diff --git a/CHANGELOG.unreleased.md b/CHANGELOG.unreleased.md
index dca2df0736e..468bd6253f5 100644
--- a/CHANGELOG.unreleased.md
+++ b/CHANGELOG.unreleased.md
@@ -19,6 +19,7 @@ For upgrade instructions, please check the [migration guide](MIGRATIONS.released
 
 ### Fixed
 - Fixed several deprecation warning for using antd's Tabs.TabPane components. [#7469]
+- Fixed problems when requests for loading data failed (could impact volume data consistency and rendering). [#7477](https://github.com/scalableminds/webknossos/pull/7477)
 
 ### Removed
 
diff --git a/frontend/javascripts/oxalis/model/bucket_data_handling/pullqueue.ts b/frontend/javascripts/oxalis/model/bucket_data_handling/pullqueue.ts
index c8dc978f805..8d8b2251d5f 100644
--- a/frontend/javascripts/oxalis/model/bucket_data_handling/pullqueue.ts
+++ b/frontend/javascripts/oxalis/model/bucket_data_handling/pullqueue.ts
@@ -5,7 +5,7 @@ import type { BucketAddress } from "oxalis/constants";
 import type DataCube from "oxalis/model/bucket_data_handling/data_cube";
 import type { DataStoreInfo } from "oxalis/store";
 import Store from "oxalis/store";
-import { asAbortable } from "libs/utils";
+import { asAbortable, sleep } from "libs/utils";
 
 export type PullQueueItem = {
   priority: number;
@@ -19,6 +19,7 @@ export const PullQueueConstants = {
 };
 const BATCH_SIZE = 6;
 const PULL_ABORTION_ERROR = new DOMException("Pull aborted.", "AbortError");
+const MAX_RETRY_DELAY = 5000;
 
 class PullQueue {
   cube: DataCube;
@@ -27,6 +28,8 @@ class PullQueue {
   layerName: string;
   datastoreInfo: DataStoreInfo;
   abortController: AbortController;
+  consecutiveErrorCount: number;
+  isRetryScheduled: boolean;
 
   constructor(cube: DataCube, layerName: string, datastoreInfo: DataStoreInfo) {
     this.cube = cube;
@@ -37,13 +40,13 @@ class PullQueue {
       comparator: (b, a) => b.priority - a.priority,
     });
     this.batchCount = 0;
+    this.consecutiveErrorCount = 0;
+    this.isRetryScheduled = false;
     this.abortController = new AbortController();
   }
 
-  pull(): Array<Promise<void>> {
-    // Starting to download some buckets
-    const promises = [];
-
+  pull(): void {
+    // Start to download some buckets
     while (this.batchCount < PullQueueConstants.BATCH_LIMIT && this.priorityQueue.length > 0) {
       const batch = [];
 
@@ -58,11 +61,9 @@ class PullQueue {
       }
 
       if (batch.length > 0) {
-        promises.push(this.pullBatch(batch));
+        this.pullBatch(batch);
       }
     }
-
-    return promises;
   }
 
   abortRequests() {
@@ -78,6 +79,7 @@ class PullQueue {
     const layerInfo = getLayerByName(dataset, this.layerName);
     const { renderMissingDataBlack } = Store.getState().datasetConfiguration;
 
+    let hasErrored = false;
     try {
       const bucketBuffers = await asAbortable(
         requestWithFallback(layerInfo, batch),
@@ -118,13 +120,41 @@ class PullQueue {
       if (!(error instanceof DOMException && error.name === "AbortError")) {
         // AbortErrors are deliberate. Don't show them on the console.
         console.error(error);
+        hasErrored = true;
       }
     } finally {
+      if (hasErrored) {
+        this.consecutiveErrorCount++;
+      } else {
+        this.consecutiveErrorCount = 0;
+      }
       this.batchCount--;
-      this.pull();
+
+      if (!hasErrored) {
+        // Continue to process the pull queue without delay.
+        this.pull();
+      } else {
+        // The current batch failed and we schedule a retry. However,
+        // parallel batches might fail, too, and also schedule a retry.
+        // To avoid that pull() is called X times in Y seconds, we only
+        // initiate a retry after a sleep if no concurrent invocation
+        // "claimed" the `isRetryScheduled` boolean.
+        if (!this.isRetryScheduled) {
+          this.isRetryScheduled = true;
+          sleep(this.getRetryDelay()).then(() => {
+            this.isRetryScheduled = false;
+            this.pull();
+          });
+        }
+      }
     }
   }
 
+  private getRetryDelay(): number {
+    const exponentialBackOff = 25 * 2 ** (this.consecutiveErrorCount / 10);
+    return Math.min(exponentialBackOff, MAX_RETRY_DELAY);
+  }
+
   private handleBucket(
     bucketAddress: BucketAddress,
     bucketData: Uint8Array | null | undefined,
diff --git a/frontend/javascripts/oxalis/model/bucket_data_handling/temporal_bucket_manager.ts b/frontend/javascripts/oxalis/model/bucket_data_handling/temporal_bucket_manager.ts
index 5de198998e1..46f683b531c 100644
--- a/frontend/javascripts/oxalis/model/bucket_data_handling/temporal_bucket_manager.ts
+++ b/frontend/javascripts/oxalis/model/bucket_data_handling/temporal_bucket_manager.ts
@@ -26,12 +26,12 @@ class TemporalBucketManager {
     this.loadedPromises.push(this.makeLoadedPromise(bucket));
   }
 
-  pullBucket(bucket: DataBucket): Array<Promise<void>> {
+  pullBucket(bucket: DataBucket): void {
     this.pullQueue.add({
       bucket: bucket.zoomedAddress,
       priority: PullQueueConstants.PRIORITY_HIGHEST,
     });
-    return this.pullQueue.pull();
+    this.pullQueue.pull();
   }
 
   makeLoadedPromise(bucket: DataBucket): Promise<void> {
diff --git a/frontend/javascripts/oxalis/model/bucket_data_handling/wkstore_adapter.ts b/frontend/javascripts/oxalis/model/bucket_data_handling/wkstore_adapter.ts
index a1cafe91af5..2f38f2ef2fa 100644
--- a/frontend/javascripts/oxalis/model/bucket_data_handling/wkstore_adapter.ts
+++ b/frontend/javascripts/oxalis/model/bucket_data_handling/wkstore_adapter.ts
@@ -228,7 +228,7 @@ export async function requestFromStore(
       detailedError,
       isOnline: window.navigator.onLine,
     });
-    return batch.map((_val) => null);
+    throw errorResponse;
   }
 }