enrichmentCache.clear();
 }
 
 /**