diff --git a/src/main/java/com/clearfolio/viewer/controller/AnalyticsController.java b/src/main/java/com/clearfolio/viewer/controller/AnalyticsController.java
index 46a8a4e0..835cd54f 100644
--- a/src/main/java/com/clearfolio/viewer/controller/AnalyticsController.java
+++ b/src/main/java/com/clearfolio/viewer/controller/AnalyticsController.java
@@ -50,9 +50,9 @@ public AnalyticsController(
     @GetMapping("/api/v1/analytics/kpi-snapshot")
     public KpiSnapshotResponse kpiSnapshot(@RequestHeader HttpHeaders headers) {
         TenantContext tenantContext = tenantAccessService.require(headers, TenantPermissions.ANALYTICS_READ);
-        KpiSnapshotResponse snapshot = KpiSnapshotResponse.from(repository.findAll().stream()
-                .filter(job -> job.belongsToTenant(tenantContext.tenantId()))
-                .toList());
+        KpiSnapshotResponse snapshot = KpiSnapshotResponse.from(
+                repository.findAllByTenantId(tenantContext.tenantId())
+        );
         snapshotLedger.recordSnapshot(tenantContext, snapshot);
         return snapshot;
     }
diff --git a/src/main/java/com/clearfolio/viewer/repository/ConversionJobRepository.java b/src/main/java/com/clearfolio/viewer/repository/ConversionJobRepository.java
index 03c00180..b1cc9ae5 100644
--- a/src/main/java/com/clearfolio/viewer/repository/ConversionJobRepository.java
+++ b/src/main/java/com/clearfolio/viewer/repository/ConversionJobRepository.java
@@ -76,6 +76,22 @@ default Optional<ConversionJob> findByTenantAndId(String tenantId, UUID jobId) {
      */
     List<ConversionJob> findAll();
 
+    /**
+     * Returns only jobs owned by the supplied tenant.
+     *
+     * <p>The default deliberately fails closed with an empty result instead of
+     * calling {@link #findAll()} and filtering after a global inventory read.
+     * Durable adapters must override this method with a tenant predicate at the
+     * storage query boundary before callers may receive job objects.</p>
+     *
+     * @param tenantId authenticated tenant identifier
+     * @return tenant-owned jobs, or an empty list until the adapter implements
+     *         the scoped query
+     */
+    default List<ConversionJob> findAllByTenantId(String tenantId) {
+        return List.of();
+    }
+
     /**
      * Finds jobs that should be considered for recovery after worker restart.
      *
diff --git a/src/main/java/com/clearfolio/viewer/repository/InMemoryConversionJobRepository.java b/src/main/java/com/clearfolio/viewer/repository/InMemoryConversionJobRepository.java
index bb89b302..03fd355b 100644
--- a/src/main/java/com/clearfolio/viewer/repository/InMemoryConversionJobRepository.java
+++ b/src/main/java/com/clearfolio/viewer/repository/InMemoryConversionJobRepository.java
@@ -130,6 +130,20 @@ public List<ConversionJob> findAll() {
         return List.copyOf(jobs.values());
     }
 
+    /**
+     * {@inheritDoc}
+     */
+    @Override
+    public List<ConversionJob> findAllByTenantId(String tenantId) {
+        if (tenantId == null || tenantId.isBlank()) {
+            return List.of();
+        }
+        String normalizedTenantId = tenantId.strip();
+        return jobs.values().stream()
+                .filter(job -> job.belongsToTenant(normalizedTenantId))
+                .toList();
+    }
+
     /**
      * {@inheritDoc}
      */
diff --git a/src/test/java/com/clearfolio/viewer/controller/AnalyticsTenantQueryBoundaryTest.java b/src/test/java/com/clearfolio/viewer/controller/AnalyticsTenantQueryBoundaryTest.java
new file mode 100644
index 00000000..42f1fb8f
--- /dev/null
+++ b/src/test/java/com/clearfolio/viewer/controller/AnalyticsTenantQueryBoundaryTest.java
@@ -0,0 +1,120 @@
+package com.clearfolio.viewer.controller;
+
+import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertTrue;
+import static org.mockito.Mockito.CALLS_REAL_METHODS;
+import static org.mockito.Mockito.mock;
+import static org.mockito.Mockito.never;
+import static org.mockito.Mockito.verify;
+import static org.mockito.Mockito.when;
+
+import java.util.List;
+import java.util.UUID;
+
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+import org.springframework.http.HttpHeaders;
+import org.springframework.test.web.reactive.server.WebTestClient;
+
+import com.clearfolio.viewer.analytics.KpiSnapshotLedger;
+import com.clearfolio.viewer.auth.TenantAccessService;
+import com.clearfolio.viewer.auth.TenantContext;
+import com.clearfolio.viewer.auth.TenantPermissions;
+import com.clearfolio.viewer.model.ConversionJob;
+import com.clearfolio.viewer.repository.ConversionJobRepository;
+import com.clearfolio.viewer.repository.InMemoryConversionJobRepository;
+
+class AnalyticsTenantQueryBoundaryTest {
+
+    private ConversionJobRepository repository;
+    private WebTestClient webTestClient;
+
+    @BeforeEach
+    void setUp() {
+        repository = mock(ConversionJobRepository.class);
+        webTestClient = WebTestClient.bindToController(new AnalyticsController(
+                repository,
+                new TenantAccessService(),
+                new KpiSnapshotLedger()
+        )).controllerAdvice(new ApiExceptionHandler()).build();
+    }
+
+    @Test
+    void kpiSnapshotUsesStorageScopedTenantQueryInsteadOfGlobalInventory() {
+        ConversionJob tenantJob = tenantJob("tenant-a", "operator-a", "tenant-a.docx", "tenant-a-hash");
+        when(repository.findAllByTenantId("tenant-a")).thenReturn(List.of(tenantJob));
+
+        webTestClient.get()
+                .uri("/api/v1/analytics/kpi-snapshot")
+                .headers(AnalyticsTenantQueryBoundaryTest::addAnalyticsAuth)
+                .exchange()
+                .expectStatus().isOk()
+                .expectBody()
+                .jsonPath("$.totalJobs").isEqualTo(1)
+                .jsonPath("$.submittedJobs").isEqualTo(1);
+
+        verify(repository).findAllByTenantId("tenant-a");
+        verify(repository, never()).findAll();
+    }
+
+    @Test
+    void missingAnalyticsPermissionDoesNotTouchEitherRepositoryQuery() {
+        webTestClient.get()
+                .uri("/api/v1/analytics/kpi-snapshot")
+                .headers(headers -> addAuth(headers, TenantPermissions.JOB_READ))
+                .exchange()
+                .expectStatus().isForbidden();
+
+        verify(repository, never()).findAllByTenantId("tenant-a");
+        verify(repository, never()).findAll();
+    }
+
+    @Test
+    void repositoryDefaultTenantQueryFailsClosedWithoutGlobalFallback() {
+        ConversionJobRepository defaultRepository = mock(ConversionJobRepository.class, CALLS_REAL_METHODS);
+
+        assertTrue(defaultRepository.findAllByTenantId("tenant-a").isEmpty());
+        verify(defaultRepository, never()).findAll();
+    }
+
+    @Test
+    void inMemoryScopedQueryFailsClosedForMissingTenantAndReturnsOnlyOwnedJobs() {
+        InMemoryConversionJobRepository inMemoryRepository = new InMemoryConversionJobRepository();
+        ConversionJob tenantAJob = tenantJob("tenant-a", "operator-a", "tenant-a.docx", "hash-a");
+        ConversionJob tenantBJob = tenantJob("tenant-b", "operator-b", "tenant-b.docx", "hash-b");
+        inMemoryRepository.save(tenantAJob);
+        inMemoryRepository.save(tenantBJob);
+
+        assertTrue(inMemoryRepository.findAllByTenantId(null).isEmpty());
+        assertTrue(inMemoryRepository.findAllByTenantId(" ").isEmpty());
+        assertEquals(List.of(tenantAJob), inMemoryRepository.findAllByTenantId(" tenant-a "));
+    }
+
+    private static ConversionJob tenantJob(
+            String tenantId,
+            String subjectId,
+            String fileName,
+            String contentHash
+    ) {
+        return new ConversionJob(
+                UUID.randomUUID(),
+                tenantId,
+                subjectId,
+                fileName,
+                "application/octet-stream",
+                contentHash,
+                42L,
+                3
+        );
+    }
+
+    private static void addAnalyticsAuth(HttpHeaders headers) {
+        addAuth(headers, TenantPermissions.ANALYTICS_READ);
+    }
+
+    private static void addAuth(HttpHeaders headers, String permission) {
+        headers.set(TenantContext.TENANT_ID_HEADER, "tenant-a");
+        headers.set(TenantContext.SUBJECT_ID_HEADER, "operator-a");
+        headers.set(TenantContext.PERMISSIONS_HEADER, permission);
+    }
+}