diff --git a/jest.config.js b/jest.config.js
index e4bdb83789..108491669e 100644
--- a/jest.config.js
+++ b/jest.config.js
@@ -13,6 +13,7 @@ module.exports = {
     ],
     moduleNameMapper: {
         '^apify$': '<rootDir>/packages/apify/src',
+        '^apify-extra$': '<rootDir>/packages/apify-extra/src',
         '^@apify/scraper-tools$': '<rootDir>/packages/scraper-tools/src',
     },
     modulePathIgnorePatterns: [
diff --git a/package-lock.json b/package-lock.json
index b6c894de6b..163f6fd5c7 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1147,7 +1147,6 @@
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                 "@crawlee/http": "^3.1.1",
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@@ -1352,7 +1347,6 @@
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@@ -1375,7 +1368,6 @@
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@@ -4176,6 +4153,11 @@
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+        "node_modules/@types/bluebird": {
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+            "resolved": "https://registry.npmjs.org/@types/bluebird/-/bluebird-3.5.37.tgz",
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@@ -4855,6 +4828,10 @@
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+        "node_modules/apify-extra": {
+            "resolved": "packages/apify-extra",
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@@ -5247,6 +5223,11 @@
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@@ -5762,7 +5739,6 @@
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@@ -5864,7 +5839,6 @@
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@@ -5875,8 +5849,7 @@
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@@ -27839,8 +27623,7 @@
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@@ -27873,8 +27654,7 @@
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diff --git a/packages/apify-extra/.npmignore b/packages/apify-extra/.npmignore
new file mode 100644
index 0000000000..ada367d72a
--- /dev/null
+++ b/packages/apify-extra/.npmignore
@@ -0,0 +1,6 @@
+node_modules
+src
+test
+coverage
+apify_storage
+tsconfig.*
diff --git a/packages/apify-extra/README.md b/packages/apify-extra/README.md
new file mode 100644
index 0000000000..2a4afaba19
--- /dev/null
+++ b/packages/apify-extra/README.md
@@ -0,0 +1,2 @@
+# Apify Extra
+
diff --git a/packages/apify-extra/package.json b/packages/apify-extra/package.json
new file mode 100644
index 0000000000..bc618093dc
--- /dev/null
+++ b/packages/apify-extra/package.json
@@ -0,0 +1,65 @@
+{
+    "name": "apify-extra",
+    "version": "0.0.1",
+    "description": "Advanced and experimental functionality for Apify Actors and Crawlee. Smaller test coverage. Use with caution!",
+    "engines": {
+        "node": ">=16.0.0"
+    },
+    "main": "./dist/index.js",
+    "module": "./dist/index.mjs",
+    "types": "./dist/index.d.ts",
+    "exports": {
+        ".": {
+            "import": "./dist/index.mjs",
+            "require": "./dist/index.js",
+            "types": "./dist/index.d.ts"
+        },
+        "./package.json": "./package.json"
+    },
+    "keywords": [
+        "apify",
+        "headless",
+        "chrome",
+        "puppeteer",
+        "crawler",
+        "scraper"
+    ],
+    "author": {
+        "name": "Apify",
+        "email": "support@apify.com",
+        "url": "https://apify.com"
+    },
+    "contributors": [
+        "Jan Curn <jan@apify.com>",
+        "Marek Trunkat <marek@apify.com>",
+        "Ondra Urban <ondra@apify.com>"
+    ],
+    "license": "Apache-2.0",
+    "repository": {
+        "type": "git",
+        "url": "git+https://github.com/apify/apify-sdk-js"
+    },
+    "bugs": {
+        "url": "https://github.com/apify/apify-sdk-js/issues"
+    },
+    "homepage": "https://sdk.apify.com",
+    "scripts": {
+        "build": "npm run clean && npm run compile && npm run copy && npm run fixApifyExport",
+        "clean": "rimraf ./dist",
+        "compile": "tsc -p tsconfig.build.json && gen-esm-wrapper ./dist/index.js ./dist/index.mjs",
+        "copy": "ts-node -T ../../scripts/copy.ts --readme=local",
+        "fixApifyExport": "ts-node -T ../../scripts/temp_fix_apify_exports.ts"
+    },
+    "publishConfig": {
+        "access": "public"
+    },
+    "dependencies": {
+        "apify": "^3.0.0",
+        "@types/bluebird": "^3.5.37",
+        "bluebird": "^3.7.2"
+    },
+    "peerDependencies": {
+        "apify": ">= 3.0.0",
+        "crawlee": ">= 3.0.0"
+    }
+}
diff --git a/packages/apify-extra/src/const.ts b/packages/apify-extra/src/const.ts
new file mode 100644
index 0000000000..4bfc232667
--- /dev/null
+++ b/packages/apify-extra/src/const.ts
@@ -0,0 +1,2 @@
+export const APIFY_EXTRA_KV_RECORD_PREFIX = 'APIFY-EXTRA-';
+export const APIFY_EXTRA_LOG_PREFIX = '[apify-extra]: ';
diff --git a/packages/apify-extra/src/dataset.ts b/packages/apify-extra/src/dataset.ts
new file mode 100644
index 0000000000..36710d0194
--- /dev/null
+++ b/packages/apify-extra/src/dataset.ts
@@ -0,0 +1,184 @@
+/* eslint-disable max-classes-per-file */
+import { Actor, Dataset as OriginalDataset } from 'apify';
+import { log } from 'crawlee';
+
+import { APIFY_EXTRA_KV_RECORD_PREFIX, APIFY_EXTRA_LOG_PREFIX } from './const';
+
+export type DatasetItem = Exclude<Parameters<OriginalDataset['pushData']>[0], any[]>;
+
+export async function waitForCompletion<T>(promises: (() => Promise<T>)[], maxConcurrency: number): Promise<void> {
+    async function worker() {
+        let job;
+        /* eslint-disable-next-line no-cond-assign */
+        while (job = promises.shift()) await job();
+    }
+
+    await Promise.all([...new Array(maxConcurrency)].map(() => worker()));
+}
+
+export class ChunkTracker {
+    private readonly chunks: Record<string, boolean> = {};
+
+    public add(chunkId: string): void {
+        this.chunks[chunkId] = true;
+    }
+
+    public has(chunkId: string): boolean {
+        return this.chunks[chunkId] === true;
+    }
+
+    public get(): string[] {
+        return Object.keys(this.chunks);
+    }
+
+    constructor(data?: Record<string, boolean> | null) {
+        if (data) {
+            Object.assign(this.chunks, data);
+        }
+    }
+}
+
+export class Dataset extends OriginalDataset {
+    /**
+     * Stores an object or an array of objects to the dataset.
+     * The function returns a promise that resolves when the operation finishes.
+     * It has no result, but throws on invalid args or other errors.
+     *
+     * **IMPORTANT**: Make sure to use the `await` keyword when calling `pushDataParallel()`,
+     * otherwise the crawler process might finish before the data is stored!
+     *
+     * The size of the data is limited by the receiving API and therefore `pushDataParallel()` will only
+     * allow objects whose JSON representation is smaller than 9MB. When an array is passed,
+     * none of the included objects
+     * may be larger than 9MB, but the array itself may be of any size.
+     *
+     * This method parallellizes the pushData calls to the Apify API, which can handle up to 30 parallel requests.
+     * It also ensures keeps track of the progress and can resume the push if the actor is migrated.
+     * Unline the `pushData` method, this method does not guarantee the order of items.
+     *
+     * @param data Object or array of objects containing data to be stored in the dataset.
+     *   The objects must be serializable to JSON and the JSON representation of each object must be smaller than 9MB.
+     * @param [options] All `pushDataParallel()` parameters.
+     * @param [options.batchSize] Number of items to be pushed in one push call.
+     *  Should not be higher than 1000 to ensure each push call finishes when migration happens.
+     * @param [options.parallelPushes] Number of push calls to be done in parallel. Apify API should handle up to 30 parallel requests.
+     * @param [options.idempotencyKey] By providing different idempotency keys (any string), you can call this function multiple times in the same run.
+     */
+    public async pushDataParallel(data: DatasetItem | DatasetItem[], options: {
+        batchSize?: number;
+        parallelPushes?: number;
+        idempotencyKey?: string;
+    } = {}) {
+        if (!Array.isArray(data)) {
+            return this.pushData(data);
+        }
+
+        const {
+            batchSize = 1000,
+            parallelPushes = 10,
+            idempotencyKey = '',
+        } = options;
+
+        if (parallelPushes > 30) {
+            log.warning(`${APIFY_EXTRA_LOG_PREFIX} Setting the parallelPushes option larger than 30 can lead to problems with the Apify Platform API.`);
+        }
+
+        const sanitizedIdempotencyKey = idempotencyKey.replace(/[^a-zA-Z0-9]/g, '-').slice(0, 30);
+        const chunkTrackerName = `${APIFY_EXTRA_KV_RECORD_PREFIX}-PUSH-${this.id}-${sanitizedIdempotencyKey}`;
+        const chunkTracker = new ChunkTracker(await Actor.getValue<Record<string, boolean>>(chunkTrackerName));
+
+        let isMigrating = false;
+        const migrationCallback = async (migrating: boolean) => {
+            isMigrating = migrating ?? true;
+            await Actor.setValue(chunkTrackerName, chunkTracker.get());
+        };
+
+        Actor.on('migrating', migrationCallback);
+        Actor.on('aborting', migrationCallback);
+        Actor.on('persistState', () => migrationCallback(false));
+
+        return waitForCompletion(
+            [...new Array(Math.ceil(data.length / batchSize))]
+                .filter((_, i) => !chunkTracker.has(`${batchSize * i}`))
+                .map((_, i) => async () => {
+                    if (isMigrating) {
+                        log.info(`${APIFY_EXTRA_LOG_PREFIX}[pushParallel]: Stopping pushParallel because of migration`);
+                        await new Promise(() => {});
+                    }
+
+                    chunkTracker.add(`${batchSize * i}`);
+                    const currentSlice = data.slice(batchSize * i, batchSize * (i + 1));
+                    if (currentSlice.length > 0) {
+                        await this.pushData(currentSlice);
+                    }
+                }),
+            parallelPushes);
+    };
+
+    /**
+     * Iterates over dataset items, passing every item to the provided `func` function.
+     * Each invocation of `func` is called with two arguments: `(item, index)`. Index specifies the zero-based index of the item in the dataset.
+     *
+     * If the `func` function returns a Promise, it is awaited.
+     * If it throws an error, the iteration is aborted and the `forEachParallel` function throws the error.
+     *
+     * **Example usage**
+     * ```typescript
+     * const dataset = await Dataset.open('my-results');
+     * await dataset.forEachParallel(async (item, index) => {
+     *   console.log(`Item at ${index}: ${JSON.stringify(item)}`);
+     * });
+     * ```
+     *
+     * *Important note*: Unlike the `forEach` method, this method processes items in parallel and does not guarantee the order of items.
+     * It also doesn't wait before calling the provided function for the next item.
+     *
+     * @param func A function that is called for every item in the dataset.
+     * @param [options] All `forEach()` parameters.
+     * @param [options.parallelLoads] Maximum number of item batches to be processed in parallel.
+     * @param [options.batchSize] Maximum number of items to be processed in one batch.
+     * @param [options.persistState] If `true`, the processing state will be persisted between actor migrations and runs.
+     * @returns {Promise<void>}
+     */
+    public async forEachParallel(
+        func: Parameters<OriginalDataset['forEach']>[0],
+        options: Parameters<OriginalDataset['forEach']>[1] & { parallelLoads?: number; batchSize?: number; persistState: boolean; idempotencyKey?: string },
+    ) {
+        const { parallelLoads = 20, batchSize = 50000, persistState, idempotencyKey = '' } = options;
+        const { offset: globalOffset = 0, limit: globalLimit = Infinity } = options;
+
+        const sanitizedIdempotencyKey = idempotencyKey.replace(/[^a-zA-Z0-9]/g, '-').slice(0, 30);
+        const chunkTrackerName = `${APIFY_EXTRA_KV_RECORD_PREFIX}FOREACH-${this.id}-${sanitizedIdempotencyKey}`;
+        const chunkTracker = new ChunkTracker(persistState ? await Actor.getValue<Record<string, boolean>>(chunkTrackerName) : undefined);
+
+        let isMigrating = false;
+
+        const migrationCallback = async (migrating: boolean) => {
+            isMigrating = migrating ?? true;
+            await Actor.setValue(chunkTrackerName, persistState ? chunkTracker.get() : null);
+        };
+
+        Actor.on('migrating', migrationCallback);
+        Actor.on('aborting', migrationCallback);
+        Actor.on('persistState', () => migrationCallback(false));
+
+        const { itemCount } = await this.getInfo() ?? { itemCount: 0 };
+
+        return waitForCompletion(
+            [...new Array(Math.ceil((itemCount < globalLimit ? itemCount : globalLimit) / batchSize))] // every item represents one chunk
+                .filter((_, i) => !chunkTracker.has(`${globalOffset + i * batchSize}`))
+                .map((_, i) => async () => {
+                    if (isMigrating) {
+                        log.info(`${APIFY_EXTRA_LOG_PREFIX}[forEachParallel]: Stopping forEachParallel because of migration`);
+                        // hang indefinitely until migration is done
+                        await new Promise(() => {});
+                    }
+
+                    const { items } = await this.getData({ limit: batchSize, offset: globalOffset + batchSize * i });
+
+                    chunkTracker.add(`${globalOffset + batchSize * i}`);
+                    await Promise.all(items.map((item, b) => func(item, globalOffset + batchSize * i + b)));
+                }),
+            parallelLoads);
+    };
+}
diff --git a/packages/apify-extra/src/index.ts b/packages/apify-extra/src/index.ts
new file mode 100644
index 0000000000..d85fc56fe1
--- /dev/null
+++ b/packages/apify-extra/src/index.ts
@@ -0,0 +1 @@
+export * from './dataset';
diff --git a/packages/apify-extra/tsconfig.build.json b/packages/apify-extra/tsconfig.build.json
new file mode 100644
index 0000000000..856db0f210
--- /dev/null
+++ b/packages/apify-extra/tsconfig.build.json
@@ -0,0 +1,7 @@
+{
+  "extends": "../../tsconfig.build.json",
+  "compilerOptions": {
+    "outDir": "./dist"
+  },
+  "include": ["src/**/*"]
+}
diff --git a/packages/apify-extra/tsconfig.json b/packages/apify-extra/tsconfig.json
new file mode 100644
index 0000000000..52d43eaaa9
--- /dev/null
+++ b/packages/apify-extra/tsconfig.json
@@ -0,0 +1,4 @@
+{
+  "extends": "../../tsconfig.json",
+  "include": ["src/**/*"]
+}
diff --git a/test/apify/extra-dataset.test.ts b/test/apify/extra-dataset.test.ts
new file mode 100644
index 0000000000..f551cffc33
--- /dev/null
+++ b/test/apify/extra-dataset.test.ts
@@ -0,0 +1,50 @@
+import { ENV_VARS } from '@apify/consts';
+import { Actor, Configuration, PlatformEventManager, log } from 'apify';
+import { Server } from 'ws';
+import { Dataset } from 'apify-extra';
+
+describe('forEachParallel', () => {
+    let wss: Server = null;
+    const config = Configuration.getGlobalConfig();
+    const events = new PlatformEventManager(config);
+    config.useEventManager(events);
+
+    beforeEach(() => {
+        wss = new Server({ port: 9099 });
+        process.env[ENV_VARS.ACTOR_EVENTS_WS_URL] = 'ws://localhost:9099/someRunId';
+        process.env[ENV_VARS.TOKEN] = 'dummy';
+    });
+    afterEach((done) => {
+        delete process.env[ENV_VARS.ACTOR_EVENTS_WS_URL];
+        delete process.env[ENV_VARS.TOKEN];
+        wss.close(done);
+    });
+
+    test('slicing should work', async () => {
+        const getDataSpy = jest.spyOn(Dataset.prototype, 'getData').mockImplementation(async ({ limit }) => (
+            { items: [...new Array(limit).keys()] } as any
+        ));
+        jest.spyOn(Dataset.prototype, 'getInfo').mockImplementation(async () => ({
+            itemCount: 229, // a prime number
+        } as any));
+        jest.spyOn(Actor.prototype, 'getValue').mockImplementation(async () => ({}));
+
+        const dataset = new Dataset({
+            client: Configuration.getStorageClient(),
+            id: 'dataset-forEachParallel-test',
+        });
+
+        await dataset.forEachParallel((x) => { log.debug(`processing ${x}`); }, { persistState: true, batchSize: 7 });
+
+        expect(getDataSpy).toBeCalledTimes(Math.ceil(229 / 7));
+
+        [...Array(Math.ceil(229 / 7))].forEach((_, i) => {
+            expect(getDataSpy).toBeCalledWith(
+                expect.objectContaining({
+                    limit: 7,
+                    offset: i * 7,
+                }));
+        });
+        getDataSpy.mockRestore();
+    }, 60e3);
+});
diff --git a/test/e2e/extra-dataset/test.mjs b/test/e2e/extra-dataset/test.mjs
new file mode 100644
index 0000000000..2844aaafa0
--- /dev/null
+++ b/test/e2e/extra-dataset/test.mjs
@@ -0,0 +1,29 @@
+import { getTestDir, initialize, expect } from '../tools.mjs';
+import { Dataset } from 'apify-extra';
+import { Actor, Configuration, log } from 'apify';
+
+const testDir = getTestDir(import.meta.url);
+
+const exit = process.exit;
+process.exit = () => {};
+
+await initialize(testDir);
+await Actor.openDataset('dataset-forEachParallel-test');
+const dataset = new Dataset({
+    id: 'dataset-forEachParallel-test',
+    client: Configuration.getStorageClient(),
+});
+
+const ITEM_COUNT = 229;
+const target = [];
+
+await dataset.pushDataParallel([...new Array(ITEM_COUNT)].map((_, i) => ({ index: i })), { batchSize: 10, parallelPushes: 4 });
+await dataset.forEachParallel((x) => target.push(x), { persistState: true, batchSize: 10 });
+
+expect((await dataset.getData()).total === ITEM_COUNT, 'all items pushed');
+expect([...new Array(ITEM_COUNT)].every((_, i) => target.some(x => x.index === i)), 'all items processed');
+
+expect(target.length === ITEM_COUNT, `forEach called ${target.length} times.`);
+
+process.exit = exit;
+process.exit(0);
diff --git a/tsconfig.json b/tsconfig.json
index 340a505f87..c208175625 100644
--- a/tsconfig.json
+++ b/tsconfig.json
@@ -4,6 +4,7 @@
         "baseUrl": ".",
         "paths": {
             "apify": ["packages/apify/src"],
+            "apify-extra": ["packages/apify-extra/src"],
             "@apify/scraper-tools": ["packages/scraper-tools/src"]
         }
     }