diff --git a/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/datastream/AsyncDataStream.java b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/datastream/AsyncDataStream.java
index a167d8cb17e3b..00679a4c34468 100644
--- a/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/datastream/AsyncDataStream.java
+++ b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/datastream/AsyncDataStream.java
@@ -20,13 +20,19 @@
 import org.apache.flink.annotation.PublicEvolving;
 import org.apache.flink.api.common.typeinfo.TypeInformation;
 import org.apache.flink.api.java.typeutils.TypeExtractor;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchFunction;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchRetryStrategy;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchTimeoutPolicy;
 import org.apache.flink.streaming.api.functions.async.AsyncFunction;
 import org.apache.flink.streaming.api.functions.async.AsyncRetryStrategy;
+import org.apache.flink.streaming.api.operators.async.AsyncBatchWaitOperatorFactory;
 import org.apache.flink.streaming.api.operators.async.AsyncWaitOperator;
 import org.apache.flink.streaming.api.operators.async.AsyncWaitOperatorFactory;
+import org.apache.flink.streaming.api.operators.async.OrderedAsyncBatchWaitOperatorFactory;
 import org.apache.flink.util.Preconditions;
 import org.apache.flink.util.Utils;
 
+import java.time.Duration;
 import java.util.concurrent.TimeUnit;
 
 import static org.apache.flink.streaming.util.retryable.AsyncRetryStrategies.NO_RETRY_STRATEGY;
@@ -319,4 +325,285 @@ public static <IN, OUT> SingleOutputStreamOperator<OUT> orderedWaitWithRetry(
                 OutputMode.ORDERED,
                 asyncRetryStrategy);
     }
+
+    // ================================================================================
+    //  Batch Async Operations
+    // ================================================================================
+
+    /**
+     * Adds an AsyncBatchWaitOperator to process elements in batches. The order of output stream
+     * records may be reordered (unordered mode).
+     *
+     * <p>This method is particularly useful for high-latency inference workloads where batching can
+     * significantly improve throughput, such as machine learning model inference.
+     *
+     * <p>The operator buffers incoming elements and triggers the async batch function when the
+     * buffer reaches {@code maxBatchSize}. Remaining elements are flushed when the input ends.
+     *
+     * @param in Input {@link DataStream}
+     * @param func {@link AsyncBatchFunction} to process batches of elements
+     * @param maxBatchSize Maximum number of elements to batch before triggering async invocation
+     * @param <IN> Type of input record
+     * @param <OUT> Type of output record
+     * @return A new {@link SingleOutputStreamOperator}
+     */
+    public static <IN, OUT> SingleOutputStreamOperator<OUT> unorderedWaitBatch(
+            DataStream<IN> in, AsyncBatchFunction<IN, OUT> func, int maxBatchSize) {
+        return unorderedWaitBatch(in, func, maxBatchSize, 0L);
+    }
+
+    /**
+     * Adds an AsyncBatchWaitOperator to process elements in batches with timeout support. The order
+     * of output stream records may be reordered (unordered mode).
+     *
+     * <p>This method is particularly useful for high-latency inference workloads where batching can
+     * significantly improve throughput, such as machine learning model inference.
+     *
+     * <p>The operator buffers incoming elements and triggers the async batch function when either:
+     *
+     * <ul>
+     *   <li>The buffer reaches {@code maxBatchSize}
+     *   <li>The {@code batchTimeoutMs} has elapsed since the first buffered element (if timeout is
+     *       enabled)
+     * </ul>
+     *
+     * <p>Remaining elements are flushed when the input ends.
+     *
+     * @param in Input {@link DataStream}
+     * @param func {@link AsyncBatchFunction} to process batches of elements
+     * @param maxBatchSize Maximum number of elements to batch before triggering async invocation
+     * @param batchTimeoutMs Batch timeout in milliseconds; <= 0 means timeout is disabled
+     * @param <IN> Type of input record
+     * @param <OUT> Type of output record
+     * @return A new {@link SingleOutputStreamOperator}
+     */
+    public static <IN, OUT> SingleOutputStreamOperator<OUT> unorderedWaitBatch(
+            DataStream<IN> in,
+            AsyncBatchFunction<IN, OUT> func,
+            int maxBatchSize,
+            long batchTimeoutMs) {
+        Preconditions.checkArgument(maxBatchSize > 0, "maxBatchSize must be greater than 0");
+
+        TypeInformation<OUT> outTypeInfo =
+                TypeExtractor.getUnaryOperatorReturnType(
+                        func,
+                        AsyncBatchFunction.class,
+                        0,
+                        1,
+                        new int[] {1, 0},
+                        in.getType(),
+                        Utils.getCallLocationName(),
+                        true);
+
+        // create transform
+        AsyncBatchWaitOperatorFactory<IN, OUT> operatorFactory =
+                new AsyncBatchWaitOperatorFactory<>(
+                        in.getExecutionEnvironment().clean(func), maxBatchSize, batchTimeoutMs);
+
+        return in.transform("async batch wait operator", outTypeInfo, operatorFactory);
+    }
+
+    /**
+     * Adds an AsyncBatchWaitOperator to process elements in batches with ordered output. The order
+     * of output stream records is guaranteed to be the same as input order.
+     *
+     * <p>This method is particularly useful for high-latency inference workloads where batching can
+     * significantly improve throughput while maintaining ordering guarantees, such as machine
+     * learning model inference with order-sensitive downstream processing.
+     *
+     * <p>The operator buffers incoming elements and triggers the async batch function when either:
+     *
+     * <ul>
+     *   <li>The buffer reaches {@code maxBatchSize}
+     *   <li>The {@code maxWaitTime} has elapsed since the first buffered element
+     * </ul>
+     *
+     * <p>Results are buffered and emitted in the original input order, regardless of async
+     * completion order.
+     *
+     * @param in Input {@link DataStream}
+     * @param func {@link AsyncBatchFunction} to process batches of elements
+     * @param maxBatchSize Maximum number of elements to batch before triggering async invocation
+     * @param maxWaitTime Maximum duration to wait before flushing a partial batch; Duration.ZERO or
+     *     negative means timeout is disabled
+     * @param <IN> Type of input record
+     * @param <OUT> Type of output record
+     * @return A new {@link SingleOutputStreamOperator}
+     */
+    public static <IN, OUT> SingleOutputStreamOperator<OUT> orderedWaitBatch(
+            DataStream<IN> in,
+            AsyncBatchFunction<IN, OUT> func,
+            int maxBatchSize,
+            Duration maxWaitTime) {
+        Preconditions.checkArgument(maxBatchSize > 0, "maxBatchSize must be greater than 0");
+        Preconditions.checkNotNull(maxWaitTime, "maxWaitTime must not be null");
+
+        long batchTimeoutMs = maxWaitTime.toMillis();
+
+        TypeInformation<OUT> outTypeInfo =
+                TypeExtractor.getUnaryOperatorReturnType(
+                        func,
+                        AsyncBatchFunction.class,
+                        0,
+                        1,
+                        new int[] {1, 0},
+                        in.getType(),
+                        Utils.getCallLocationName(),
+                        true);
+
+        // create transform
+        OrderedAsyncBatchWaitOperatorFactory<IN, OUT> operatorFactory =
+                new OrderedAsyncBatchWaitOperatorFactory<>(
+                        in.getExecutionEnvironment().clean(func), maxBatchSize, batchTimeoutMs);
+
+        return in.transform("ordered async batch wait operator", outTypeInfo, operatorFactory);
+    }
+
+    /**
+     * Adds an AsyncBatchWaitOperator to process elements in batches with ordered output. The order
+     * of output stream records is guaranteed to be the same as input order.
+     *
+     * <p>This overload disables timeout-based batching. Batches are only flushed when the buffer
+     * reaches {@code maxBatchSize} or when the input ends.
+     *
+     * @param in Input {@link DataStream}
+     * @param func {@link AsyncBatchFunction} to process batches of elements
+     * @param maxBatchSize Maximum number of elements to batch before triggering async invocation
+     * @param <IN> Type of input record
+     * @param <OUT> Type of output record
+     * @return A new {@link SingleOutputStreamOperator}
+     */
+    public static <IN, OUT> SingleOutputStreamOperator<OUT> orderedWaitBatch(
+            DataStream<IN> in, AsyncBatchFunction<IN, OUT> func, int maxBatchSize) {
+        return orderedWaitBatch(in, func, maxBatchSize, Duration.ZERO);
+    }
+
+    // ================================================================================
+    //  Batch Async Operations with Retry and Timeout Support
+    // ================================================================================
+
+    /**
+     * Adds an AsyncBatchWaitOperator to process elements in batches with retry and timeout support.
+     * The order of output stream records may be reordered (unordered mode).
+     *
+     * <p>This method is particularly useful for high-latency inference workloads where:
+     *
+     * <ul>
+     *   <li>Batching can significantly improve throughput (e.g., ML model inference)
+     *   <li>Retry logic is needed for transient failures
+     *   <li>Timeout handling is required to prevent indefinite waiting
+     * </ul>
+     *
+     * <p>The operator buffers incoming elements and triggers the async batch function when either:
+     *
+     * <ul>
+     *   <li>The buffer reaches {@code maxBatchSize}
+     *   <li>The {@code batchTimeoutMs} has elapsed since the first buffered element
+     * </ul>
+     *
+     * @param in Input {@link DataStream}
+     * @param func {@link AsyncBatchFunction} to process batches of elements
+     * @param maxBatchSize Maximum number of elements to batch before triggering async invocation
+     * @param batchTimeoutMs Batch timeout in milliseconds; <= 0 means timeout is disabled
+     * @param retryStrategy Retry strategy for failed batch operations
+     * @param asyncTimeoutPolicy Timeout policy for async batch operations
+     * @param <IN> Type of input record
+     * @param <OUT> Type of output record
+     * @return A new {@link SingleOutputStreamOperator}
+     */
+    public static <IN, OUT> SingleOutputStreamOperator<OUT> unorderedWaitBatch(
+            DataStream<IN> in,
+            AsyncBatchFunction<IN, OUT> func,
+            int maxBatchSize,
+            long batchTimeoutMs,
+            AsyncBatchRetryStrategy<OUT> retryStrategy,
+            AsyncBatchTimeoutPolicy asyncTimeoutPolicy) {
+        Preconditions.checkArgument(maxBatchSize > 0, "maxBatchSize must be greater than 0");
+        Preconditions.checkNotNull(retryStrategy, "retryStrategy must not be null");
+        Preconditions.checkNotNull(asyncTimeoutPolicy, "asyncTimeoutPolicy must not be null");
+
+        TypeInformation<OUT> outTypeInfo =
+                TypeExtractor.getUnaryOperatorReturnType(
+                        func,
+                        AsyncBatchFunction.class,
+                        0,
+                        1,
+                        new int[] {1, 0},
+                        in.getType(),
+                        Utils.getCallLocationName(),
+                        true);
+
+        // create transform
+        AsyncBatchWaitOperatorFactory<IN, OUT> operatorFactory =
+                new AsyncBatchWaitOperatorFactory<>(
+                        in.getExecutionEnvironment().clean(func),
+                        maxBatchSize,
+                        batchTimeoutMs,
+                        retryStrategy,
+                        asyncTimeoutPolicy);
+
+        return in.transform("async batch wait operator", outTypeInfo, operatorFactory);
+    }
+
+    /**
+     * Adds an AsyncBatchWaitOperator with retry support only. The order of output stream records
+     * may be reordered (unordered mode).
+     *
+     * @param in Input {@link DataStream}
+     * @param func {@link AsyncBatchFunction} to process batches of elements
+     * @param maxBatchSize Maximum number of elements to batch before triggering async invocation
+     * @param batchTimeoutMs Batch timeout in milliseconds; <= 0 means timeout is disabled
+     * @param retryStrategy Retry strategy for failed batch operations
+     * @param <IN> Type of input record
+     * @param <OUT> Type of output record
+     * @return A new {@link SingleOutputStreamOperator}
+     */
+    public static <IN, OUT> SingleOutputStreamOperator<OUT> unorderedWaitBatchWithRetry(
+            DataStream<IN> in,
+            AsyncBatchFunction<IN, OUT> func,
+            int maxBatchSize,
+            long batchTimeoutMs,
+            AsyncBatchRetryStrategy<OUT> retryStrategy) {
+        return unorderedWaitBatch(
+                in,
+                func,
+                maxBatchSize,
+                batchTimeoutMs,
+                retryStrategy,
+                AsyncBatchTimeoutPolicy.NO_TIMEOUT_POLICY);
+    }
+
+    /**
+     * Adds an AsyncBatchWaitOperator with timeout support only. The order of output stream records
+     * may be reordered (unordered mode).
+     *
+     * @param in Input {@link DataStream}
+     * @param func {@link AsyncBatchFunction} to process batches of elements
+     * @param maxBatchSize Maximum number of elements to batch before triggering async invocation
+     * @param batchTimeoutMs Batch timeout in milliseconds; <= 0 means timeout is disabled
+     * @param asyncTimeoutPolicy Timeout policy for async batch operations
+     * @param <IN> Type of input record
+     * @param <OUT> Type of output record
+     * @return A new {@link SingleOutputStreamOperator}
+     */
+    @SuppressWarnings("unchecked")
+    public static <IN, OUT> SingleOutputStreamOperator<OUT> unorderedWaitBatchWithTimeout(
+            DataStream<IN> in,
+            AsyncBatchFunction<IN, OUT> func,
+            int maxBatchSize,
+            long batchTimeoutMs,
+            AsyncBatchTimeoutPolicy asyncTimeoutPolicy) {
+        return unorderedWaitBatch(
+                in,
+                func,
+                maxBatchSize,
+                batchTimeoutMs,
+                (AsyncBatchRetryStrategy<OUT>)
+                        org.apache.flink.streaming.util.retryable.AsyncBatchRetryStrategies
+                                .NO_RETRY_STRATEGY,
+                asyncTimeoutPolicy);
+    }
+
+    // TODO: Add event-time based batching support in follow-up PR
+    // TODO: Add ordered batch operations with retry/timeout in follow-up PR
 }
diff --git a/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/functions/async/AsyncBatchFunction.java b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/functions/async/AsyncBatchFunction.java
new file mode 100644
index 0000000000000..e8a4bf3fd0596
--- /dev/null
+++ b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/functions/async/AsyncBatchFunction.java
@@ -0,0 +1,81 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.streaming.api.functions.async;
+
+import org.apache.flink.annotation.PublicEvolving;
+import org.apache.flink.api.common.functions.Function;
+
+import java.io.Serializable;
+import java.util.List;
+
+/**
+ * A function to trigger Async I/O operations in batches.
+ *
+ * <p>For each batch of inputs, an async I/O operation can be triggered via {@link
+ * #asyncInvokeBatch}, and once it has been done, the results can be collected by calling {@link
+ * ResultFuture#complete}. This is particularly useful for high-latency inference workloads where
+ * batching can significantly improve throughput.
+ *
+ * <p>Unlike {@link AsyncFunction} which processes one element at a time, this interface allows
+ * processing multiple elements together, which is beneficial for scenarios like:
+ *
+ * <ul>
+ *   <li>Machine learning model inference where batching improves GPU utilization
+ *   <li>External service calls that support batch APIs
+ *   <li>Database queries that can be batched for efficiency
+ * </ul>
+ *
+ * <p>Example usage:
+ *
+ * <pre>{@code
+ * public class BatchInferenceFunction implements AsyncBatchFunction<String, String> {
+ *
+ *   public void asyncInvokeBatch(List<String> inputs, ResultFuture<String> resultFuture) {
+ *     // Submit batch inference request
+ *     CompletableFuture.supplyAsync(() -> {
+ *         List<String> results = modelService.batchInference(inputs);
+ *         return results;
+ *     }).thenAccept(results -> resultFuture.complete(results));
+ *   }
+ * }
+ * }</pre>
+ *
+ * @param <IN> The type of the input elements.
+ * @param <OUT> The type of the returned elements.
+ */
+@PublicEvolving
+public interface AsyncBatchFunction<IN, OUT> extends Function, Serializable {
+
+    /**
+     * Trigger async operation for a batch of stream inputs.
+     *
+     * <p>The implementation should process all inputs in the batch and complete the result future
+     * with all corresponding outputs. The number of outputs does not need to match the number of
+     * inputs - it depends on the specific use case.
+     *
+     * @param inputs a batch of elements coming from upstream tasks
+     * @param resultFuture to be completed with the result data for the entire batch
+     * @throws Exception in case of a user code error. An exception will make the task fail and
+     *     trigger fail-over process.
+     */
+    void asyncInvokeBatch(List<IN> inputs, ResultFuture<OUT> resultFuture) throws Exception;
+
+    // TODO: Add timeout handling in follow-up PR
+    // TODO: Add open/close lifecycle methods in follow-up PR
+}
diff --git a/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/functions/async/AsyncBatchRetryPredicate.java b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/functions/async/AsyncBatchRetryPredicate.java
new file mode 100644
index 0000000000000..dc9f12002f742
--- /dev/null
+++ b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/functions/async/AsyncBatchRetryPredicate.java
@@ -0,0 +1,61 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.streaming.api.functions.async;
+
+import org.apache.flink.annotation.PublicEvolving;
+
+import java.util.Collection;
+import java.util.Optional;
+import java.util.function.Predicate;
+
+/**
+ * Interface that encapsulates predicates for determining when to retry a batch async operation.
+ *
+ * <p>This is the batch-equivalent of {@link AsyncRetryPredicate}, designed specifically for {@link
+ * AsyncBatchFunction} operations.
+ *
+ * @param <OUT> The type of the output elements.
+ */
+@PublicEvolving
+public interface AsyncBatchRetryPredicate<OUT> {
+
+    /**
+     * An Optional Java {@link Predicate} that defines a condition on the batch function's result
+     * which will trigger a retry operation.
+     *
+     * <p>This predicate is evaluated on the complete collection of results returned by {@link
+     * ResultFuture#complete(Collection)}.
+     *
+     * @return predicate on result of {@link Collection}, or empty if no result-based retry is
+     *     configured
+     */
+    Optional<Predicate<Collection<OUT>>> resultPredicate();
+
+    /**
+     * An Optional Java {@link Predicate} that defines a condition on the batch function's exception
+     * which will trigger a retry operation.
+     *
+     * <p>This predicate is evaluated on the exception passed to {@link
+     * ResultFuture#completeExceptionally(Throwable)}.
+     *
+     * @return predicate on {@link Throwable} exception, or empty if no exception-based retry is
+     *     configured
+     */
+    Optional<Predicate<Throwable>> exceptionPredicate();
+}
diff --git a/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/functions/async/AsyncBatchRetryStrategy.java b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/functions/async/AsyncBatchRetryStrategy.java
new file mode 100644
index 0000000000000..9e3d44fb485d1
--- /dev/null
+++ b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/functions/async/AsyncBatchRetryStrategy.java
@@ -0,0 +1,73 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.streaming.api.functions.async;
+
+import org.apache.flink.annotation.PublicEvolving;
+
+import java.io.Serializable;
+
+/**
+ * Interface encapsulates a retry strategy for batch async operations.
+ *
+ * <p>This is the batch-equivalent of {@link AsyncRetryStrategy}, designed specifically for {@link
+ * AsyncBatchFunction} operations. It defines:
+ *
+ * <ul>
+ *   <li>Maximum number of retry attempts
+ *   <li>Backoff delay between retries
+ *   <li>Conditions under which retry should be triggered
+ * </ul>
+ *
+ * <p>Example usage:
+ *
+ * <pre>{@code
+ * AsyncBatchRetryStrategy<String> strategy = new AsyncBatchRetryStrategies
+ *     .FixedDelayRetryStrategyBuilder<String>(3, 1000L)
+ *     .ifException(e -> e instanceof TimeoutException)
+ *     .build();
+ * }</pre>
+ *
+ * @param <OUT> The type of the output elements.
+ */
+@PublicEvolving
+public interface AsyncBatchRetryStrategy<OUT> extends Serializable {
+
+    /**
+     * Determines whether a retry attempt can be made based on the current number of attempts.
+     *
+     * @param currentAttempts the number of attempts already made (starts from 1)
+     * @return true if another retry attempt can be made, false otherwise
+     */
+    boolean canRetry(int currentAttempts);
+
+    /**
+     * Returns the backoff time in milliseconds before the next retry attempt.
+     *
+     * @param currentAttempts the number of attempts already made
+     * @return backoff time in milliseconds, or -1 if no retry should be performed
+     */
+    long getBackoffTimeMillis(int currentAttempts);
+
+    /**
+     * Returns the retry predicate that determines when a retry should be triggered.
+     *
+     * @return the retry predicate for this strategy
+     */
+    AsyncBatchRetryPredicate<OUT> getRetryPredicate();
+}
diff --git a/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/functions/async/AsyncBatchTimeoutPolicy.java b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/functions/async/AsyncBatchTimeoutPolicy.java
new file mode 100644
index 0000000000000..c3bc6d411763c
--- /dev/null
+++ b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/functions/async/AsyncBatchTimeoutPolicy.java
@@ -0,0 +1,175 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.streaming.api.functions.async;
+
+import org.apache.flink.annotation.PublicEvolving;
+
+import java.io.Serializable;
+import java.time.Duration;
+
+/**
+ * Configuration for batch-level timeout behavior in async batch operations.
+ *
+ * <p>This policy defines:
+ *
+ * <ul>
+ *   <li>The timeout duration for a batch async operation
+ *   <li>The behavior when a timeout occurs (fail or emit partial results)
+ * </ul>
+ *
+ * <p>Example usage:
+ *
+ * <pre>{@code
+ * // Fail on timeout after 5 seconds
+ * AsyncBatchTimeoutPolicy policy = AsyncBatchTimeoutPolicy.failOnTimeout(Duration.ofSeconds(5));
+ *
+ * // Allow partial results on timeout after 10 seconds
+ * AsyncBatchTimeoutPolicy policy = AsyncBatchTimeoutPolicy.allowPartialOnTimeout(Duration.ofSeconds(10));
+ * }</pre>
+ *
+ * <p><b>Note:</b> Timeout is measured from the moment the batch async function is invoked until the
+ * result future is completed. If the timeout expires before completion:
+ *
+ * <ul>
+ *   <li>With {@link TimeoutBehavior#FAIL}: The operator throws a timeout exception
+ *   <li>With {@link TimeoutBehavior#ALLOW_PARTIAL}: The operator emits whatever results are
+ *       available (may be empty)
+ * </ul>
+ */
+@PublicEvolving
+public class AsyncBatchTimeoutPolicy implements Serializable {
+
+    private static final long serialVersionUID = 1L;
+
+    /** Constant indicating timeout is disabled. */
+    private static final long NO_TIMEOUT = 0L;
+
+    /** A policy that disables timeout (no timeout). */
+    public static final AsyncBatchTimeoutPolicy NO_TIMEOUT_POLICY =
+            new AsyncBatchTimeoutPolicy(NO_TIMEOUT, TimeoutBehavior.FAIL);
+
+    /** The timeout behavior when a batch operation times out. */
+    public enum TimeoutBehavior {
+        /**
+         * Fail the operator when timeout occurs. This will cause the job to fail unless handled by
+         * a restart strategy.
+         */
+        FAIL,
+
+        /**
+         * Allow partial results when timeout occurs. If no results are available, an empty
+         * collection is emitted.
+         */
+        ALLOW_PARTIAL
+    }
+
+    private final long timeoutMs;
+    private final TimeoutBehavior behavior;
+
+    private AsyncBatchTimeoutPolicy(long timeoutMs, TimeoutBehavior behavior) {
+        this.timeoutMs = timeoutMs;
+        this.behavior = behavior;
+    }
+
+    /**
+     * Creates a timeout policy that fails the operator on timeout.
+     *
+     * @param timeout the timeout duration
+     * @return a timeout policy configured to fail on timeout
+     */
+    public static AsyncBatchTimeoutPolicy failOnTimeout(Duration timeout) {
+        return new AsyncBatchTimeoutPolicy(timeout.toMillis(), TimeoutBehavior.FAIL);
+    }
+
+    /**
+     * Creates a timeout policy that fails the operator on timeout.
+     *
+     * @param timeoutMs the timeout in milliseconds
+     * @return a timeout policy configured to fail on timeout
+     */
+    public static AsyncBatchTimeoutPolicy failOnTimeout(long timeoutMs) {
+        return new AsyncBatchTimeoutPolicy(timeoutMs, TimeoutBehavior.FAIL);
+    }
+
+    /**
+     * Creates a timeout policy that allows partial results on timeout.
+     *
+     * @param timeout the timeout duration
+     * @return a timeout policy configured to allow partial results
+     */
+    public static AsyncBatchTimeoutPolicy allowPartialOnTimeout(Duration timeout) {
+        return new AsyncBatchTimeoutPolicy(timeout.toMillis(), TimeoutBehavior.ALLOW_PARTIAL);
+    }
+
+    /**
+     * Creates a timeout policy that allows partial results on timeout.
+     *
+     * @param timeoutMs the timeout in milliseconds
+     * @return a timeout policy configured to allow partial results
+     */
+    public static AsyncBatchTimeoutPolicy allowPartialOnTimeout(long timeoutMs) {
+        return new AsyncBatchTimeoutPolicy(timeoutMs, TimeoutBehavior.ALLOW_PARTIAL);
+    }
+
+    /**
+     * Returns whether timeout is enabled.
+     *
+     * @return true if timeout is enabled, false otherwise
+     */
+    public boolean isTimeoutEnabled() {
+        return timeoutMs > NO_TIMEOUT;
+    }
+
+    /**
+     * Returns the timeout duration in milliseconds.
+     *
+     * @return timeout in milliseconds
+     */
+    public long getTimeoutMs() {
+        return timeoutMs;
+    }
+
+    /**
+     * Returns the timeout behavior.
+     *
+     * @return the behavior when timeout occurs
+     */
+    public TimeoutBehavior getBehavior() {
+        return behavior;
+    }
+
+    /**
+     * Returns whether partial results should be allowed on timeout.
+     *
+     * @return true if partial results are allowed, false if failure should occur
+     */
+    public boolean shouldAllowPartialOnTimeout() {
+        return behavior == TimeoutBehavior.ALLOW_PARTIAL;
+    }
+
+    @Override
+    public String toString() {
+        return "AsyncBatchTimeoutPolicy{"
+                + "timeoutMs="
+                + timeoutMs
+                + ", behavior="
+                + behavior
+                + '}';
+    }
+}
diff --git a/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/operators/async/AsyncBatchWaitOperator.java b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/operators/async/AsyncBatchWaitOperator.java
new file mode 100644
index 0000000000000..42ac1cb5234a1
--- /dev/null
+++ b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/operators/async/AsyncBatchWaitOperator.java
@@ -0,0 +1,882 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.streaming.api.operators.async;
+
+import org.apache.flink.annotation.Internal;
+import org.apache.flink.annotation.VisibleForTesting;
+import org.apache.flink.api.common.operators.MailboxExecutor;
+import org.apache.flink.api.common.operators.ProcessingTimeService.ProcessingTimeCallback;
+import org.apache.flink.metrics.Counter;
+import org.apache.flink.metrics.Gauge;
+import org.apache.flink.metrics.Histogram;
+import org.apache.flink.metrics.MetricGroup;
+import org.apache.flink.runtime.metrics.DescriptiveStatisticsHistogram;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchFunction;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchRetryPredicate;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchRetryStrategy;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchTimeoutPolicy;
+import org.apache.flink.streaming.api.functions.async.CollectionSupplier;
+import org.apache.flink.streaming.api.functions.async.ResultFuture;
+import org.apache.flink.streaming.api.operators.AbstractStreamOperator;
+import org.apache.flink.streaming.api.operators.BoundedOneInput;
+import org.apache.flink.streaming.api.operators.OneInputStreamOperator;
+import org.apache.flink.streaming.api.operators.StreamOperatorParameters;
+import org.apache.flink.streaming.runtime.streamrecord.StreamRecord;
+import org.apache.flink.streaming.util.retryable.AsyncBatchRetryStrategies;
+import org.apache.flink.util.Preconditions;
+
+import javax.annotation.Nonnull;
+
+import java.util.ArrayList;
+import java.util.Collection;
+import java.util.List;
+import java.util.Optional;
+import java.util.concurrent.ScheduledFuture;
+import java.util.concurrent.TimeoutException;
+import java.util.concurrent.atomic.AtomicBoolean;
+import java.util.concurrent.atomic.AtomicInteger;
+import java.util.function.Predicate;
+
+/**
+ * The {@link AsyncBatchWaitOperator} batches incoming stream records and invokes the {@link
+ * AsyncBatchFunction} when the batch size reaches the configured maximum or when the batch timeout
+ * is reached.
+ *
+ * <p>This operator implements unordered semantics only - results are emitted as soon as they are
+ * available, regardless of input order. This is suitable for AI inference workloads where order
+ * does not matter.
+ *
+ * <p>Key behaviors:
+ *
+ * <ul>
+ *   <li>Buffer incoming records until batch size is reached OR timeout expires
+ *   <li>Flush remaining records when end of input is signaled
+ *   <li>Emit all results from the batch function to downstream
+ * </ul>
+ *
+ * <p>Timer lifecycle (when batchTimeoutMs > 0):
+ *
+ * <ul>
+ *   <li>Timer is registered when first element is added to an empty buffer
+ *   <li>Timer fires at: currentBatchStartTime + batchTimeoutMs
+ *   <li>Timer is cleared when batch is flushed (by size, timeout, or end-of-input)
+ *   <li>At most one timer is active at any time
+ * </ul>
+ *
+ * <h3>Retry Support</h3>
+ *
+ * <p>This operator supports retry strategies for failed batch operations:
+ *
+ * <ul>
+ *   <li>Configure via {@link AsyncBatchRetryStrategy}
+ *   <li>Supports fixed delay and exponential backoff strategies
+ *   <li>Retries are triggered based on exception or result predicates
+ *   <li>Retry count metric: {@code batchRetryCount}
+ * </ul>
+ *
+ * <h3>Timeout Support</h3>
+ *
+ * <p>This operator supports timeout policies for async batch operations:
+ *
+ * <ul>
+ *   <li>Configure via {@link AsyncBatchTimeoutPolicy}
+ *   <li>Supports fail-on-timeout or allow-partial-results behaviors
+ *   <li>Timeout applies to individual async invocations (not batching)
+ *   <li>Timeout count metric: {@code batchTimeoutCount}
+ * </ul>
+ *
+ * <h3>Metrics</h3>
+ *
+ * <p>This operator exposes the following metrics for monitoring AI/ML inference workloads:
+ *
+ * <ul>
+ *   <li>{@code batchSize} - Histogram of batch sizes (number of records per batch)
+ *   <li>{@code batchLatencyMs} - Histogram of batch latency in milliseconds (time from first
+ *       element buffered to batch flush)
+ *   <li>{@code asyncCallDurationMs} - Histogram of async call duration in milliseconds (time from
+ *       async invocation to completion)
+ *   <li>{@code inflightBatches} - Gauge showing current number of in-flight async batch operations
+ *   <li>{@code totalBatchesProcessed} - Counter of total batches processed
+ *   <li>{@code totalRecordsProcessed} - Counter of total records processed
+ *   <li>{@code asyncCallFailures} - Counter of failed async calls
+ *   <li>{@code batchRetryCount} - Counter of batch retry attempts
+ *   <li>{@code batchTimeoutCount} - Counter of batch timeouts
+ * </ul>
+ *
+ * <p>Future enhancements may include:
+ *
+ * <ul>
+ *   <li>Ordered mode support
+ *   <li>Event-time based batching
+ *   <li>Multiple inflight batches
+ * </ul>
+ *
+ * @param <IN> Input type for the operator.
+ * @param <OUT> Output type for the operator.
+ */
+@Internal
+public class AsyncBatchWaitOperator<IN, OUT> extends AbstractStreamOperator<OUT>
+        implements OneInputStreamOperator<IN, OUT>, BoundedOneInput, ProcessingTimeCallback {
+
+    private static final long serialVersionUID = 1L;
+
+    /** Constant indicating timeout is disabled. */
+    private static final long NO_TIMEOUT = 0L;
+
+    /** Default window size for histogram metrics. */
+    private static final int METRICS_HISTOGRAM_WINDOW_SIZE = 1000;
+
+    // ================================================================================
+    //  Metric names - exposed as constants for testing and documentation
+    // ================================================================================
+
+    /** Metric name for batch size histogram. */
+    public static final String METRIC_BATCH_SIZE = "batchSize";
+
+    /** Metric name for batch latency histogram (in milliseconds). */
+    public static final String METRIC_BATCH_LATENCY_MS = "batchLatencyMs";
+
+    /** Metric name for async call duration histogram (in milliseconds). */
+    public static final String METRIC_ASYNC_CALL_DURATION_MS = "asyncCallDurationMs";
+
+    /** Metric name for in-flight batches gauge. */
+    public static final String METRIC_INFLIGHT_BATCHES = "inflightBatches";
+
+    /** Metric name for total batches processed counter. */
+    public static final String METRIC_TOTAL_BATCHES_PROCESSED = "totalBatchesProcessed";
+
+    /** Metric name for total records processed counter. */
+    public static final String METRIC_TOTAL_RECORDS_PROCESSED = "totalRecordsProcessed";
+
+    /** Metric name for async call failures counter. */
+    public static final String METRIC_ASYNC_CALL_FAILURES = "asyncCallFailures";
+
+    /** Metric name for batch retry count counter. */
+    public static final String METRIC_BATCH_RETRY_COUNT = "batchRetryCount";
+
+    /** Metric name for batch timeout count counter. */
+    public static final String METRIC_BATCH_TIMEOUT_COUNT = "batchTimeoutCount";
+
+    // ================================================================================
+    //  Configuration fields
+    // ================================================================================
+
+    /** The async batch function to invoke. */
+    private final AsyncBatchFunction<IN, OUT> asyncBatchFunction;
+
+    /** Maximum batch size before triggering async invocation. */
+    private final int maxBatchSize;
+
+    /**
+     * Batch timeout in milliseconds. When positive, a timer is registered to flush the batch after
+     * this duration since the first buffered element. A value <= 0 disables timeout-based batching.
+     */
+    private final long batchTimeoutMs;
+
+    /** Retry strategy for failed batch operations. */
+    private final AsyncBatchRetryStrategy<OUT> retryStrategy;
+
+    /** Timeout policy for async batch operations. */
+    private final AsyncBatchTimeoutPolicy timeoutPolicy;
+
+    /** Buffer for incoming stream records. */
+    private transient List<IN> buffer;
+
+    /** Mailbox executor for processing async results on the main thread. */
+    private final transient MailboxExecutor mailboxExecutor;
+
+    /** Counter for in-flight async operations. */
+    private transient int inFlightCount;
+
+    // ================================================================================
+    //  Timer state fields for timeout-based batching
+    // ================================================================================
+
+    /**
+     * The processing time when the current batch started (i.e., when first element was added to
+     * empty buffer). Used to calculate timer fire time.
+     */
+    private transient long currentBatchStartTime;
+
+    /** Whether a timer is currently registered for the current batch. */
+    private transient boolean timerRegistered;
+
+    // ================================================================================
+    //  Metrics fields
+    // ================================================================================
+
+    /**
+     * Histogram tracking the size of each batch. Useful for monitoring batch efficiency and tuning
+     * maxBatchSize parameter.
+     */
+    private transient Histogram batchSizeHistogram;
+
+    /**
+     * Histogram tracking batch latency in milliseconds. Measures time from when first element is
+     * added to buffer until batch is flushed. Helps identify buffering overhead.
+     */
+    private transient Histogram batchLatencyHistogram;
+
+    /**
+     * Histogram tracking async call duration in milliseconds. Measures time from async invocation
+     * to completion callback. Critical for monitoring inference latency.
+     */
+    private transient Histogram asyncCallDurationHistogram;
+
+    /**
+     * Gauge showing current number of in-flight batches. Useful for monitoring backpressure and
+     * concurrency.
+     */
+    @SuppressWarnings("unused") // Registered as gauge, kept as field reference
+    private transient Gauge<Integer> inflightBatchesGauge;
+
+    /** Counter for total batches processed. */
+    private transient Counter totalBatchesProcessedCounter;
+
+    /** Counter for total records processed. */
+    private transient Counter totalRecordsProcessedCounter;
+
+    /** Counter for failed async calls. */
+    private transient Counter asyncCallFailuresCounter;
+
+    /** Counter for batch retry attempts. */
+    private transient Counter batchRetryCounter;
+
+    /** Counter for batch timeouts. */
+    private transient Counter batchTimeoutCounter;
+
+    /**
+     * Creates an AsyncBatchWaitOperator with size-based batching only (no timeout, no retry, no
+     * async timeout).
+     *
+     * @param parameters Stream operator parameters
+     * @param asyncBatchFunction The async batch function to invoke
+     * @param maxBatchSize Maximum batch size before triggering async invocation
+     * @param mailboxExecutor Mailbox executor for processing async results
+     */
+    @SuppressWarnings("unchecked")
+    public AsyncBatchWaitOperator(
+            @Nonnull StreamOperatorParameters<OUT> parameters,
+            @Nonnull AsyncBatchFunction<IN, OUT> asyncBatchFunction,
+            int maxBatchSize,
+            @Nonnull MailboxExecutor mailboxExecutor) {
+        this(
+                parameters,
+                asyncBatchFunction,
+                maxBatchSize,
+                NO_TIMEOUT,
+                mailboxExecutor,
+                AsyncBatchRetryStrategies.noRetry(),
+                AsyncBatchTimeoutPolicy.NO_TIMEOUT_POLICY);
+    }
+
+    /**
+     * Creates an AsyncBatchWaitOperator with size-based and optional timeout-based batching (no
+     * retry, no async timeout).
+     *
+     * @param parameters Stream operator parameters
+     * @param asyncBatchFunction The async batch function to invoke
+     * @param maxBatchSize Maximum batch size before triggering async invocation
+     * @param batchTimeoutMs Batch timeout in milliseconds; <= 0 means disabled
+     * @param mailboxExecutor Mailbox executor for processing async results
+     */
+    @SuppressWarnings("unchecked")
+    public AsyncBatchWaitOperator(
+            @Nonnull StreamOperatorParameters<OUT> parameters,
+            @Nonnull AsyncBatchFunction<IN, OUT> asyncBatchFunction,
+            int maxBatchSize,
+            long batchTimeoutMs,
+            @Nonnull MailboxExecutor mailboxExecutor) {
+        this(
+                parameters,
+                asyncBatchFunction,
+                maxBatchSize,
+                batchTimeoutMs,
+                mailboxExecutor,
+                AsyncBatchRetryStrategies.noRetry(),
+                AsyncBatchTimeoutPolicy.NO_TIMEOUT_POLICY);
+    }
+
+    /**
+     * Creates an AsyncBatchWaitOperator with full configuration including retry and timeout
+     * policies.
+     *
+     * @param parameters Stream operator parameters
+     * @param asyncBatchFunction The async batch function to invoke
+     * @param maxBatchSize Maximum batch size before triggering async invocation
+     * @param batchTimeoutMs Batch timeout in milliseconds; <= 0 means disabled
+     * @param mailboxExecutor Mailbox executor for processing async results
+     * @param retryStrategy Retry strategy for failed batch operations
+     * @param timeoutPolicy Timeout policy for async batch operations
+     */
+    @SuppressWarnings("unchecked")
+    public AsyncBatchWaitOperator(
+            @Nonnull StreamOperatorParameters<OUT> parameters,
+            @Nonnull AsyncBatchFunction<IN, OUT> asyncBatchFunction,
+            int maxBatchSize,
+            long batchTimeoutMs,
+            @Nonnull MailboxExecutor mailboxExecutor,
+            @Nonnull AsyncBatchRetryStrategy<OUT> retryStrategy,
+            @Nonnull AsyncBatchTimeoutPolicy timeoutPolicy) {
+        Preconditions.checkArgument(maxBatchSize > 0, "maxBatchSize must be greater than 0");
+        this.asyncBatchFunction = Preconditions.checkNotNull(asyncBatchFunction);
+        this.maxBatchSize = maxBatchSize;
+        this.batchTimeoutMs = batchTimeoutMs;
+        this.mailboxExecutor = Preconditions.checkNotNull(mailboxExecutor);
+        this.retryStrategy =
+                (AsyncBatchRetryStrategy<OUT>)
+                        Preconditions.checkNotNull(retryStrategy, "retryStrategy must not be null");
+        this.timeoutPolicy =
+                Preconditions.checkNotNull(timeoutPolicy, "timeoutPolicy must not be null");
+
+        // Setup the operator using parameters
+        setup(parameters.getContainingTask(), parameters.getStreamConfig(), parameters.getOutput());
+    }
+
+    @Override
+    public void open() throws Exception {
+        super.open();
+        this.buffer = new ArrayList<>(maxBatchSize);
+        this.inFlightCount = 0;
+        this.currentBatchStartTime = 0L;
+        this.timerRegistered = false;
+
+        // Initialize metrics
+        registerMetrics();
+    }
+
+    /**
+     * Registers all metrics for this operator.
+     *
+     * <p>Metrics are registered under the operator's metric group and provide visibility into batch
+     * processing behavior for AI/ML inference workloads.
+     */
+    private void registerMetrics() {
+        MetricGroup metricGroup = metrics;
+
+        // Histogram for batch sizes
+        this.batchSizeHistogram =
+                metricGroup.histogram(
+                        METRIC_BATCH_SIZE,
+                        new DescriptiveStatisticsHistogram(METRICS_HISTOGRAM_WINDOW_SIZE));
+
+        // Histogram for batch latency (time from first element to flush)
+        this.batchLatencyHistogram =
+                metricGroup.histogram(
+                        METRIC_BATCH_LATENCY_MS,
+                        new DescriptiveStatisticsHistogram(METRICS_HISTOGRAM_WINDOW_SIZE));
+
+        // Histogram for async call duration
+        this.asyncCallDurationHistogram =
+                metricGroup.histogram(
+                        METRIC_ASYNC_CALL_DURATION_MS,
+                        new DescriptiveStatisticsHistogram(METRICS_HISTOGRAM_WINDOW_SIZE));
+
+        // Gauge for in-flight batches
+        this.inflightBatchesGauge = metricGroup.gauge(METRIC_INFLIGHT_BATCHES, () -> inFlightCount);
+
+        // Counter for total batches processed
+        this.totalBatchesProcessedCounter = metricGroup.counter(METRIC_TOTAL_BATCHES_PROCESSED);
+
+        // Counter for total records processed
+        this.totalRecordsProcessedCounter = metricGroup.counter(METRIC_TOTAL_RECORDS_PROCESSED);
+
+        // Counter for failed async calls
+        this.asyncCallFailuresCounter = metricGroup.counter(METRIC_ASYNC_CALL_FAILURES);
+
+        // Counter for batch retries
+        this.batchRetryCounter = metricGroup.counter(METRIC_BATCH_RETRY_COUNT);
+
+        // Counter for batch timeouts
+        this.batchTimeoutCounter = metricGroup.counter(METRIC_BATCH_TIMEOUT_COUNT);
+    }
+
+    @Override
+    public void processElement(StreamRecord<IN> element) throws Exception {
+        // If buffer is empty and timeout is enabled, record batch start time and register timer
+        if (buffer.isEmpty() && isTimeoutEnabled()) {
+            currentBatchStartTime = getProcessingTimeService().getCurrentProcessingTime();
+            registerBatchTimer();
+        }
+
+        // Record batch start time for latency tracking (even without timeout)
+        if (buffer.isEmpty() && !isTimeoutEnabled()) {
+            currentBatchStartTime = System.currentTimeMillis();
+        }
+
+        buffer.add(element.getValue());
+
+        // Size-triggered flush: cancel pending timer and flush
+        if (buffer.size() >= maxBatchSize) {
+            flushBuffer();
+        }
+    }
+
+    /**
+     * Callback when processing time timer fires. Flushes the buffer if non-empty.
+     *
+     * @param timestamp The timestamp for which the timer was registered
+     */
+    @Override
+    public void onProcessingTime(long timestamp) throws Exception {
+        // Timer fired - clear timer state first
+        timerRegistered = false;
+
+        // Flush buffer if non-empty (timeout-triggered flush)
+        if (!buffer.isEmpty()) {
+            flushBuffer();
+        }
+    }
+
+    /** Flush the current buffer by invoking the async batch function. */
+    private void flushBuffer() throws Exception {
+        if (buffer.isEmpty()) {
+            return;
+        }
+
+        // Calculate batch latency (time from first element to now)
+        long batchLatencyMs;
+        if (isTimeoutEnabled()) {
+            batchLatencyMs =
+                    getProcessingTimeService().getCurrentProcessingTime() - currentBatchStartTime;
+        } else {
+            batchLatencyMs = System.currentTimeMillis() - currentBatchStartTime;
+        }
+
+        // Clear timer state since we're flushing the batch
+        clearTimerState();
+
+        // Create a copy of the buffer and clear it for new incoming elements
+        List<IN> batch = new ArrayList<>(buffer);
+        buffer.clear();
+
+        // Update metrics
+        int batchSize = batch.size();
+        batchSizeHistogram.update(batchSize);
+        batchLatencyHistogram.update(batchLatencyMs);
+        totalBatchesProcessedCounter.inc();
+        totalRecordsProcessedCounter.inc(batchSize);
+
+        // Increment in-flight counter
+        inFlightCount++;
+
+        // Record async call start time for duration tracking
+        long asyncCallStartTime = System.currentTimeMillis();
+
+        // Create result handler for this batch with retry support
+        BatchResultHandler resultHandler = new BatchResultHandler(batch, asyncCallStartTime);
+
+        // Invoke the async batch function
+        asyncBatchFunction.asyncInvokeBatch(batch, resultHandler);
+
+        // Register timeout if configured
+        resultHandler.registerTimeout();
+    }
+
+    @Override
+    public void endInput() throws Exception {
+        // Flush any remaining elements in the buffer
+        flushBuffer();
+
+        // Wait for all in-flight async operations to complete
+        while (inFlightCount > 0) {
+            mailboxExecutor.yield();
+        }
+    }
+
+    @Override
+    public void close() throws Exception {
+        super.close();
+    }
+
+    // ================================================================================
+    //  Timer management methods
+    // ================================================================================
+
+    /** Check if timeout-based batching is enabled. */
+    private boolean isTimeoutEnabled() {
+        return batchTimeoutMs > NO_TIMEOUT;
+    }
+
+    /** Register a processing time timer for the current batch. */
+    private void registerBatchTimer() {
+        if (!timerRegistered && isTimeoutEnabled()) {
+            long fireTime = currentBatchStartTime + batchTimeoutMs;
+            getProcessingTimeService().registerTimer(fireTime, this);
+            timerRegistered = true;
+        }
+    }
+
+    /**
+     * Clear timer state. Note: We don't explicitly cancel the timer because: 1. The timer callback
+     * checks buffer state before flushing 2. Cancelling timers has overhead 3. Timer will be
+     * ignored if buffer is empty when it fires
+     */
+    private void clearTimerState() {
+        timerRegistered = false;
+        currentBatchStartTime = 0L;
+    }
+
+    // ================================================================================
+    //  Test accessors
+    // ================================================================================
+
+    /** Returns the current buffer size. Visible for testing. */
+    @VisibleForTesting
+    int getBufferSize() {
+        return buffer != null ? buffer.size() : 0;
+    }
+
+    /** Returns the current in-flight count. Visible for testing. */
+    @VisibleForTesting
+    int getInFlightCount() {
+        return inFlightCount;
+    }
+
+    /** Returns the batch size histogram. Visible for testing. */
+    @VisibleForTesting
+    Histogram getBatchSizeHistogram() {
+        return batchSizeHistogram;
+    }
+
+    /** Returns the batch latency histogram. Visible for testing. */
+    @VisibleForTesting
+    Histogram getBatchLatencyHistogram() {
+        return batchLatencyHistogram;
+    }
+
+    /** Returns the async call duration histogram. Visible for testing. */
+    @VisibleForTesting
+    Histogram getAsyncCallDurationHistogram() {
+        return asyncCallDurationHistogram;
+    }
+
+    /** Returns the total batches processed counter. Visible for testing. */
+    @VisibleForTesting
+    Counter getTotalBatchesProcessedCounter() {
+        return totalBatchesProcessedCounter;
+    }
+
+    /** Returns the total records processed counter. Visible for testing. */
+    @VisibleForTesting
+    Counter getTotalRecordsProcessedCounter() {
+        return totalRecordsProcessedCounter;
+    }
+
+    /** Returns the async call failures counter. Visible for testing. */
+    @VisibleForTesting
+    Counter getAsyncCallFailuresCounter() {
+        return asyncCallFailuresCounter;
+    }
+
+    /** Returns the batch retry counter. Visible for testing. */
+    @VisibleForTesting
+    Counter getBatchRetryCounter() {
+        return batchRetryCounter;
+    }
+
+    /** Returns the batch timeout counter. Visible for testing. */
+    @VisibleForTesting
+    Counter getBatchTimeoutCounter() {
+        return batchTimeoutCounter;
+    }
+
+    /**
+     * A handler for the results of a batch async invocation.
+     *
+     * <p>This handler supports:
+     *
+     * <ul>
+     *   <li>Normal completion with results
+     *   <li>Exceptional completion with retry support
+     *   <li>Timeout handling with configurable behavior
+     * </ul>
+     */
+    private class BatchResultHandler implements ResultFuture<OUT> {
+
+        /** Guard against multiple completions. */
+        private final AtomicBoolean completed = new AtomicBoolean(false);
+
+        /** Start time of the async call for duration tracking. */
+        private final long asyncCallStartTime;
+
+        /** The batch of inputs for potential retry. */
+        private final List<IN> batch;
+
+        /** Current retry attempt count. */
+        private final AtomicInteger currentAttempts = new AtomicInteger(1);
+
+        /** Scheduled timeout future, if timeout is enabled. */
+        private volatile ScheduledFuture<?> timeoutFuture;
+
+        /** Flag to track if timeout has occurred. */
+        private final AtomicBoolean timedOut = new AtomicBoolean(false);
+
+        BatchResultHandler(List<IN> batch, long asyncCallStartTime) {
+            this.batch = batch;
+            this.asyncCallStartTime = asyncCallStartTime;
+        }
+
+        /** Register timeout if timeout policy is enabled. */
+        void registerTimeout() {
+            if (timeoutPolicy.isTimeoutEnabled()) {
+                // Use ProcessingTimeService to register timeout timer
+                long timeoutFireTime =
+                        getProcessingTimeService().getCurrentProcessingTime()
+                                + timeoutPolicy.getTimeoutMs();
+                timeoutFuture =
+                        getProcessingTimeService()
+                                .registerTimer(timeoutFireTime, timestamp -> handleTimeout());
+            }
+        }
+
+        /** Handle timeout expiration. */
+        private void handleTimeout() {
+            if (timedOut.compareAndSet(false, true) && !completed.get()) {
+                // Cancel any pending operations
+                cancelTimeoutFuture();
+
+                // Update timeout metric
+                batchTimeoutCounter.inc();
+
+                // Record duration
+                long duration = System.currentTimeMillis() - asyncCallStartTime;
+                asyncCallDurationHistogram.update(duration);
+
+                if (timeoutPolicy.shouldAllowPartialOnTimeout()) {
+                    // Allow partial results - emit empty collection
+                    mailboxExecutor.execute(
+                            () -> {
+                                if (completed.compareAndSet(false, true)) {
+                                    // Emit empty results (no results available on timeout)
+                                    inFlightCount--;
+                                }
+                            },
+                            "AsyncBatchWaitOperator#handleTimeoutPartial");
+                } else {
+                    // Fail on timeout
+                    if (completed.compareAndSet(false, true)) {
+                        asyncCallFailuresCounter.inc();
+                        getContainingTask()
+                                .getEnvironment()
+                                .failExternally(
+                                        new TimeoutException(
+                                                "Async batch operation timed out after "
+                                                        + timeoutPolicy.getTimeoutMs()
+                                                        + " ms"));
+                        mailboxExecutor.execute(
+                                () -> inFlightCount--,
+                                "AsyncBatchWaitOperator#decrementInFlightOnTimeout");
+                    }
+                }
+            }
+        }
+
+        /** Cancel the timeout future if it exists. */
+        private void cancelTimeoutFuture() {
+            if (timeoutFuture != null && !timeoutFuture.isDone()) {
+                timeoutFuture.cancel(false);
+            }
+        }
+
+        @Override
+        public void complete(Collection<OUT> results) {
+            Preconditions.checkNotNull(
+                    results, "Results must not be null, use empty collection to emit nothing");
+
+            // Check if already timed out
+            if (timedOut.get()) {
+                return;
+            }
+
+            // Check if retry is needed based on result predicate
+            AsyncBatchRetryPredicate<OUT> retryPredicate = retryStrategy.getRetryPredicate();
+            Optional<Predicate<Collection<OUT>>> resultPredicateOpt =
+                    retryPredicate.resultPredicate();
+
+            if (resultPredicateOpt.isPresent()
+                    && resultPredicateOpt.get().test(results)
+                    && retryStrategy.canRetry(currentAttempts.get())) {
+                // Schedule retry
+                scheduleRetry(null);
+                return;
+            }
+
+            if (!completed.compareAndSet(false, true)) {
+                return;
+            }
+
+            // Cancel timeout
+            cancelTimeoutFuture();
+
+            // Process results in the mailbox thread
+            mailboxExecutor.execute(
+                    () -> processResults(results), "AsyncBatchWaitOperator#processResults");
+        }
+
+        @Override
+        public void completeExceptionally(Throwable error) {
+            // Check if already timed out
+            if (timedOut.get()) {
+                return;
+            }
+
+            // Check if retry is needed based on exception predicate
+            AsyncBatchRetryPredicate<OUT> retryPredicate = retryStrategy.getRetryPredicate();
+            Optional<Predicate<Throwable>> exceptionPredicateOpt =
+                    retryPredicate.exceptionPredicate();
+
+            if (exceptionPredicateOpt.isPresent()
+                    && exceptionPredicateOpt.get().test(error)
+                    && retryStrategy.canRetry(currentAttempts.get())) {
+                // Schedule retry
+                scheduleRetry(error);
+                return;
+            }
+
+            if (!completed.compareAndSet(false, true)) {
+                return;
+            }
+
+            // Cancel timeout
+            cancelTimeoutFuture();
+
+            // Update failure metric
+            asyncCallFailuresCounter.inc();
+
+            // Record async call duration even for failures
+            long duration = System.currentTimeMillis() - asyncCallStartTime;
+            asyncCallDurationHistogram.update(duration);
+
+            // Signal failure through the containing task
+            getContainingTask()
+                    .getEnvironment()
+                    .failExternally(new Exception("Async batch operation failed.", error));
+
+            // Decrement in-flight counter in mailbox thread
+            mailboxExecutor.execute(
+                    () -> inFlightCount--, "AsyncBatchWaitOperator#decrementInFlight");
+        }
+
+        @Override
+        public void complete(CollectionSupplier<OUT> supplier) {
+            Preconditions.checkNotNull(
+                    supplier, "Supplier must not be null, return empty collection to emit nothing");
+
+            // Check if already timed out
+            if (timedOut.get()) {
+                return;
+            }
+
+            if (!completed.compareAndSet(false, true)) {
+                return;
+            }
+
+            // Cancel timeout
+            cancelTimeoutFuture();
+
+            mailboxExecutor.execute(
+                    () -> {
+                        try {
+                            processResults(supplier.get());
+                        } catch (Throwable t) {
+                            // Update failure metric
+                            asyncCallFailuresCounter.inc();
+
+                            // Record async call duration even for failures
+                            long duration = System.currentTimeMillis() - asyncCallStartTime;
+                            asyncCallDurationHistogram.update(duration);
+
+                            getContainingTask()
+                                    .getEnvironment()
+                                    .failExternally(
+                                            new Exception("Async batch operation failed.", t));
+                            inFlightCount--;
+                        }
+                    },
+                    "AsyncBatchWaitOperator#processResultsFromSupplier");
+        }
+
+        /**
+         * Schedule a retry attempt after the backoff delay.
+         *
+         * @param previousError the error that triggered the retry, or null if retry is based on
+         *     result
+         */
+        private void scheduleRetry(Throwable previousError) {
+            int attempt = currentAttempts.getAndIncrement();
+            long backoffMs = retryStrategy.getBackoffTimeMillis(attempt);
+
+            // Update retry metric
+            batchRetryCounter.inc();
+
+            // Schedule retry using ProcessingTimeService timer
+            long retryFireTime = getProcessingTimeService().getCurrentProcessingTime() + backoffMs;
+            getProcessingTimeService()
+                    .registerTimer(retryFireTime, timestamp -> executeRetry(previousError));
+        }
+
+        /**
+         * Execute a retry attempt.
+         *
+         * @param previousError the error that triggered the retry, or null if retry is based on
+         *     result
+         */
+        private void executeRetry(Throwable previousError) {
+            // Check if already timed out or completed
+            if (timedOut.get() || completed.get()) {
+                return;
+            }
+
+            try {
+                // Create a new result handler for this retry (reusing current handler state)
+                asyncBatchFunction.asyncInvokeBatch(batch, this);
+            } catch (Exception e) {
+                // Retry invocation failed immediately
+                Throwable cause = previousError != null ? previousError : e;
+                if (completed.compareAndSet(false, true)) {
+                    cancelTimeoutFuture();
+                    asyncCallFailuresCounter.inc();
+                    long duration = System.currentTimeMillis() - asyncCallStartTime;
+                    asyncCallDurationHistogram.update(duration);
+                    getContainingTask()
+                            .getEnvironment()
+                            .failExternally(
+                                    new Exception("Async batch operation retry failed.", cause));
+                    mailboxExecutor.execute(
+                            () -> inFlightCount--,
+                            "AsyncBatchWaitOperator#decrementInFlightOnRetryFail");
+                }
+            }
+        }
+
+        private void processResults(Collection<OUT> results) {
+            // Record async call duration
+            long duration = System.currentTimeMillis() - asyncCallStartTime;
+            asyncCallDurationHistogram.update(duration);
+
+            // Emit all results downstream
+            for (OUT result : results) {
+                output.collect(new StreamRecord<>(result));
+            }
+            // Decrement in-flight counter
+            inFlightCount--;
+        }
+    }
+}
diff --git a/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/operators/async/AsyncBatchWaitOperatorFactory.java b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/operators/async/AsyncBatchWaitOperatorFactory.java
new file mode 100644
index 0000000000000..9c1379e5bb1bc
--- /dev/null
+++ b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/operators/async/AsyncBatchWaitOperatorFactory.java
@@ -0,0 +1,127 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.streaming.api.operators.async;
+
+import org.apache.flink.annotation.Internal;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchFunction;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchRetryStrategy;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchTimeoutPolicy;
+import org.apache.flink.streaming.api.operators.AbstractStreamOperatorFactory;
+import org.apache.flink.streaming.api.operators.ChainingStrategy;
+import org.apache.flink.streaming.api.operators.OneInputStreamOperatorFactory;
+import org.apache.flink.streaming.api.operators.StreamOperator;
+import org.apache.flink.streaming.api.operators.StreamOperatorParameters;
+import org.apache.flink.streaming.api.operators.legacy.YieldingOperatorFactory;
+import org.apache.flink.streaming.util.retryable.AsyncBatchRetryStrategies;
+
+/**
+ * The factory of {@link AsyncBatchWaitOperator}.
+ *
+ * @param <IN> The input type of the operator
+ * @param <OUT> The output type of the operator
+ */
+@Internal
+public class AsyncBatchWaitOperatorFactory<IN, OUT> extends AbstractStreamOperatorFactory<OUT>
+        implements OneInputStreamOperatorFactory<IN, OUT>, YieldingOperatorFactory<OUT> {
+
+    private static final long serialVersionUID = 1L;
+
+    /** Constant indicating timeout is disabled. */
+    private static final long NO_TIMEOUT = 0L;
+
+    private final AsyncBatchFunction<IN, OUT> asyncBatchFunction;
+    private final int maxBatchSize;
+    private final long batchTimeoutMs;
+    private final AsyncBatchRetryStrategy<OUT> retryStrategy;
+    private final AsyncBatchTimeoutPolicy timeoutPolicy;
+
+    /**
+     * Creates a factory with size-based batching only (no timeout, no retry, no async timeout).
+     *
+     * @param asyncBatchFunction The async batch function
+     * @param maxBatchSize Maximum batch size before triggering async invocation
+     */
+    public AsyncBatchWaitOperatorFactory(
+            AsyncBatchFunction<IN, OUT> asyncBatchFunction, int maxBatchSize) {
+        this(asyncBatchFunction, maxBatchSize, NO_TIMEOUT);
+    }
+
+    /**
+     * Creates a factory with size-based and optional timeout-based batching (no retry, no async
+     * timeout).
+     *
+     * @param asyncBatchFunction The async batch function
+     * @param maxBatchSize Maximum batch size before triggering async invocation
+     * @param batchTimeoutMs Batch timeout in milliseconds; <= 0 means disabled
+     */
+    @SuppressWarnings("unchecked")
+    public AsyncBatchWaitOperatorFactory(
+            AsyncBatchFunction<IN, OUT> asyncBatchFunction, int maxBatchSize, long batchTimeoutMs) {
+        this(
+                asyncBatchFunction,
+                maxBatchSize,
+                batchTimeoutMs,
+                AsyncBatchRetryStrategies.noRetry(),
+                AsyncBatchTimeoutPolicy.NO_TIMEOUT_POLICY);
+    }
+
+    /**
+     * Creates a factory with full configuration including retry and timeout policies.
+     *
+     * @param asyncBatchFunction The async batch function
+     * @param maxBatchSize Maximum batch size before triggering async invocation
+     * @param batchTimeoutMs Batch timeout in milliseconds; <= 0 means disabled
+     * @param retryStrategy Retry strategy for failed batch operations
+     * @param timeoutPolicy Timeout policy for async batch operations
+     */
+    public AsyncBatchWaitOperatorFactory(
+            AsyncBatchFunction<IN, OUT> asyncBatchFunction,
+            int maxBatchSize,
+            long batchTimeoutMs,
+            AsyncBatchRetryStrategy<OUT> retryStrategy,
+            AsyncBatchTimeoutPolicy timeoutPolicy) {
+        this.asyncBatchFunction = asyncBatchFunction;
+        this.maxBatchSize = maxBatchSize;
+        this.batchTimeoutMs = batchTimeoutMs;
+        this.retryStrategy = retryStrategy;
+        this.timeoutPolicy = timeoutPolicy;
+        this.chainingStrategy = ChainingStrategy.ALWAYS;
+    }
+
+    @Override
+    @SuppressWarnings("unchecked")
+    public <T extends StreamOperator<OUT>> T createStreamOperator(
+            StreamOperatorParameters<OUT> parameters) {
+        AsyncBatchWaitOperator<IN, OUT> operator =
+                new AsyncBatchWaitOperator<>(
+                        parameters,
+                        asyncBatchFunction,
+                        maxBatchSize,
+                        batchTimeoutMs,
+                        getMailboxExecutor(),
+                        retryStrategy,
+                        timeoutPolicy);
+        return (T) operator;
+    }
+
+    @Override
+    public Class<? extends StreamOperator> getStreamOperatorClass(ClassLoader classLoader) {
+        return AsyncBatchWaitOperator.class;
+    }
+}
diff --git a/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/operators/async/OrderedAsyncBatchWaitOperator.java b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/operators/async/OrderedAsyncBatchWaitOperator.java
new file mode 100644
index 0000000000000..657605b0c1eb8
--- /dev/null
+++ b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/operators/async/OrderedAsyncBatchWaitOperator.java
@@ -0,0 +1,674 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.streaming.api.operators.async;
+
+import org.apache.flink.annotation.Internal;
+import org.apache.flink.annotation.VisibleForTesting;
+import org.apache.flink.api.common.operators.MailboxExecutor;
+import org.apache.flink.api.common.operators.ProcessingTimeService.ProcessingTimeCallback;
+import org.apache.flink.metrics.Counter;
+import org.apache.flink.metrics.Gauge;
+import org.apache.flink.metrics.Histogram;
+import org.apache.flink.metrics.MetricGroup;
+import org.apache.flink.runtime.metrics.DescriptiveStatisticsHistogram;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchFunction;
+import org.apache.flink.streaming.api.functions.async.CollectionSupplier;
+import org.apache.flink.streaming.api.functions.async.ResultFuture;
+import org.apache.flink.streaming.api.operators.AbstractStreamOperator;
+import org.apache.flink.streaming.api.operators.BoundedOneInput;
+import org.apache.flink.streaming.api.operators.OneInputStreamOperator;
+import org.apache.flink.streaming.api.operators.StreamOperatorParameters;
+import org.apache.flink.streaming.runtime.streamrecord.StreamRecord;
+import org.apache.flink.util.Preconditions;
+
+import javax.annotation.Nonnull;
+
+import java.util.ArrayList;
+import java.util.Collection;
+import java.util.List;
+import java.util.Map;
+import java.util.TreeMap;
+import java.util.concurrent.atomic.AtomicBoolean;
+
+/**
+ * The {@link OrderedAsyncBatchWaitOperator} batches incoming stream records and invokes the {@link
+ * AsyncBatchFunction} when the batch size reaches the configured maximum or when the batch timeout
+ * is reached.
+ *
+ * <p>This operator implements <b>ordered semantics</b> - output records are emitted in the same
+ * order as input records, even though async batch invocations may complete out-of-order internally.
+ *
+ * <p>Ordering is achieved by:
+ *
+ * <ul>
+ *   <li>Assigning a monotonic sequence number to each batch
+ *   <li>Buffering completed batch results in a pending results map
+ *   <li>Emitting results strictly in sequence order
+ * </ul>
+ *
+ * <p>Key behaviors:
+ *
+ * <ul>
+ *   <li>Buffer incoming records until batch size is reached OR timeout expires
+ *   <li>Flush remaining records when end of input is signaled
+ *   <li>Wait for all batches to complete and emit in order before finishing
+ * </ul>
+ *
+ * <p>Timer lifecycle (when batchTimeoutMs > 0):
+ *
+ * <ul>
+ *   <li>Timer is registered when first element is added to an empty buffer
+ *   <li>Timer fires at: currentBatchStartTime + batchTimeoutMs
+ *   <li>Timer is cleared when batch is flushed (by size, timeout, or end-of-input)
+ *   <li>At most one timer is active at any time
+ * </ul>
+ *
+ * <h3>Metrics</h3>
+ *
+ * <p>This operator exposes the following metrics for monitoring AI/ML inference workloads:
+ *
+ * <ul>
+ *   <li>{@code batchSize} - Histogram of batch sizes (number of records per batch)
+ *   <li>{@code batchLatencyMs} - Histogram of batch latency in milliseconds (time from first
+ *       element buffered to batch flush)
+ *   <li>{@code asyncCallDurationMs} - Histogram of async call duration in milliseconds (time from
+ *       async invocation to completion)
+ *   <li>{@code inflightBatches} - Gauge showing current number of in-flight async batch operations
+ *   <li>{@code totalBatchesProcessed} - Counter of total batches processed
+ *   <li>{@code totalRecordsProcessed} - Counter of total records processed
+ *   <li>{@code asyncCallFailures} - Counter of failed async calls
+ *   <li>{@code pendingOrderedBatches} - Gauge showing batches waiting for in-order emission
+ * </ul>
+ *
+ * <p>Future enhancements may include:
+ *
+ * <ul>
+ *   <li>Event-time or watermark-based ordering
+ *   <li>Multiple inflight batches concurrency control
+ *   <li>Retry logic
+ * </ul>
+ *
+ * @param <IN> Input type for the operator.
+ * @param <OUT> Output type for the operator.
+ */
+@Internal
+public class OrderedAsyncBatchWaitOperator<IN, OUT> extends AbstractStreamOperator<OUT>
+        implements OneInputStreamOperator<IN, OUT>, BoundedOneInput, ProcessingTimeCallback {
+
+    private static final long serialVersionUID = 1L;
+
+    /** Constant indicating timeout is disabled. */
+    private static final long NO_TIMEOUT = 0L;
+
+    /** Default window size for histogram metrics. */
+    private static final int METRICS_HISTOGRAM_WINDOW_SIZE = 1000;
+
+    // ================================================================================
+    //  Metric names - exposed as constants for testing and documentation
+    // ================================================================================
+
+    /** Metric name for batch size histogram. */
+    public static final String METRIC_BATCH_SIZE = "batchSize";
+
+    /** Metric name for batch latency histogram (in milliseconds). */
+    public static final String METRIC_BATCH_LATENCY_MS = "batchLatencyMs";
+
+    /** Metric name for async call duration histogram (in milliseconds). */
+    public static final String METRIC_ASYNC_CALL_DURATION_MS = "asyncCallDurationMs";
+
+    /** Metric name for in-flight batches gauge. */
+    public static final String METRIC_INFLIGHT_BATCHES = "inflightBatches";
+
+    /** Metric name for total batches processed counter. */
+    public static final String METRIC_TOTAL_BATCHES_PROCESSED = "totalBatchesProcessed";
+
+    /** Metric name for total records processed counter. */
+    public static final String METRIC_TOTAL_RECORDS_PROCESSED = "totalRecordsProcessed";
+
+    /** Metric name for async call failures counter. */
+    public static final String METRIC_ASYNC_CALL_FAILURES = "asyncCallFailures";
+
+    /** Metric name for pending ordered batches gauge. */
+    public static final String METRIC_PENDING_ORDERED_BATCHES = "pendingOrderedBatches";
+
+    // ================================================================================
+    //  Configuration fields
+    // ================================================================================
+
+    /** The async batch function to invoke. */
+    private final AsyncBatchFunction<IN, OUT> asyncBatchFunction;
+
+    /** Maximum batch size before triggering async invocation. */
+    private final int maxBatchSize;
+
+    /**
+     * Batch timeout in milliseconds. When positive, a timer is registered to flush the batch after
+     * this duration since the first buffered element. A value <= 0 disables timeout-based batching.
+     */
+    private final long batchTimeoutMs;
+
+    /** Buffer for incoming stream records. */
+    private transient List<IN> buffer;
+
+    /** Mailbox executor for processing async results on the main thread. */
+    private final transient MailboxExecutor mailboxExecutor;
+
+    /** Counter for in-flight async operations. */
+    private transient int inFlightCount;
+
+    // ================================================================================
+    //  Timer state fields for timeout-based batching
+    // ================================================================================
+
+    /**
+     * The processing time when the current batch started (i.e., when first element was added to
+     * empty buffer). Used to calculate timer fire time.
+     */
+    private transient long currentBatchStartTime;
+
+    /** Whether a timer is currently registered for the current batch. */
+    private transient boolean timerRegistered;
+
+    // ================================================================================
+    //  Ordered emission state fields
+    // ================================================================================
+
+    /**
+     * The sequence number to assign to the next batch. Monotonically increasing, starting from 0.
+     */
+    private transient long nextBatchSequenceNumber;
+
+    /**
+     * The sequence number of the next batch whose results should be emitted. Used to ensure
+     * strictly ordered output emission.
+     */
+    private transient long nextExpectedSequenceNumber;
+
+    /**
+     * Pending results buffer. Maps batch sequence number to completed results. Results are held
+     * here until all preceding batches have been emitted.
+     */
+    private transient Map<Long, Collection<OUT>> pendingResults;
+
+    // ================================================================================
+    //  Metrics fields
+    // ================================================================================
+
+    /**
+     * Histogram tracking the size of each batch. Useful for monitoring batch efficiency and tuning
+     * maxBatchSize parameter.
+     */
+    private transient Histogram batchSizeHistogram;
+
+    /**
+     * Histogram tracking batch latency in milliseconds. Measures time from when first element is
+     * added to buffer until batch is flushed. Helps identify buffering overhead.
+     */
+    private transient Histogram batchLatencyHistogram;
+
+    /**
+     * Histogram tracking async call duration in milliseconds. Measures time from async invocation
+     * to completion callback. Critical for monitoring inference latency.
+     */
+    private transient Histogram asyncCallDurationHistogram;
+
+    /**
+     * Gauge showing current number of in-flight batches. Useful for monitoring backpressure and
+     * concurrency.
+     */
+    @SuppressWarnings("unused") // Registered as gauge, kept as field reference
+    private transient Gauge<Integer> inflightBatchesGauge;
+
+    /** Gauge showing number of batches waiting for in-order emission. */
+    @SuppressWarnings("unused") // Registered as gauge, kept as field reference
+    private transient Gauge<Integer> pendingOrderedBatchesGauge;
+
+    /** Counter for total batches processed. */
+    private transient Counter totalBatchesProcessedCounter;
+
+    /** Counter for total records processed. */
+    private transient Counter totalRecordsProcessedCounter;
+
+    /** Counter for failed async calls. */
+    private transient Counter asyncCallFailuresCounter;
+
+    /**
+     * Creates an OrderedAsyncBatchWaitOperator with size-based batching only (no timeout).
+     *
+     * @param parameters Stream operator parameters
+     * @param asyncBatchFunction The async batch function to invoke
+     * @param maxBatchSize Maximum batch size before triggering async invocation
+     * @param mailboxExecutor Mailbox executor for processing async results
+     */
+    public OrderedAsyncBatchWaitOperator(
+            @Nonnull StreamOperatorParameters<OUT> parameters,
+            @Nonnull AsyncBatchFunction<IN, OUT> asyncBatchFunction,
+            int maxBatchSize,
+            @Nonnull MailboxExecutor mailboxExecutor) {
+        this(parameters, asyncBatchFunction, maxBatchSize, NO_TIMEOUT, mailboxExecutor);
+    }
+
+    /**
+     * Creates an OrderedAsyncBatchWaitOperator with size-based and optional timeout-based batching.
+     *
+     * @param parameters Stream operator parameters
+     * @param asyncBatchFunction The async batch function to invoke
+     * @param maxBatchSize Maximum batch size before triggering async invocation
+     * @param batchTimeoutMs Batch timeout in milliseconds; <= 0 means disabled
+     * @param mailboxExecutor Mailbox executor for processing async results
+     */
+    public OrderedAsyncBatchWaitOperator(
+            @Nonnull StreamOperatorParameters<OUT> parameters,
+            @Nonnull AsyncBatchFunction<IN, OUT> asyncBatchFunction,
+            int maxBatchSize,
+            long batchTimeoutMs,
+            @Nonnull MailboxExecutor mailboxExecutor) {
+        Preconditions.checkArgument(maxBatchSize > 0, "maxBatchSize must be greater than 0");
+        this.asyncBatchFunction = Preconditions.checkNotNull(asyncBatchFunction);
+        this.maxBatchSize = maxBatchSize;
+        this.batchTimeoutMs = batchTimeoutMs;
+        this.mailboxExecutor = Preconditions.checkNotNull(mailboxExecutor);
+
+        // Setup the operator using parameters
+        setup(parameters.getContainingTask(), parameters.getStreamConfig(), parameters.getOutput());
+    }
+
+    @Override
+    public void open() throws Exception {
+        super.open();
+        this.buffer = new ArrayList<>(maxBatchSize);
+        this.inFlightCount = 0;
+        this.currentBatchStartTime = 0L;
+        this.timerRegistered = false;
+
+        // Initialize ordered emission state
+        this.nextBatchSequenceNumber = 0L;
+        this.nextExpectedSequenceNumber = 0L;
+        this.pendingResults = new TreeMap<>();
+
+        // Initialize metrics
+        registerMetrics();
+    }
+
+    /**
+     * Registers all metrics for this operator.
+     *
+     * <p>Metrics are registered under the operator's metric group and provide visibility into batch
+     * processing behavior for AI/ML inference workloads.
+     */
+    private void registerMetrics() {
+        MetricGroup metricGroup = metrics;
+
+        // Histogram for batch sizes
+        this.batchSizeHistogram =
+                metricGroup.histogram(
+                        METRIC_BATCH_SIZE,
+                        new DescriptiveStatisticsHistogram(METRICS_HISTOGRAM_WINDOW_SIZE));
+
+        // Histogram for batch latency (time from first element to flush)
+        this.batchLatencyHistogram =
+                metricGroup.histogram(
+                        METRIC_BATCH_LATENCY_MS,
+                        new DescriptiveStatisticsHistogram(METRICS_HISTOGRAM_WINDOW_SIZE));
+
+        // Histogram for async call duration
+        this.asyncCallDurationHistogram =
+                metricGroup.histogram(
+                        METRIC_ASYNC_CALL_DURATION_MS,
+                        new DescriptiveStatisticsHistogram(METRICS_HISTOGRAM_WINDOW_SIZE));
+
+        // Gauge for in-flight batches
+        this.inflightBatchesGauge = metricGroup.gauge(METRIC_INFLIGHT_BATCHES, () -> inFlightCount);
+
+        // Gauge for pending ordered batches (specific to ordered operator)
+        this.pendingOrderedBatchesGauge =
+                metricGroup.gauge(
+                        METRIC_PENDING_ORDERED_BATCHES,
+                        () -> pendingResults != null ? pendingResults.size() : 0);
+
+        // Counter for total batches processed
+        this.totalBatchesProcessedCounter = metricGroup.counter(METRIC_TOTAL_BATCHES_PROCESSED);
+
+        // Counter for total records processed
+        this.totalRecordsProcessedCounter = metricGroup.counter(METRIC_TOTAL_RECORDS_PROCESSED);
+
+        // Counter for failed async calls
+        this.asyncCallFailuresCounter = metricGroup.counter(METRIC_ASYNC_CALL_FAILURES);
+    }
+
+    @Override
+    public void processElement(StreamRecord<IN> element) throws Exception {
+        // If buffer is empty and timeout is enabled, record batch start time and register timer
+        if (buffer.isEmpty() && isTimeoutEnabled()) {
+            currentBatchStartTime = getProcessingTimeService().getCurrentProcessingTime();
+            registerBatchTimer();
+        }
+
+        // Record batch start time for latency tracking (even without timeout)
+        if (buffer.isEmpty() && !isTimeoutEnabled()) {
+            currentBatchStartTime = System.currentTimeMillis();
+        }
+
+        buffer.add(element.getValue());
+
+        // Size-triggered flush: cancel pending timer and flush
+        if (buffer.size() >= maxBatchSize) {
+            flushBuffer();
+        }
+    }
+
+    /**
+     * Callback when processing time timer fires. Flushes the buffer if non-empty.
+     *
+     * @param timestamp The timestamp for which the timer was registered
+     */
+    @Override
+    public void onProcessingTime(long timestamp) throws Exception {
+        // Timer fired - clear timer state first
+        timerRegistered = false;
+
+        // Flush buffer if non-empty (timeout-triggered flush)
+        if (!buffer.isEmpty()) {
+            flushBuffer();
+        }
+    }
+
+    /** Flush the current buffer by invoking the async batch function. */
+    private void flushBuffer() throws Exception {
+        if (buffer.isEmpty()) {
+            return;
+        }
+
+        // Calculate batch latency (time from first element to now)
+        long batchLatencyMs;
+        if (isTimeoutEnabled()) {
+            batchLatencyMs =
+                    getProcessingTimeService().getCurrentProcessingTime() - currentBatchStartTime;
+        } else {
+            batchLatencyMs = System.currentTimeMillis() - currentBatchStartTime;
+        }
+
+        // Clear timer state since we're flushing the batch
+        clearTimerState();
+
+        // Create a copy of the buffer and clear it for new incoming elements
+        List<IN> batch = new ArrayList<>(buffer);
+        buffer.clear();
+
+        // Update metrics
+        int batchSize = batch.size();
+        batchSizeHistogram.update(batchSize);
+        batchLatencyHistogram.update(batchLatencyMs);
+        totalBatchesProcessedCounter.inc();
+        totalRecordsProcessedCounter.inc(batchSize);
+
+        // Assign sequence number to this batch and increment counter
+        long batchSequenceNumber = nextBatchSequenceNumber++;
+
+        // Increment in-flight counter
+        inFlightCount++;
+
+        // Record async call start time for duration tracking
+        long asyncCallStartTime = System.currentTimeMillis();
+
+        // Create result handler for this batch with its sequence number
+        OrderedBatchResultHandler resultHandler =
+                new OrderedBatchResultHandler(batchSequenceNumber, asyncCallStartTime);
+
+        // Invoke the async batch function
+        asyncBatchFunction.asyncInvokeBatch(batch, resultHandler);
+    }
+
+    @Override
+    public void endInput() throws Exception {
+        // Flush any remaining elements in the buffer
+        flushBuffer();
+
+        // Wait for all in-flight async operations to complete and emit results in order
+        while (inFlightCount > 0 || !pendingResults.isEmpty()) {
+            mailboxExecutor.yield();
+        }
+    }
+
+    @Override
+    public void close() throws Exception {
+        super.close();
+    }
+
+    // ================================================================================
+    //  Timer management methods
+    // ================================================================================
+
+    /** Check if timeout-based batching is enabled. */
+    private boolean isTimeoutEnabled() {
+        return batchTimeoutMs > NO_TIMEOUT;
+    }
+
+    /** Register a processing time timer for the current batch. */
+    private void registerBatchTimer() {
+        if (!timerRegistered && isTimeoutEnabled()) {
+            long fireTime = currentBatchStartTime + batchTimeoutMs;
+            getProcessingTimeService().registerTimer(fireTime, this);
+            timerRegistered = true;
+        }
+    }
+
+    /**
+     * Clear timer state. Note: We don't explicitly cancel the timer because: 1. The timer callback
+     * checks buffer state before flushing 2. Cancelling timers has overhead 3. Timer will be
+     * ignored if buffer is empty when it fires
+     */
+    private void clearTimerState() {
+        timerRegistered = false;
+        currentBatchStartTime = 0L;
+    }
+
+    // ================================================================================
+    //  Ordered emission methods
+    // ================================================================================
+
+    /**
+     * Try to emit results in order. Called when a batch completes. Emits all consecutive completed
+     * batches starting from nextExpectedSequenceNumber.
+     */
+    private void tryEmitInOrder() {
+        // Emit results in strict sequence order
+        while (pendingResults.containsKey(nextExpectedSequenceNumber)) {
+            Collection<OUT> results = pendingResults.remove(nextExpectedSequenceNumber);
+
+            // Emit all results from this batch
+            for (OUT result : results) {
+                output.collect(new StreamRecord<>(result));
+            }
+
+            // Move to next expected sequence number
+            nextExpectedSequenceNumber++;
+        }
+    }
+
+    // ================================================================================
+    //  Test accessors
+    // ================================================================================
+
+    /** Returns the current buffer size. Visible for testing. */
+    @VisibleForTesting
+    int getBufferSize() {
+        return buffer != null ? buffer.size() : 0;
+    }
+
+    /** Returns the number of pending result batches. Visible for testing. */
+    @VisibleForTesting
+    int getPendingResultsCount() {
+        return pendingResults != null ? pendingResults.size() : 0;
+    }
+
+    /** Returns the current in-flight count. Visible for testing. */
+    @VisibleForTesting
+    int getInFlightCount() {
+        return inFlightCount;
+    }
+
+    /** Returns the batch size histogram. Visible for testing. */
+    @VisibleForTesting
+    Histogram getBatchSizeHistogram() {
+        return batchSizeHistogram;
+    }
+
+    /** Returns the batch latency histogram. Visible for testing. */
+    @VisibleForTesting
+    Histogram getBatchLatencyHistogram() {
+        return batchLatencyHistogram;
+    }
+
+    /** Returns the async call duration histogram. Visible for testing. */
+    @VisibleForTesting
+    Histogram getAsyncCallDurationHistogram() {
+        return asyncCallDurationHistogram;
+    }
+
+    /** Returns the total batches processed counter. Visible for testing. */
+    @VisibleForTesting
+    Counter getTotalBatchesProcessedCounter() {
+        return totalBatchesProcessedCounter;
+    }
+
+    /** Returns the total records processed counter. Visible for testing. */
+    @VisibleForTesting
+    Counter getTotalRecordsProcessedCounter() {
+        return totalRecordsProcessedCounter;
+    }
+
+    /** Returns the async call failures counter. Visible for testing. */
+    @VisibleForTesting
+    Counter getAsyncCallFailuresCounter() {
+        return asyncCallFailuresCounter;
+    }
+
+    /**
+     * A handler for the results of a batch async invocation that maintains ordering.
+     *
+     * <p>Results are stored in the pending results buffer and emitted in sequence order.
+     */
+    private class OrderedBatchResultHandler implements ResultFuture<OUT> {
+
+        /** Guard against multiple completions. */
+        private final AtomicBoolean completed = new AtomicBoolean(false);
+
+        /** The sequence number of this batch. */
+        private final long batchSequenceNumber;
+
+        /** Start time of the async call for duration tracking. */
+        private final long asyncCallStartTime;
+
+        OrderedBatchResultHandler(long batchSequenceNumber, long asyncCallStartTime) {
+            this.batchSequenceNumber = batchSequenceNumber;
+            this.asyncCallStartTime = asyncCallStartTime;
+        }
+
+        @Override
+        public void complete(Collection<OUT> results) {
+            Preconditions.checkNotNull(
+                    results, "Results must not be null, use empty collection to emit nothing");
+
+            if (!completed.compareAndSet(false, true)) {
+                return;
+            }
+
+            // Process results in the mailbox thread
+            mailboxExecutor.execute(
+                    () -> processResultsOrdered(results),
+                    "OrderedAsyncBatchWaitOperator#processResultsOrdered");
+        }
+
+        @Override
+        public void completeExceptionally(Throwable error) {
+            if (!completed.compareAndSet(false, true)) {
+                return;
+            }
+
+            // Update failure metric
+            asyncCallFailuresCounter.inc();
+
+            // Record async call duration even for failures
+            long duration = System.currentTimeMillis() - asyncCallStartTime;
+            asyncCallDurationHistogram.update(duration);
+
+            // Signal failure through the containing task
+            getContainingTask()
+                    .getEnvironment()
+                    .failExternally(new Exception("Async batch operation failed.", error));
+
+            // Decrement in-flight counter in mailbox thread
+            mailboxExecutor.execute(
+                    () -> inFlightCount--, "OrderedAsyncBatchWaitOperator#decrementInFlight");
+        }
+
+        @Override
+        public void complete(CollectionSupplier<OUT> supplier) {
+            Preconditions.checkNotNull(
+                    supplier, "Supplier must not be null, return empty collection to emit nothing");
+
+            if (!completed.compareAndSet(false, true)) {
+                return;
+            }
+
+            mailboxExecutor.execute(
+                    () -> {
+                        try {
+                            processResultsOrdered(supplier.get());
+                        } catch (Throwable t) {
+                            // Update failure metric
+                            asyncCallFailuresCounter.inc();
+
+                            // Record async call duration even for failures
+                            long duration = System.currentTimeMillis() - asyncCallStartTime;
+                            asyncCallDurationHistogram.update(duration);
+
+                            getContainingTask()
+                                    .getEnvironment()
+                                    .failExternally(
+                                            new Exception("Async batch operation failed.", t));
+                            inFlightCount--;
+                        }
+                    },
+                    "OrderedAsyncBatchWaitOperator#processResultsFromSupplier");
+        }
+
+        /**
+         * Process results with ordering guarantee.
+         *
+         * <p>Results are added to the pending buffer and then we try to emit all consecutive
+         * completed batches in order.
+         */
+        private void processResultsOrdered(Collection<OUT> results) {
+            // Record async call duration
+            long duration = System.currentTimeMillis() - asyncCallStartTime;
+            asyncCallDurationHistogram.update(duration);
+
+            // Store results in pending buffer keyed by sequence number
+            pendingResults.put(batchSequenceNumber, new ArrayList<>(results));
+
+            // Try to emit all consecutive completed batches
+            tryEmitInOrder();
+
+            // Decrement in-flight counter
+            inFlightCount--;
+        }
+    }
+}
diff --git a/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/operators/async/OrderedAsyncBatchWaitOperatorFactory.java b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/operators/async/OrderedAsyncBatchWaitOperatorFactory.java
new file mode 100644
index 0000000000000..4801245f903d7
--- /dev/null
+++ b/flink-streaming-java/src/main/java/org/apache/flink/streaming/api/operators/async/OrderedAsyncBatchWaitOperatorFactory.java
@@ -0,0 +1,97 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.streaming.api.operators.async;
+
+import org.apache.flink.annotation.Internal;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchFunction;
+import org.apache.flink.streaming.api.operators.AbstractStreamOperatorFactory;
+import org.apache.flink.streaming.api.operators.ChainingStrategy;
+import org.apache.flink.streaming.api.operators.OneInputStreamOperatorFactory;
+import org.apache.flink.streaming.api.operators.StreamOperator;
+import org.apache.flink.streaming.api.operators.StreamOperatorParameters;
+import org.apache.flink.streaming.api.operators.legacy.YieldingOperatorFactory;
+
+/**
+ * The factory of {@link OrderedAsyncBatchWaitOperator}.
+ *
+ * <p>This factory creates operators that maintain ordering guarantees - output records are emitted
+ * in the same order as input records, regardless of async completion order.
+ *
+ * @param <IN> The input type of the operator
+ * @param <OUT> The output type of the operator
+ */
+@Internal
+public class OrderedAsyncBatchWaitOperatorFactory<IN, OUT>
+        extends AbstractStreamOperatorFactory<OUT>
+        implements OneInputStreamOperatorFactory<IN, OUT>, YieldingOperatorFactory<OUT> {
+
+    private static final long serialVersionUID = 1L;
+
+    /** Constant indicating timeout is disabled. */
+    private static final long NO_TIMEOUT = 0L;
+
+    private final AsyncBatchFunction<IN, OUT> asyncBatchFunction;
+    private final int maxBatchSize;
+    private final long batchTimeoutMs;
+
+    /**
+     * Creates a factory with size-based batching only (no timeout).
+     *
+     * @param asyncBatchFunction The async batch function
+     * @param maxBatchSize Maximum batch size before triggering async invocation
+     */
+    public OrderedAsyncBatchWaitOperatorFactory(
+            AsyncBatchFunction<IN, OUT> asyncBatchFunction, int maxBatchSize) {
+        this(asyncBatchFunction, maxBatchSize, NO_TIMEOUT);
+    }
+
+    /**
+     * Creates a factory with size-based and optional timeout-based batching.
+     *
+     * @param asyncBatchFunction The async batch function
+     * @param maxBatchSize Maximum batch size before triggering async invocation
+     * @param batchTimeoutMs Batch timeout in milliseconds; <= 0 means disabled
+     */
+    public OrderedAsyncBatchWaitOperatorFactory(
+            AsyncBatchFunction<IN, OUT> asyncBatchFunction, int maxBatchSize, long batchTimeoutMs) {
+        this.asyncBatchFunction = asyncBatchFunction;
+        this.maxBatchSize = maxBatchSize;
+        this.batchTimeoutMs = batchTimeoutMs;
+        this.chainingStrategy = ChainingStrategy.ALWAYS;
+    }
+
+    @Override
+    @SuppressWarnings("unchecked")
+    public <T extends StreamOperator<OUT>> T createStreamOperator(
+            StreamOperatorParameters<OUT> parameters) {
+        OrderedAsyncBatchWaitOperator<IN, OUT> operator =
+                new OrderedAsyncBatchWaitOperator<>(
+                        parameters,
+                        asyncBatchFunction,
+                        maxBatchSize,
+                        batchTimeoutMs,
+                        getMailboxExecutor());
+        return (T) operator;
+    }
+
+    @Override
+    public Class<? extends StreamOperator> getStreamOperatorClass(ClassLoader classLoader) {
+        return OrderedAsyncBatchWaitOperator.class;
+    }
+}
diff --git a/flink-streaming-java/src/main/java/org/apache/flink/streaming/util/retryable/AsyncBatchRetryStrategies.java b/flink-streaming-java/src/main/java/org/apache/flink/streaming/util/retryable/AsyncBatchRetryStrategies.java
new file mode 100644
index 0000000000000..28bc33c475dfa
--- /dev/null
+++ b/flink-streaming-java/src/main/java/org/apache/flink/streaming/util/retryable/AsyncBatchRetryStrategies.java
@@ -0,0 +1,365 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.streaming.util.retryable;
+
+import org.apache.flink.annotation.PublicEvolving;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchRetryPredicate;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchRetryStrategy;
+import org.apache.flink.util.Preconditions;
+
+import javax.annotation.Nonnull;
+
+import java.util.Collection;
+import java.util.Optional;
+import java.util.function.Predicate;
+
+/**
+ * Utility class to create concrete {@link AsyncBatchRetryStrategy} implementations.
+ *
+ * <p>Provides commonly used retry strategies for batch async operations:
+ *
+ * <ul>
+ *   <li>{@link FixedDelayRetryStrategy} - retries with a fixed delay between attempts
+ *   <li>{@link ExponentialBackoffDelayRetryStrategy} - retries with exponentially increasing delays
+ * </ul>
+ *
+ * <p><b>NOTICE:</b> For performance reasons, this utility's {@link AsyncBatchRetryStrategy}
+ * implementation assumes the attempt always starts from 1 and will only increase by 1 each time.
+ *
+ * <p>Example usage:
+ *
+ * <pre>{@code
+ * // Fixed delay retry: max 3 attempts, 100ms between retries
+ * AsyncBatchRetryStrategy<String> fixedDelay = new AsyncBatchRetryStrategies
+ *     .FixedDelayRetryStrategyBuilder<String>(3, 100L)
+ *     .ifException(e -> e instanceof IOException)
+ *     .build();
+ *
+ * // Exponential backoff: max 5 attempts, initial 100ms, max 10s, multiplier 2.0
+ * AsyncBatchRetryStrategy<String> exponential = new AsyncBatchRetryStrategies
+ *     .ExponentialBackoffDelayRetryStrategyBuilder<String>(5, 100L, 10000L, 2.0)
+ *     .ifException(e -> e instanceof TimeoutException)
+ *     .build();
+ * }</pre>
+ */
+@PublicEvolving
+public class AsyncBatchRetryStrategies {
+
+    /** A strategy that never retries. Use this as the default when no retry is needed. */
+    @SuppressWarnings("rawtypes")
+    public static final AsyncBatchRetryStrategy NO_RETRY_STRATEGY = new NoRetryStrategy();
+
+    /**
+     * Returns a type-safe no-retry strategy.
+     *
+     * @param <OUT> the output type
+     * @return a strategy that never retries
+     */
+    @SuppressWarnings("unchecked")
+    public static <OUT> AsyncBatchRetryStrategy<OUT> noRetry() {
+        return (AsyncBatchRetryStrategy<OUT>) NO_RETRY_STRATEGY;
+    }
+
+    /** A strategy that never retries batch operations. */
+    private static class NoRetryStrategy implements AsyncBatchRetryStrategy<Object> {
+        private static final long serialVersionUID = 1L;
+
+        private NoRetryStrategy() {}
+
+        @Override
+        public boolean canRetry(int currentAttempts) {
+            return false;
+        }
+
+        @Override
+        public long getBackoffTimeMillis(int currentAttempts) {
+            return -1;
+        }
+
+        @Override
+        public AsyncBatchRetryPredicate<Object> getRetryPredicate() {
+            return new BatchRetryPredicate<>(null, null);
+        }
+    }
+
+    /** Default implementation of {@link AsyncBatchRetryPredicate}. */
+    private static class BatchRetryPredicate<OUT> implements AsyncBatchRetryPredicate<OUT> {
+        private final Predicate<Collection<OUT>> resultPredicate;
+        private final Predicate<Throwable> exceptionPredicate;
+
+        public BatchRetryPredicate(
+                Predicate<Collection<OUT>> resultPredicate,
+                Predicate<Throwable> exceptionPredicate) {
+            this.resultPredicate = resultPredicate;
+            this.exceptionPredicate = exceptionPredicate;
+        }
+
+        @Override
+        public Optional<Predicate<Collection<OUT>>> resultPredicate() {
+            return Optional.ofNullable(resultPredicate);
+        }
+
+        @Override
+        public Optional<Predicate<Throwable>> exceptionPredicate() {
+            return Optional.ofNullable(exceptionPredicate);
+        }
+    }
+
+    /**
+     * A retry strategy that uses a fixed delay between retry attempts.
+     *
+     * @param <OUT> the type of output elements
+     */
+    public static class FixedDelayRetryStrategy<OUT> implements AsyncBatchRetryStrategy<OUT> {
+        private static final long serialVersionUID = 1L;
+
+        private final int maxAttempts;
+        private final long backoffTimeMillis;
+        private final Predicate<Collection<OUT>> resultPredicate;
+        private final Predicate<Throwable> exceptionPredicate;
+
+        private FixedDelayRetryStrategy(
+                int maxAttempts,
+                long backoffTimeMillis,
+                Predicate<Collection<OUT>> resultPredicate,
+                Predicate<Throwable> exceptionPredicate) {
+            this.maxAttempts = maxAttempts;
+            this.backoffTimeMillis = backoffTimeMillis;
+            this.resultPredicate = resultPredicate;
+            this.exceptionPredicate = exceptionPredicate;
+        }
+
+        @Override
+        public boolean canRetry(int currentAttempts) {
+            return currentAttempts <= maxAttempts;
+        }
+
+        @Override
+        public long getBackoffTimeMillis(int currentAttempts) {
+            return backoffTimeMillis;
+        }
+
+        @Override
+        public AsyncBatchRetryPredicate<OUT> getRetryPredicate() {
+            return new BatchRetryPredicate<>(resultPredicate, exceptionPredicate);
+        }
+    }
+
+    /**
+     * Builder for creating a {@link FixedDelayRetryStrategy}.
+     *
+     * @param <OUT> the type of output elements
+     */
+    public static class FixedDelayRetryStrategyBuilder<OUT> {
+        private final int maxAttempts;
+        private final long backoffTimeMillis;
+        private Predicate<Collection<OUT>> resultPredicate;
+        private Predicate<Throwable> exceptionPredicate;
+
+        /**
+         * Creates a builder with the specified retry parameters.
+         *
+         * @param maxAttempts maximum number of retry attempts (must be > 0)
+         * @param backoffTimeMillis delay in milliseconds between retries (must be > 0)
+         */
+        public FixedDelayRetryStrategyBuilder(int maxAttempts, long backoffTimeMillis) {
+            Preconditions.checkArgument(
+                    maxAttempts > 0, "maxAttempts should be greater than zero.");
+            Preconditions.checkArgument(
+                    backoffTimeMillis > 0, "backoffTimeMillis should be greater than zero.");
+            this.maxAttempts = maxAttempts;
+            this.backoffTimeMillis = backoffTimeMillis;
+        }
+
+        /**
+         * Sets the predicate to evaluate results and determine if a retry is needed.
+         *
+         * @param resultRetryPredicate predicate that returns true if retry should be triggered
+         * @return this builder for method chaining
+         */
+        public FixedDelayRetryStrategyBuilder<OUT> ifResult(
+                @Nonnull Predicate<Collection<OUT>> resultRetryPredicate) {
+            this.resultPredicate = resultRetryPredicate;
+            return this;
+        }
+
+        /**
+         * Sets the predicate to evaluate exceptions and determine if a retry is needed.
+         *
+         * @param exceptionRetryPredicate predicate that returns true if retry should be triggered
+         * @return this builder for method chaining
+         */
+        public FixedDelayRetryStrategyBuilder<OUT> ifException(
+                @Nonnull Predicate<Throwable> exceptionRetryPredicate) {
+            this.exceptionPredicate = exceptionRetryPredicate;
+            return this;
+        }
+
+        /**
+         * Builds the retry strategy.
+         *
+         * @return the configured retry strategy
+         */
+        public FixedDelayRetryStrategy<OUT> build() {
+            return new FixedDelayRetryStrategy<>(
+                    maxAttempts, backoffTimeMillis, resultPredicate, exceptionPredicate);
+        }
+    }
+
+    /**
+     * A retry strategy that uses exponentially increasing delays between retry attempts.
+     *
+     * <p>The delay for attempt N is: min(initialDelay * multiplier^(N-1), maxRetryDelay)
+     *
+     * @param <OUT> the type of output elements
+     */
+    public static class ExponentialBackoffDelayRetryStrategy<OUT>
+            implements AsyncBatchRetryStrategy<OUT> {
+        private static final long serialVersionUID = 1L;
+
+        private final int maxAttempts;
+        private final long maxRetryDelay;
+        private final long initialDelay;
+        private final double multiplier;
+        private final Predicate<Collection<OUT>> resultPredicate;
+        private final Predicate<Throwable> exceptionPredicate;
+
+        // Note: This field is mutable for tracking retry state.
+        // It's acceptable because each operator instance has its own strategy instance.
+        private long lastRetryDelay;
+
+        private ExponentialBackoffDelayRetryStrategy(
+                int maxAttempts,
+                long initialDelay,
+                long maxRetryDelay,
+                double multiplier,
+                Predicate<Collection<OUT>> resultPredicate,
+                Predicate<Throwable> exceptionPredicate) {
+            this.maxAttempts = maxAttempts;
+            this.maxRetryDelay = maxRetryDelay;
+            this.multiplier = multiplier;
+            this.resultPredicate = resultPredicate;
+            this.exceptionPredicate = exceptionPredicate;
+            this.initialDelay = initialDelay;
+            this.lastRetryDelay = initialDelay;
+        }
+
+        @Override
+        public boolean canRetry(int currentAttempts) {
+            return currentAttempts <= maxAttempts;
+        }
+
+        @Override
+        public long getBackoffTimeMillis(int currentAttempts) {
+            if (currentAttempts <= 1) {
+                // Reset to initialDelay for first attempt
+                this.lastRetryDelay = initialDelay;
+                return lastRetryDelay;
+            }
+
+            long backoff = Math.min((long) (lastRetryDelay * multiplier), maxRetryDelay);
+            this.lastRetryDelay = backoff;
+            return backoff;
+        }
+
+        @Override
+        public AsyncBatchRetryPredicate<OUT> getRetryPredicate() {
+            return new BatchRetryPredicate<>(resultPredicate, exceptionPredicate);
+        }
+    }
+
+    /**
+     * Builder for creating an {@link ExponentialBackoffDelayRetryStrategy}.
+     *
+     * @param <OUT> the type of output elements
+     */
+    public static class ExponentialBackoffDelayRetryStrategyBuilder<OUT> {
+        private final int maxAttempts;
+        private final long initialDelay;
+        private final long maxRetryDelay;
+        private final double multiplier;
+
+        private Predicate<Collection<OUT>> resultPredicate;
+        private Predicate<Throwable> exceptionPredicate;
+
+        /**
+         * Creates a builder with the specified exponential backoff parameters.
+         *
+         * @param maxAttempts maximum number of retry attempts (must be > 0)
+         * @param initialDelay initial delay in milliseconds (must be > 0)
+         * @param maxRetryDelay maximum delay in milliseconds (must be >= initialDelay)
+         * @param multiplier multiplier for delay increase (must be >= 1.0)
+         */
+        public ExponentialBackoffDelayRetryStrategyBuilder(
+                int maxAttempts, long initialDelay, long maxRetryDelay, double multiplier) {
+            Preconditions.checkArgument(
+                    maxAttempts > 0, "maxAttempts should be greater than zero.");
+            Preconditions.checkArgument(
+                    initialDelay > 0, "initialDelay should be greater than zero.");
+            Preconditions.checkArgument(
+                    maxRetryDelay >= initialDelay,
+                    "maxRetryDelay should be greater than or equal to initialDelay.");
+            Preconditions.checkArgument(
+                    multiplier >= 1.0, "multiplier should be greater than or equal to 1.0.");
+            this.maxAttempts = maxAttempts;
+            this.initialDelay = initialDelay;
+            this.maxRetryDelay = maxRetryDelay;
+            this.multiplier = multiplier;
+        }
+
+        /**
+         * Sets the predicate to evaluate results and determine if a retry is needed.
+         *
+         * @param resultRetryPredicate predicate that returns true if retry should be triggered
+         * @return this builder for method chaining
+         */
+        public ExponentialBackoffDelayRetryStrategyBuilder<OUT> ifResult(
+                @Nonnull Predicate<Collection<OUT>> resultRetryPredicate) {
+            this.resultPredicate = resultRetryPredicate;
+            return this;
+        }
+
+        /**
+         * Sets the predicate to evaluate exceptions and determine if a retry is needed.
+         *
+         * @param exceptionRetryPredicate predicate that returns true if retry should be triggered
+         * @return this builder for method chaining
+         */
+        public ExponentialBackoffDelayRetryStrategyBuilder<OUT> ifException(
+                @Nonnull Predicate<Throwable> exceptionRetryPredicate) {
+            this.exceptionPredicate = exceptionRetryPredicate;
+            return this;
+        }
+
+        /**
+         * Builds the retry strategy.
+         *
+         * @return the configured retry strategy
+         */
+        public ExponentialBackoffDelayRetryStrategy<OUT> build() {
+            return new ExponentialBackoffDelayRetryStrategy<>(
+                    maxAttempts,
+                    initialDelay,
+                    maxRetryDelay,
+                    multiplier,
+                    resultPredicate,
+                    exceptionPredicate);
+        }
+    }
+}
diff --git a/flink-streaming-java/src/test/java/org/apache/flink/streaming/api/operators/async/AsyncBatchRetryAndTimeoutTest.java b/flink-streaming-java/src/test/java/org/apache/flink/streaming/api/operators/async/AsyncBatchRetryAndTimeoutTest.java
new file mode 100644
index 0000000000000..5174fef30ce44
--- /dev/null
+++ b/flink-streaming-java/src/test/java/org/apache/flink/streaming/api/operators/async/AsyncBatchRetryAndTimeoutTest.java
@@ -0,0 +1,624 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.streaming.api.operators.async;
+
+import org.apache.flink.api.common.typeutils.base.IntSerializer;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchFunction;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchRetryStrategy;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchTimeoutPolicy;
+import org.apache.flink.streaming.runtime.streamrecord.StreamRecord;
+import org.apache.flink.streaming.util.OneInputStreamOperatorTestHarness;
+import org.apache.flink.streaming.util.retryable.AsyncBatchRetryStrategies;
+
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.Timeout;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+import java.util.concurrent.CopyOnWriteArrayList;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.TimeoutException;
+import java.util.concurrent.atomic.AtomicInteger;
+import java.util.stream.Collectors;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+/**
+ * Tests for retry and timeout functionality in {@link AsyncBatchWaitOperator}.
+ *
+ * <p>These tests verify:
+ *
+ * <ul>
+ *   <li>Retry on exception with fixed delay strategy
+ *   <li>Retry on exception with exponential backoff strategy
+ *   <li>Retry on result predicate
+ *   <li>Timeout with fail behavior
+ *   <li>Timeout with allow partial behavior
+ *   <li>Retry and timeout interaction
+ * </ul>
+ */
+@Timeout(value = 100, unit = TimeUnit.SECONDS)
+class AsyncBatchRetryAndTimeoutTest {
+
+    // ================================================================================
+    //  Retry Tests
+    // ================================================================================
+
+    /**
+     * Test that retry works correctly with fixed delay strategy.
+     *
+     * <p>Scenario: Batch function fails twice then succeeds on third attempt.
+     */
+    @Test
+    void testRetryWithFixedDelay() throws Exception {
+        final int maxBatchSize = 2;
+        final AtomicInteger attemptCount = new AtomicInteger(0);
+        final int failuresBeforeSuccess = 2;
+
+        // Function that fails first 2 times, then succeeds
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    int attempt = attemptCount.incrementAndGet();
+                    if (attempt <= failuresBeforeSuccess) {
+                        resultFuture.completeExceptionally(
+                                new IOException("Simulated failure #" + attempt));
+                    } else {
+                        resultFuture.complete(
+                                inputs.stream().map(i -> i * 2).collect(Collectors.toList()));
+                    }
+                };
+
+        // Retry strategy: max 3 attempts, 10ms delay, retry on IOException
+        AsyncBatchRetryStrategy<Integer> retryStrategy =
+                new AsyncBatchRetryStrategies.FixedDelayRetryStrategyBuilder<Integer>(3, 10L)
+                        .ifException(e -> e instanceof IOException)
+                        .build();
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithRetry(function, maxBatchSize, retryStrategy)) {
+
+            testHarness.open();
+
+            // Process 2 elements to trigger a batch
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            testHarness.endInput();
+
+            // Verify retry happened
+            assertThat(attemptCount.get()).isEqualTo(3);
+
+            // Verify outputs after successful retry
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            assertThat(outputs).containsExactlyInAnyOrder(2, 4);
+
+            // Verify retry counter metric
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+            assertThat(operator.getBatchRetryCounter().getCount()).isEqualTo(2);
+        }
+    }
+
+    /**
+     * Test that retry works correctly with exponential backoff strategy.
+     *
+     * <p>Scenario: Batch function fails twice then succeeds on third attempt.
+     */
+    @Test
+    void testRetryWithExponentialBackoff() throws Exception {
+        final int maxBatchSize = 2;
+        final AtomicInteger attemptCount = new AtomicInteger(0);
+        final List<Long> attemptTimes = new CopyOnWriteArrayList<>();
+
+        // Function that fails first 2 times, then succeeds
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    attemptTimes.add(System.currentTimeMillis());
+                    int attempt = attemptCount.incrementAndGet();
+                    if (attempt <= 2) {
+                        resultFuture.completeExceptionally(
+                                new RuntimeException("Simulated failure"));
+                    } else {
+                        resultFuture.complete(inputs);
+                    }
+                };
+
+        // Exponential backoff: max 3 attempts, initial 10ms, max 100ms, multiplier 2.0
+        AsyncBatchRetryStrategy<Integer> retryStrategy =
+                new AsyncBatchRetryStrategies.ExponentialBackoffDelayRetryStrategyBuilder<Integer>(
+                                3, 10L, 100L, 2.0)
+                        .ifException(e -> e instanceof RuntimeException)
+                        .build();
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithRetry(function, maxBatchSize, retryStrategy)) {
+
+            testHarness.open();
+
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            testHarness.endInput();
+
+            // Verify 3 attempts were made
+            assertThat(attemptCount.get()).isEqualTo(3);
+            assertThat(attemptTimes).hasSize(3);
+        }
+    }
+
+    /**
+     * Test that retry is triggered based on result predicate.
+     *
+     * <p>Scenario: Batch function returns empty result, triggers retry.
+     */
+    @Test
+    void testRetryOnResultPredicate() throws Exception {
+        final int maxBatchSize = 2;
+        final AtomicInteger attemptCount = new AtomicInteger(0);
+
+        // Function that returns empty result on first attempt
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    int attempt = attemptCount.incrementAndGet();
+                    if (attempt == 1) {
+                        // Return empty result - should trigger retry
+                        resultFuture.complete(Collections.emptyList());
+                    } else {
+                        resultFuture.complete(inputs);
+                    }
+                };
+
+        // Retry strategy: retry if result is empty
+        AsyncBatchRetryStrategy<Integer> retryStrategy =
+                new AsyncBatchRetryStrategies.FixedDelayRetryStrategyBuilder<Integer>(2, 10L)
+                        .ifResult(results -> results.isEmpty())
+                        .build();
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithRetry(function, maxBatchSize, retryStrategy)) {
+
+            testHarness.open();
+
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            testHarness.endInput();
+
+            // Verify retry happened
+            assertThat(attemptCount.get()).isEqualTo(2);
+
+            // Verify outputs after retry
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            assertThat(outputs).containsExactlyInAnyOrder(1, 2);
+        }
+    }
+
+    /**
+     * Test that retry fails after max attempts exhausted.
+     *
+     * <p>Scenario: All retry attempts fail.
+     */
+    @Test
+    void testRetryExhausted() throws Exception {
+        final int maxBatchSize = 2;
+        final AtomicInteger attemptCount = new AtomicInteger(0);
+
+        // Function that always fails
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    attemptCount.incrementAndGet();
+                    resultFuture.completeExceptionally(new IOException("Always fails"));
+                };
+
+        // Retry strategy: max 2 attempts
+        AsyncBatchRetryStrategy<Integer> retryStrategy =
+                new AsyncBatchRetryStrategies.FixedDelayRetryStrategyBuilder<Integer>(2, 5L)
+                        .ifException(e -> e instanceof IOException)
+                        .build();
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithRetry(function, maxBatchSize, retryStrategy)) {
+
+            testHarness.open();
+
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            testHarness.endInput();
+
+            // Verify all retry attempts were made (1 initial + 2 retries = 3)
+            assertThat(attemptCount.get()).isEqualTo(3);
+
+            // Verify failure is propagated
+            assertThat(testHarness.getEnvironment().getActualExternalFailureCause())
+                    .isPresent()
+                    .get()
+                    .satisfies(t -> assertThat(t.getCause()).isInstanceOf(IOException.class));
+
+            // Verify failure counter
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+            assertThat(operator.getAsyncCallFailuresCounter().getCount()).isEqualTo(1);
+        }
+    }
+
+    /**
+     * Test that non-matching exceptions are not retried.
+     *
+     * <p>Scenario: Function throws exception that doesn't match retry predicate.
+     */
+    @Test
+    void testNoRetryForNonMatchingException() throws Exception {
+        final int maxBatchSize = 2;
+        final AtomicInteger attemptCount = new AtomicInteger(0);
+
+        // Function that throws IllegalStateException
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    attemptCount.incrementAndGet();
+                    resultFuture.completeExceptionally(new IllegalStateException("Not retryable"));
+                };
+
+        // Retry strategy: only retry on IOException
+        AsyncBatchRetryStrategy<Integer> retryStrategy =
+                new AsyncBatchRetryStrategies.FixedDelayRetryStrategyBuilder<Integer>(3, 10L)
+                        .ifException(e -> e instanceof IOException)
+                        .build();
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithRetry(function, maxBatchSize, retryStrategy)) {
+
+            testHarness.open();
+
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            testHarness.endInput();
+
+            // Verify no retry (only 1 attempt)
+            assertThat(attemptCount.get()).isEqualTo(1);
+
+            // Verify retry counter is 0
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+            assertThat(operator.getBatchRetryCounter().getCount()).isEqualTo(0);
+        }
+    }
+
+    // ================================================================================
+    //  Timeout Tests
+    // ================================================================================
+
+    /**
+     * Test timeout with fail behavior.
+     *
+     * <p>Scenario: Async operation takes too long, timeout triggers failure.
+     */
+    @Test
+    void testTimeoutWithFailBehavior() throws Exception {
+        final int maxBatchSize = 2;
+        final CompletableFuture<Void> blockingFuture = new CompletableFuture<>();
+
+        // Function that blocks indefinitely
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    // Never completes - should timeout
+                    blockingFuture.thenRun(() -> resultFuture.complete(inputs));
+                };
+
+        // Timeout policy: fail after 50ms
+        AsyncBatchTimeoutPolicy timeoutPolicy = AsyncBatchTimeoutPolicy.failOnTimeout(50L);
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithTimeout(function, maxBatchSize, timeoutPolicy)) {
+
+            testHarness.open();
+
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            // Wait for timeout to occur
+            Thread.sleep(100);
+
+            testHarness.endInput();
+
+            // Verify timeout failure
+            assertThat(testHarness.getEnvironment().getActualExternalFailureCause())
+                    .isPresent()
+                    .get()
+                    .satisfies(t -> assertThat(t).isInstanceOf(TimeoutException.class));
+
+            // Verify timeout counter
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+            assertThat(operator.getBatchTimeoutCounter().getCount()).isEqualTo(1);
+        }
+    }
+
+    /**
+     * Test timeout with allow partial behavior.
+     *
+     * <p>Scenario: Async operation takes too long, timeout allows partial results.
+     */
+    @Test
+    void testTimeoutWithAllowPartialBehavior() throws Exception {
+        final int maxBatchSize = 2;
+        final CompletableFuture<Void> blockingFuture = new CompletableFuture<>();
+
+        // Function that blocks indefinitely
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    // Never completes - should timeout
+                    blockingFuture.thenRun(() -> resultFuture.complete(inputs));
+                };
+
+        // Timeout policy: allow partial after 50ms
+        AsyncBatchTimeoutPolicy timeoutPolicy = AsyncBatchTimeoutPolicy.allowPartialOnTimeout(50L);
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithTimeout(function, maxBatchSize, timeoutPolicy)) {
+
+            testHarness.open();
+
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            // Wait for timeout to occur
+            Thread.sleep(100);
+
+            testHarness.endInput();
+
+            // Verify no failure (partial results allowed)
+            assertThat(testHarness.getEnvironment().getActualExternalFailureCause()).isEmpty();
+
+            // Verify timeout counter
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+            assertThat(operator.getBatchTimeoutCounter().getCount()).isEqualTo(1);
+
+            // No outputs since function never completed
+            assertThat(testHarness.getOutput()).isEmpty();
+        }
+    }
+
+    /**
+     * Test that completion before timeout succeeds normally.
+     *
+     * <p>Scenario: Async operation completes before timeout.
+     */
+    @Test
+    void testCompletionBeforeTimeout() throws Exception {
+        final int maxBatchSize = 2;
+
+        // Function that completes immediately
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    resultFuture.complete(
+                            inputs.stream().map(i -> i * 2).collect(Collectors.toList()));
+                };
+
+        // Long timeout - should never trigger
+        AsyncBatchTimeoutPolicy timeoutPolicy = AsyncBatchTimeoutPolicy.failOnTimeout(10000L);
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithTimeout(function, maxBatchSize, timeoutPolicy)) {
+
+            testHarness.open();
+
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            testHarness.endInput();
+
+            // Verify no failure
+            assertThat(testHarness.getEnvironment().getActualExternalFailureCause()).isEmpty();
+
+            // Verify no timeout
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+            assertThat(operator.getBatchTimeoutCounter().getCount()).isEqualTo(0);
+
+            // Verify outputs
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            assertThat(outputs).containsExactlyInAnyOrder(2, 4);
+        }
+    }
+
+    // ================================================================================
+    //  Combined Retry and Timeout Tests
+    // ================================================================================
+
+    /**
+     * Test that timeout cancels pending retry.
+     *
+     * <p>Scenario: Retrying when timeout occurs.
+     */
+    @Test
+    void testTimeoutCancelsRetry() throws Exception {
+        final int maxBatchSize = 2;
+        final AtomicInteger attemptCount = new AtomicInteger(0);
+        final List<CompletableFuture<Void>> pendingFutures = new ArrayList<>();
+
+        // Function that fails and hangs on retry
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    int attempt = attemptCount.incrementAndGet();
+                    if (attempt == 1) {
+                        resultFuture.completeExceptionally(new IOException("First attempt fails"));
+                    } else {
+                        // Hang on retry - should timeout
+                        CompletableFuture<Void> future = new CompletableFuture<>();
+                        pendingFutures.add(future);
+                        future.thenRun(() -> resultFuture.complete(inputs));
+                    }
+                };
+
+        // Retry with timeout
+        AsyncBatchRetryStrategy<Integer> retryStrategy =
+                new AsyncBatchRetryStrategies.FixedDelayRetryStrategyBuilder<Integer>(3, 5L)
+                        .ifException(e -> e instanceof IOException)
+                        .build();
+        AsyncBatchTimeoutPolicy timeoutPolicy = AsyncBatchTimeoutPolicy.failOnTimeout(100L);
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithRetryAndTimeout(
+                        function, maxBatchSize, retryStrategy, timeoutPolicy)) {
+
+            testHarness.open();
+
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            // Wait for timeout to occur
+            Thread.sleep(200);
+
+            testHarness.endInput();
+
+            // Verify timeout occurred
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+            assertThat(operator.getBatchTimeoutCounter().getCount()).isEqualTo(1);
+        }
+    }
+
+    /**
+     * Test successful retry before timeout.
+     *
+     * <p>Scenario: Retry succeeds before timeout expires.
+     */
+    @Test
+    void testRetrySucceedsBeforeTimeout() throws Exception {
+        final int maxBatchSize = 2;
+        final AtomicInteger attemptCount = new AtomicInteger(0);
+
+        // Function that fails once then succeeds quickly
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    int attempt = attemptCount.incrementAndGet();
+                    if (attempt == 1) {
+                        resultFuture.completeExceptionally(new IOException("First attempt fails"));
+                    } else {
+                        resultFuture.complete(
+                                inputs.stream().map(i -> i * 2).collect(Collectors.toList()));
+                    }
+                };
+
+        // Retry with long timeout
+        AsyncBatchRetryStrategy<Integer> retryStrategy =
+                new AsyncBatchRetryStrategies.FixedDelayRetryStrategyBuilder<Integer>(3, 5L)
+                        .ifException(e -> e instanceof IOException)
+                        .build();
+        AsyncBatchTimeoutPolicy timeoutPolicy = AsyncBatchTimeoutPolicy.failOnTimeout(5000L);
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithRetryAndTimeout(
+                        function, maxBatchSize, retryStrategy, timeoutPolicy)) {
+
+            testHarness.open();
+
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            testHarness.endInput();
+
+            // Verify retry happened
+            assertThat(attemptCount.get()).isEqualTo(2);
+
+            // Verify no timeout
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+            assertThat(operator.getBatchTimeoutCounter().getCount()).isEqualTo(0);
+
+            // Verify outputs
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            assertThat(outputs).containsExactlyInAnyOrder(2, 4);
+        }
+    }
+
+    // ================================================================================
+    //  Test Harness Helpers
+    // ================================================================================
+
+    private static OneInputStreamOperatorTestHarness<Integer, Integer> createTestHarnessWithRetry(
+            AsyncBatchFunction<Integer, Integer> function,
+            int maxBatchSize,
+            AsyncBatchRetryStrategy<Integer> retryStrategy)
+            throws Exception {
+        return new OneInputStreamOperatorTestHarness<>(
+                new AsyncBatchWaitOperatorFactory<>(
+                        function,
+                        maxBatchSize,
+                        0L,
+                        retryStrategy,
+                        AsyncBatchTimeoutPolicy.NO_TIMEOUT_POLICY),
+                IntSerializer.INSTANCE);
+    }
+
+    @SuppressWarnings("unchecked")
+    private static OneInputStreamOperatorTestHarness<Integer, Integer> createTestHarnessWithTimeout(
+            AsyncBatchFunction<Integer, Integer> function,
+            int maxBatchSize,
+            AsyncBatchTimeoutPolicy timeoutPolicy)
+            throws Exception {
+        return new OneInputStreamOperatorTestHarness<>(
+                new AsyncBatchWaitOperatorFactory<>(
+                        function,
+                        maxBatchSize,
+                        0L,
+                        AsyncBatchRetryStrategies.noRetry(),
+                        timeoutPolicy),
+                IntSerializer.INSTANCE);
+    }
+
+    private static OneInputStreamOperatorTestHarness<Integer, Integer>
+            createTestHarnessWithRetryAndTimeout(
+                    AsyncBatchFunction<Integer, Integer> function,
+                    int maxBatchSize,
+                    AsyncBatchRetryStrategy<Integer> retryStrategy,
+                    AsyncBatchTimeoutPolicy timeoutPolicy)
+                    throws Exception {
+        return new OneInputStreamOperatorTestHarness<>(
+                new AsyncBatchWaitOperatorFactory<>(
+                        function, maxBatchSize, 0L, retryStrategy, timeoutPolicy),
+                IntSerializer.INSTANCE);
+    }
+}
diff --git a/flink-streaming-java/src/test/java/org/apache/flink/streaming/api/operators/async/AsyncBatchWaitOperatorTest.java b/flink-streaming-java/src/test/java/org/apache/flink/streaming/api/operators/async/AsyncBatchWaitOperatorTest.java
new file mode 100644
index 0000000000000..7895ee74c5f08
--- /dev/null
+++ b/flink-streaming-java/src/test/java/org/apache/flink/streaming/api/operators/async/AsyncBatchWaitOperatorTest.java
@@ -0,0 +1,811 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.streaming.api.operators.async;
+
+import org.apache.flink.api.common.typeutils.base.IntSerializer;
+import org.apache.flink.runtime.operators.testutils.ExpectedTestException;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchFunction;
+import org.apache.flink.streaming.runtime.streamrecord.StreamRecord;
+import org.apache.flink.streaming.util.OneInputStreamOperatorTestHarness;
+
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.Timeout;
+
+import java.util.Collections;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+import java.util.concurrent.CopyOnWriteArrayList;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.atomic.AtomicInteger;
+import java.util.stream.Collectors;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+/**
+ * Tests for {@link AsyncBatchWaitOperator}.
+ *
+ * <p>These tests verify:
+ *
+ * <ul>
+ *   <li>Batch size trigger - elements are batched correctly
+ *   <li>Correct result emission - all outputs are emitted downstream
+ *   <li>Exception propagation - errors fail the operator
+ * </ul>
+ */
+@Timeout(value = 100, unit = TimeUnit.SECONDS)
+class AsyncBatchWaitOperatorTest {
+
+    /**
+     * Test that the operator correctly batches elements based on maxBatchSize.
+     *
+     * <p>Input: 5 records with maxBatchSize = 3
+     *
+     * <p>Expected: 2 batch invocations with sizes [3, 2]
+     */
+    @Test
+    void testBatchSizeTrigger() throws Exception {
+        final int maxBatchSize = 3;
+        final List<Integer> batchSizes = new CopyOnWriteArrayList<>();
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    batchSizes.add(inputs.size());
+                    // Return input * 2 for each element
+                    List<Integer> results =
+                            inputs.stream().map(i -> i * 2).collect(Collectors.toList());
+                    resultFuture.complete(results);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            // Process 5 elements
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+            testHarness.processElement(new StreamRecord<>(3, 3L));
+            // First batch of 3 should be triggered here
+
+            testHarness.processElement(new StreamRecord<>(4, 4L));
+            testHarness.processElement(new StreamRecord<>(5, 5L));
+            // Remaining 2 elements in buffer
+
+            testHarness.endInput();
+            // Second batch of 2 should be triggered on endInput
+
+            // Verify batch sizes
+            assertThat(batchSizes).containsExactly(3, 2);
+        }
+    }
+
+    /** Test that all results from the batch function are correctly emitted downstream. */
+    @Test
+    void testCorrectResultEmission() throws Exception {
+        final int maxBatchSize = 3;
+
+        // Function that doubles each input
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    List<Integer> results =
+                            inputs.stream().map(i -> i * 2).collect(Collectors.toList());
+                    resultFuture.complete(results);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            // Process 5 elements: 1, 2, 3, 4, 5
+            for (int i = 1; i <= 5; i++) {
+                testHarness.processElement(new StreamRecord<>(i, i));
+            }
+
+            testHarness.endInput();
+
+            // Verify outputs: should be 2, 4, 6, 8, 10
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            assertThat(outputs).containsExactlyInAnyOrder(2, 4, 6, 8, 10);
+        }
+    }
+
+    /** Test that exceptions from the batch function are properly propagated. */
+    @Test
+    void testExceptionPropagation() throws Exception {
+        final int maxBatchSize = 2;
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    resultFuture.completeExceptionally(new ExpectedTestException());
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            // Process 2 elements to trigger a batch
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            // The exception should be propagated - we need to yield to process the async result
+            // In the test harness, the exception is recorded in the environment
+            testHarness.endInput();
+
+            // Verify that the task environment received the exception
+            assertThat(testHarness.getEnvironment().getActualExternalFailureCause())
+                    .isPresent()
+                    .get()
+                    .satisfies(
+                            t ->
+                                    assertThat(t.getCause())
+                                            .isInstanceOf(ExpectedTestException.class));
+        }
+    }
+
+    /** Test async completion using CompletableFuture. */
+    @Test
+    void testAsyncCompletion() throws Exception {
+        final int maxBatchSize = 2;
+        final AtomicInteger invocationCount = new AtomicInteger(0);
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    invocationCount.incrementAndGet();
+                    // Simulate async processing
+                    CompletableFuture.supplyAsync(
+                                    () ->
+                                            inputs.stream()
+                                                    .map(i -> i * 3)
+                                                    .collect(Collectors.toList()))
+                            .thenAccept(resultFuture::complete);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            // Process 4 elements: should trigger 2 batches
+            for (int i = 1; i <= 4; i++) {
+                testHarness.processElement(new StreamRecord<>(i, i));
+            }
+
+            testHarness.endInput();
+
+            // Verify invocation count
+            assertThat(invocationCount.get()).isEqualTo(2);
+
+            // Verify outputs: should be 3, 6, 9, 12
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            assertThat(outputs).containsExactlyInAnyOrder(3, 6, 9, 12);
+        }
+    }
+
+    /** Test that empty batches are not triggered. */
+    @Test
+    void testEmptyInput() throws Exception {
+        final int maxBatchSize = 3;
+        final AtomicInteger invocationCount = new AtomicInteger(0);
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    invocationCount.incrementAndGet();
+                    resultFuture.complete(Collections.emptyList());
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+            testHarness.endInput();
+
+            // No invocations should happen for empty input
+            assertThat(invocationCount.get()).isEqualTo(0);
+            assertThat(testHarness.getOutput()).isEmpty();
+        }
+    }
+
+    /** Test that batch function can return fewer or more outputs than inputs. */
+    @Test
+    void testVariableOutputSize() throws Exception {
+        final int maxBatchSize = 3;
+
+        // Function that returns only one output per batch (aggregation-style)
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    int sum = inputs.stream().mapToInt(Integer::intValue).sum();
+                    resultFuture.complete(Collections.singletonList(sum));
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            // Process 5 elements: 1, 2, 3, 4, 5
+            for (int i = 1; i <= 5; i++) {
+                testHarness.processElement(new StreamRecord<>(i, i));
+            }
+
+            testHarness.endInput();
+
+            // First batch: 1+2+3 = 6, Second batch: 4+5 = 9
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            assertThat(outputs).containsExactlyInAnyOrder(6, 9);
+        }
+    }
+
+    /** Test single element batch (maxBatchSize = 1). */
+    @Test
+    void testSingleElementBatch() throws Exception {
+        final int maxBatchSize = 1;
+        final List<Integer> batchSizes = new CopyOnWriteArrayList<>();
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    batchSizes.add(inputs.size());
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+            testHarness.processElement(new StreamRecord<>(3, 3L));
+
+            testHarness.endInput();
+
+            // Each element should trigger its own batch
+            assertThat(batchSizes).containsExactly(1, 1, 1);
+        }
+    }
+
+    // ================================================================================
+    //  Timeout-based batching tests
+    // ================================================================================
+
+    /**
+     * Test that timeout triggers batch flush even when batch size is not reached.
+     *
+     * <p>maxBatchSize = 10, batchTimeoutMs = 50
+     *
+     * <p>Send 1 record, advance processing time, expect asyncInvokeBatch called with size 1
+     */
+    @Test
+    void testTimeoutFlush() throws Exception {
+        final int maxBatchSize = 10;
+        final long batchTimeoutMs = 50L;
+        final List<Integer> batchSizes = new CopyOnWriteArrayList<>();
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    batchSizes.add(inputs.size());
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithTimeout(function, maxBatchSize, batchTimeoutMs)) {
+
+            testHarness.open();
+
+            // Set initial processing time
+            testHarness.setProcessingTime(0L);
+
+            // Process 1 element - should start the timer
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+
+            // Batch size not reached, no flush yet
+            assertThat(batchSizes).isEmpty();
+
+            // Advance processing time past timeout threshold
+            testHarness.setProcessingTime(batchTimeoutMs + 1);
+
+            // Timer should have fired, triggering batch flush with size 1
+            assertThat(batchSizes).containsExactly(1);
+
+            testHarness.endInput();
+        }
+    }
+
+    /**
+     * Test that size-triggered flush happens before timeout when batch fills up quickly.
+     *
+     * <p>maxBatchSize = 2, batchTimeoutMs = 1 hour (3600000 ms)
+     *
+     * <p>Send 2 records immediately, verify batch is flushed by size, not by timeout
+     */
+    @Test
+    void testSizeBeatsTimeout() throws Exception {
+        final int maxBatchSize = 2;
+        final long batchTimeoutMs = 3600000L; // 1 hour - should never be reached
+        final List<Integer> batchSizes = new CopyOnWriteArrayList<>();
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    batchSizes.add(inputs.size());
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithTimeout(function, maxBatchSize, batchTimeoutMs)) {
+
+            testHarness.open();
+
+            // Set initial processing time
+            testHarness.setProcessingTime(0L);
+
+            // Process 2 elements immediately - should trigger batch by size
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            // Batch should have been flushed by size (not timeout)
+            assertThat(batchSizes).containsExactly(2);
+
+            // Even if we advance time, no additional flush should happen since buffer is empty
+            testHarness.setProcessingTime(batchTimeoutMs + 1);
+            assertThat(batchSizes).containsExactly(2);
+
+            testHarness.endInput();
+        }
+    }
+
+    /**
+     * Test that timer is properly reset after batch flush.
+     *
+     * <p>First batch flushed by timeout, second batch starts a new timer.
+     */
+    @Test
+    void testTimerResetAfterFlush() throws Exception {
+        final int maxBatchSize = 10;
+        final long batchTimeoutMs = 100L;
+        final List<Integer> batchSizes = new CopyOnWriteArrayList<>();
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    batchSizes.add(inputs.size());
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithTimeout(function, maxBatchSize, batchTimeoutMs)) {
+
+            testHarness.open();
+
+            // === First batch ===
+            testHarness.setProcessingTime(0L);
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+
+            // Advance time to trigger first timeout flush
+            testHarness.setProcessingTime(batchTimeoutMs + 1);
+            assertThat(batchSizes).containsExactly(1);
+
+            // === Second batch ===
+            // Start second batch at time 200
+            testHarness.setProcessingTime(200L);
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+            testHarness.processElement(new StreamRecord<>(3, 3L));
+
+            // No flush yet - batch size not reached
+            assertThat(batchSizes).containsExactly(1);
+
+            // Advance time to trigger second timeout flush (200 + 100 + 1 = 301)
+            testHarness.setProcessingTime(301L);
+            assertThat(batchSizes).containsExactly(1, 2);
+
+            testHarness.endInput();
+        }
+    }
+
+    /** Test timeout with multiple batches interleaving size and timeout triggers. */
+    @Test
+    void testMixedSizeAndTimeoutTriggers() throws Exception {
+        final int maxBatchSize = 3;
+        final long batchTimeoutMs = 100L;
+        final List<Integer> batchSizes = new CopyOnWriteArrayList<>();
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    batchSizes.add(inputs.size());
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithTimeout(function, maxBatchSize, batchTimeoutMs)) {
+
+            testHarness.open();
+            testHarness.setProcessingTime(0L);
+
+            // First batch: size-triggered
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+            testHarness.processElement(new StreamRecord<>(3, 3L));
+            assertThat(batchSizes).containsExactly(3);
+
+            // Second batch: timeout-triggered
+            testHarness.setProcessingTime(200L);
+            testHarness.processElement(new StreamRecord<>(4, 4L));
+            assertThat(batchSizes).containsExactly(3); // Not flushed yet
+
+            testHarness.setProcessingTime(301L); // 200 + 100 + 1
+            assertThat(batchSizes).containsExactly(3, 1);
+
+            // Third batch: size-triggered again
+            testHarness.setProcessingTime(400L);
+            testHarness.processElement(new StreamRecord<>(5, 5L));
+            testHarness.processElement(new StreamRecord<>(6, 6L));
+            testHarness.processElement(new StreamRecord<>(7, 7L));
+            assertThat(batchSizes).containsExactly(3, 1, 3);
+
+            testHarness.endInput();
+        }
+    }
+
+    /** Test that timeout is disabled when batchTimeoutMs <= 0. */
+    @Test
+    void testTimeoutDisabled() throws Exception {
+        final int maxBatchSize = 10;
+        final long batchTimeoutMs = 0L; // Disabled
+        final List<Integer> batchSizes = new CopyOnWriteArrayList<>();
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    batchSizes.add(inputs.size());
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithTimeout(function, maxBatchSize, batchTimeoutMs)) {
+
+            testHarness.open();
+            testHarness.setProcessingTime(0L);
+
+            // Process 1 element
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+
+            // Advance time significantly - should not trigger flush since timeout is disabled
+            testHarness.setProcessingTime(1000000L);
+            assertThat(batchSizes).isEmpty();
+
+            // Flush happens only on endInput
+            testHarness.endInput();
+            assertThat(batchSizes).containsExactly(1);
+        }
+    }
+
+    // ================================================================================
+    //  Metrics tests
+    // ================================================================================
+
+    /**
+     * Test that batch size histogram is correctly updated.
+     *
+     * <p>Process 5 elements with maxBatchSize = 3, expect histogram to record batch sizes [3, 2].
+     */
+    @Test
+    void testBatchSizeMetric() throws Exception {
+        final int maxBatchSize = 3;
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            // Get the operator to access metrics
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+
+            // Process 5 elements
+            for (int i = 1; i <= 5; i++) {
+                testHarness.processElement(new StreamRecord<>(i, i));
+            }
+
+            testHarness.endInput();
+
+            // Verify batch size histogram recorded 2 batches
+            assertThat(operator.getBatchSizeHistogram().getCount()).isEqualTo(2);
+        }
+    }
+
+    /**
+     * Test that total batches and records counters are correctly updated.
+     *
+     * <p>Process 7 elements with maxBatchSize = 3, expect 3 batches and 7 records.
+     */
+    @Test
+    void testBatchAndRecordCounters() throws Exception {
+        final int maxBatchSize = 3;
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+
+            // Process 7 elements: should result in batches of [3, 3, 1]
+            for (int i = 1; i <= 7; i++) {
+                testHarness.processElement(new StreamRecord<>(i, i));
+            }
+
+            testHarness.endInput();
+
+            // Verify counters
+            assertThat(operator.getTotalBatchesProcessedCounter().getCount()).isEqualTo(3);
+            assertThat(operator.getTotalRecordsProcessedCounter().getCount()).isEqualTo(7);
+        }
+    }
+
+    /**
+     * Test that async call duration histogram is updated on completion.
+     *
+     * <p>Process elements and verify duration is recorded.
+     */
+    @Test
+    void testAsyncCallDurationMetric() throws Exception {
+        final int maxBatchSize = 2;
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    // Simulate some processing time
+                    CompletableFuture.runAsync(
+                                    () -> {
+                                        try {
+                                            Thread.sleep(10); // Small delay
+                                        } catch (InterruptedException e) {
+                                            Thread.currentThread().interrupt();
+                                        }
+                                    })
+                            .thenRun(() -> resultFuture.complete(inputs));
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+
+            // Process 2 elements to trigger a batch
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            testHarness.endInput();
+
+            // Verify async call duration was recorded
+            assertThat(operator.getAsyncCallDurationHistogram().getCount()).isEqualTo(1);
+        }
+    }
+
+    /**
+     * Test that async call failure counter is incremented on exception.
+     *
+     * <p>Process elements with a failing function and verify failure counter.
+     */
+    @Test
+    void testAsyncCallFailureMetric() throws Exception {
+        final int maxBatchSize = 2;
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    resultFuture.completeExceptionally(new ExpectedTestException());
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+
+            // Process 2 elements to trigger a batch (which will fail)
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            testHarness.endInput();
+
+            // Verify failure counter was incremented
+            assertThat(operator.getAsyncCallFailuresCounter().getCount()).isEqualTo(1);
+        }
+    }
+
+    /**
+     * Test that in-flight count is correctly tracked during processing.
+     *
+     * <p>This test verifies the gauge correctly reflects concurrent operations.
+     */
+    @Test
+    void testInflightBatchesTracking() throws Exception {
+        final int maxBatchSize = 2;
+        final CompletableFuture<Void> blockingFuture = new CompletableFuture<>();
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    // Wait for explicit completion signal
+                    blockingFuture.thenRun(() -> resultFuture.complete(inputs));
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+
+            // Initially no in-flight batches
+            assertThat(operator.getInFlightCount()).isEqualTo(0);
+
+            // Process 2 elements to trigger a batch
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            // Now there should be 1 in-flight batch
+            assertThat(operator.getInFlightCount()).isEqualTo(1);
+
+            // Complete the blocking future to allow processing
+            blockingFuture.complete(null);
+
+            testHarness.endInput();
+
+            // After completion, should be 0
+            assertThat(operator.getInFlightCount()).isEqualTo(0);
+        }
+    }
+
+    /**
+     * Test that batch latency histogram is recorded correctly.
+     *
+     * <p>Using timeout-based batching to measure latency.
+     */
+    @Test
+    void testBatchLatencyMetric() throws Exception {
+        final int maxBatchSize = 10;
+        final long batchTimeoutMs = 100L;
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithTimeout(function, maxBatchSize, batchTimeoutMs)) {
+
+            testHarness.open();
+            testHarness.setProcessingTime(0L);
+
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+
+            // Process 1 element
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+
+            // Advance time to trigger timeout flush
+            testHarness.setProcessingTime(batchTimeoutMs + 1);
+
+            testHarness.endInput();
+
+            // Verify batch latency was recorded
+            assertThat(operator.getBatchLatencyHistogram().getCount()).isEqualTo(1);
+        }
+    }
+
+    /**
+     * Test metrics with multiple batches of different sizes.
+     *
+     * <p>Comprehensive test covering various batch sizes and timing scenarios.
+     */
+    @Test
+    void testMetricsWithMultipleBatches() throws Exception {
+        final int maxBatchSize = 3;
+        final long batchTimeoutMs = 100L;
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithTimeout(function, maxBatchSize, batchTimeoutMs)) {
+
+            testHarness.open();
+            testHarness.setProcessingTime(0L);
+
+            AsyncBatchWaitOperator<Integer, Integer> operator =
+                    (AsyncBatchWaitOperator<Integer, Integer>) testHarness.getOperator();
+
+            // First batch: size-triggered (3 elements)
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+            testHarness.processElement(new StreamRecord<>(3, 3L));
+
+            // Second batch: timeout-triggered (1 element)
+            testHarness.setProcessingTime(200L);
+            testHarness.processElement(new StreamRecord<>(4, 4L));
+            testHarness.setProcessingTime(301L);
+
+            // Third batch: size-triggered (3 elements)
+            testHarness.setProcessingTime(400L);
+            testHarness.processElement(new StreamRecord<>(5, 5L));
+            testHarness.processElement(new StreamRecord<>(6, 6L));
+            testHarness.processElement(new StreamRecord<>(7, 7L));
+
+            // Fourth batch: end-of-input (2 elements)
+            testHarness.processElement(new StreamRecord<>(8, 8L));
+            testHarness.processElement(new StreamRecord<>(9, 9L));
+
+            testHarness.endInput();
+
+            // Verify metrics
+            assertThat(operator.getTotalBatchesProcessedCounter().getCount()).isEqualTo(4);
+            assertThat(operator.getTotalRecordsProcessedCounter().getCount()).isEqualTo(9);
+            assertThat(operator.getBatchSizeHistogram().getCount()).isEqualTo(4);
+            assertThat(operator.getBatchLatencyHistogram().getCount()).isEqualTo(4);
+            assertThat(operator.getAsyncCallDurationHistogram().getCount()).isEqualTo(4);
+            assertThat(operator.getAsyncCallFailuresCounter().getCount()).isEqualTo(0);
+        }
+    }
+
+    private static OneInputStreamOperatorTestHarness<Integer, Integer> createTestHarness(
+            AsyncBatchFunction<Integer, Integer> function, int maxBatchSize) throws Exception {
+        return new OneInputStreamOperatorTestHarness<>(
+                new AsyncBatchWaitOperatorFactory<>(function, maxBatchSize),
+                IntSerializer.INSTANCE);
+    }
+
+    private static OneInputStreamOperatorTestHarness<Integer, Integer> createTestHarnessWithTimeout(
+            AsyncBatchFunction<Integer, Integer> function, int maxBatchSize, long batchTimeoutMs)
+            throws Exception {
+        return new OneInputStreamOperatorTestHarness<>(
+                new AsyncBatchWaitOperatorFactory<>(function, maxBatchSize, batchTimeoutMs),
+                IntSerializer.INSTANCE);
+    }
+}
diff --git a/flink-streaming-java/src/test/java/org/apache/flink/streaming/api/operators/async/OrderedAsyncBatchWaitOperatorTest.java b/flink-streaming-java/src/test/java/org/apache/flink/streaming/api/operators/async/OrderedAsyncBatchWaitOperatorTest.java
new file mode 100644
index 0000000000000..4f5b48bbc53ab
--- /dev/null
+++ b/flink-streaming-java/src/test/java/org/apache/flink/streaming/api/operators/async/OrderedAsyncBatchWaitOperatorTest.java
@@ -0,0 +1,439 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.streaming.api.operators.async;
+
+import org.apache.flink.api.common.typeutils.base.IntSerializer;
+import org.apache.flink.runtime.operators.testutils.ExpectedTestException;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchFunction;
+import org.apache.flink.streaming.runtime.streamrecord.StreamRecord;
+import org.apache.flink.streaming.util.OneInputStreamOperatorTestHarness;
+
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.Timeout;
+
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+import java.util.concurrent.CopyOnWriteArrayList;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.atomic.AtomicInteger;
+import java.util.stream.Collectors;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+/**
+ * Tests for {@link OrderedAsyncBatchWaitOperator}.
+ *
+ * <p>These tests verify:
+ *
+ * <ul>
+ *   <li>Strict ordering guarantee - output order matches input order
+ *   <li>Batch + time trigger interaction with ordering
+ *   <li>Exception propagation
+ * </ul>
+ */
+@Timeout(value = 100, unit = TimeUnit.SECONDS)
+class OrderedAsyncBatchWaitOperatorTest {
+
+    /**
+     * Test strict ordering guarantee even when async results complete out of order.
+     *
+     * <p>Inputs: [1, 2, 3, 4, 5]
+     *
+     * <p>Async batches complete in reverse order (second batch completes before first)
+     *
+     * <p>Output MUST be: [1, 2, 3, 4, 5] (same as input order)
+     */
+    @Test
+    void testStrictOrderingGuarantee() throws Exception {
+        final int maxBatchSize = 3;
+        final List<CompletableFuture<Void>> batchFutures = new CopyOnWriteArrayList<>();
+        final AtomicInteger batchIndex = new AtomicInteger(0);
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    int currentBatch = batchIndex.getAndIncrement();
+                    CompletableFuture<Void> future = new CompletableFuture<>();
+                    batchFutures.add(future);
+
+                    // Store input for later completion
+                    List<Integer> inputCopy = new ArrayList<>(inputs);
+
+                    // Complete asynchronously when future is completed externally
+                    future.thenRun(() -> resultFuture.complete(inputCopy));
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            // Process 5 elements: batch 0 = [1,2,3], batch 1 = [4,5]
+            for (int i = 1; i <= 5; i++) {
+                testHarness.processElement(new StreamRecord<>(i, i));
+            }
+
+            // Trigger end of input to flush remaining elements
+            // This creates batch 1 with [4, 5]
+            // At this point we have 2 batches pending
+
+            // Wait for batches to be created
+            while (batchFutures.size() < 2) {
+                Thread.sleep(10);
+            }
+
+            // Complete batches in REVERSE order (batch 1 first, then batch 0)
+            // This tests that output is still in original order
+            batchFutures.get(1).complete(null); // Complete batch [4, 5] first
+            Thread.sleep(50); // Give time for async processing
+
+            batchFutures.get(0).complete(null); // Then complete batch [1, 2, 3]
+
+            testHarness.endInput();
+
+            // Verify outputs are in strict input order: [1, 2, 3, 4, 5]
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            // MUST be in exact input order, not completion order
+            assertThat(outputs).containsExactly(1, 2, 3, 4, 5);
+        }
+    }
+
+    /** Test ordering with synchronous completions - simple case to verify basic ordering. */
+    @Test
+    void testOrderingWithSynchronousCompletion() throws Exception {
+        final int maxBatchSize = 2;
+
+        // Function that immediately completes with input values
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            // Process 6 elements: 3 batches of 2
+            for (int i = 1; i <= 6; i++) {
+                testHarness.processElement(new StreamRecord<>(i, i));
+            }
+
+            testHarness.endInput();
+
+            // Verify outputs are in strict input order
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            assertThat(outputs).containsExactly(1, 2, 3, 4, 5, 6);
+        }
+    }
+
+    /**
+     * Test batch + time trigger interaction with ordering preserved.
+     *
+     * <p>Small batch size with timeout, verify ordering across multiple batches.
+     */
+    @Test
+    void testBatchAndTimeoutTriggerWithOrdering() throws Exception {
+        final int maxBatchSize = 3;
+        final long batchTimeoutMs = 100L;
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarnessWithTimeout(function, maxBatchSize, batchTimeoutMs)) {
+
+            testHarness.open();
+            testHarness.setProcessingTime(0L);
+
+            // First batch: size-triggered (3 elements)
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+            testHarness.processElement(new StreamRecord<>(3, 3L));
+
+            // Second batch: timeout-triggered (1 element)
+            testHarness.setProcessingTime(200L);
+            testHarness.processElement(new StreamRecord<>(4, 4L));
+            testHarness.setProcessingTime(301L); // Trigger timeout
+
+            // Third batch: size-triggered (3 elements)
+            testHarness.setProcessingTime(400L);
+            testHarness.processElement(new StreamRecord<>(5, 5L));
+            testHarness.processElement(new StreamRecord<>(6, 6L));
+            testHarness.processElement(new StreamRecord<>(7, 7L));
+
+            testHarness.endInput();
+
+            // Verify outputs are in strict input order
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            assertThat(outputs).containsExactly(1, 2, 3, 4, 5, 6, 7);
+        }
+    }
+
+    /** Test exception propagation - exception in batch invocation fails fast. */
+    @Test
+    void testExceptionPropagation() throws Exception {
+        final int maxBatchSize = 2;
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    resultFuture.completeExceptionally(new ExpectedTestException());
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            // Process 2 elements to trigger a batch
+            testHarness.processElement(new StreamRecord<>(1, 1L));
+            testHarness.processElement(new StreamRecord<>(2, 2L));
+
+            testHarness.endInput();
+
+            // Verify that the task environment received the exception
+            assertThat(testHarness.getEnvironment().getActualExternalFailureCause())
+                    .isPresent()
+                    .get()
+                    .satisfies(
+                            t ->
+                                    assertThat(t.getCause())
+                                            .isInstanceOf(ExpectedTestException.class));
+        }
+    }
+
+    /** Test ordering with delayed async completions simulating real async I/O. */
+    @Test
+    void testOrderingWithDelayedAsyncCompletion() throws Exception {
+        final int maxBatchSize = 2;
+        final List<Integer> completionOrder = new CopyOnWriteArrayList<>();
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    List<Integer> inputCopy = new ArrayList<>(inputs);
+                    int firstElement = inputCopy.get(0);
+
+                    // Simulate varying async delays - earlier batches take longer
+                    CompletableFuture.runAsync(
+                            () -> {
+                                try {
+                                    // Batch starting with 1 delays more than batch starting with 3
+                                    int delay = (5 - firstElement) * 20;
+                                    Thread.sleep(delay);
+                                } catch (InterruptedException e) {
+                                    Thread.currentThread().interrupt();
+                                }
+                                completionOrder.add(firstElement);
+                                resultFuture.complete(inputCopy);
+                            });
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            // Process 4 elements: batch 0 = [1,2], batch 1 = [3,4]
+            for (int i = 1; i <= 4; i++) {
+                testHarness.processElement(new StreamRecord<>(i, i));
+            }
+
+            testHarness.endInput();
+
+            // Verify outputs are in strict input order regardless of completion order
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            assertThat(outputs).containsExactly(1, 2, 3, 4);
+        }
+    }
+
+    /** Test that empty batches are not triggered. */
+    @Test
+    void testEmptyInput() throws Exception {
+        final int maxBatchSize = 3;
+        final AtomicInteger invocationCount = new AtomicInteger(0);
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    invocationCount.incrementAndGet();
+                    resultFuture.complete(Collections.emptyList());
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+            testHarness.endInput();
+
+            // No invocations should happen for empty input
+            assertThat(invocationCount.get()).isEqualTo(0);
+            assertThat(testHarness.getOutput()).isEmpty();
+        }
+    }
+
+    /** Test single element batch with ordering. */
+    @Test
+    void testSingleElementBatchOrdering() throws Exception {
+        final int maxBatchSize = 1;
+        final List<Integer> batchSizes = new CopyOnWriteArrayList<>();
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    batchSizes.add(inputs.size());
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            testHarness.processElement(new StreamRecord<>(3, 1L));
+            testHarness.processElement(new StreamRecord<>(1, 2L));
+            testHarness.processElement(new StreamRecord<>(2, 3L));
+
+            testHarness.endInput();
+
+            // Each element is its own batch
+            assertThat(batchSizes).containsExactly(1, 1, 1);
+
+            // Verify outputs maintain input order (not value order)
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            // Output order should be [3, 1, 2] - same as input order
+            assertThat(outputs).containsExactly(3, 1, 2);
+        }
+    }
+
+    /** Test that batch function can return different number of outputs while maintaining order. */
+    @Test
+    void testVariableOutputSizeWithOrdering() throws Exception {
+        final int maxBatchSize = 2;
+
+        // Function that returns sum of batch (one output per batch)
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    int sum = inputs.stream().mapToInt(Integer::intValue).sum();
+                    resultFuture.complete(Collections.singletonList(sum));
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            // Process 4 elements: batch 0 = [1,2] -> 3, batch 1 = [3,4] -> 7
+            for (int i = 1; i <= 4; i++) {
+                testHarness.processElement(new StreamRecord<>(i, i));
+            }
+
+            testHarness.endInput();
+
+            // First batch outputs first (3), then second batch (7)
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            // Order should be [3, 7] - first batch result, then second batch result
+            assertThat(outputs).containsExactly(3, 7);
+        }
+    }
+
+    /** Test ordering with many batches to verify sequence number handling. */
+    @Test
+    void testManyBatchesOrdering() throws Exception {
+        final int maxBatchSize = 2;
+        final int totalElements = 20;
+
+        AsyncBatchFunction<Integer, Integer> function =
+                (inputs, resultFuture) -> {
+                    resultFuture.complete(inputs);
+                };
+
+        try (OneInputStreamOperatorTestHarness<Integer, Integer> testHarness =
+                createTestHarness(function, maxBatchSize)) {
+
+            testHarness.open();
+
+            // Process many elements
+            for (int i = 1; i <= totalElements; i++) {
+                testHarness.processElement(new StreamRecord<>(i, i));
+            }
+
+            testHarness.endInput();
+
+            // Verify all outputs are in strict order
+            List<Integer> outputs =
+                    testHarness.getOutput().stream()
+                            .filter(e -> e instanceof StreamRecord)
+                            .map(e -> ((StreamRecord<Integer>) e).getValue())
+                            .collect(Collectors.toList());
+
+            List<Integer> expected = new ArrayList<>();
+            for (int i = 1; i <= totalElements; i++) {
+                expected.add(i);
+            }
+
+            assertThat(outputs).containsExactlyElementsOf(expected);
+        }
+    }
+
+    private static OneInputStreamOperatorTestHarness<Integer, Integer> createTestHarness(
+            AsyncBatchFunction<Integer, Integer> function, int maxBatchSize) throws Exception {
+        return new OneInputStreamOperatorTestHarness<>(
+                new OrderedAsyncBatchWaitOperatorFactory<>(function, maxBatchSize),
+                IntSerializer.INSTANCE);
+    }
+
+    private static OneInputStreamOperatorTestHarness<Integer, Integer> createTestHarnessWithTimeout(
+            AsyncBatchFunction<Integer, Integer> function, int maxBatchSize, long batchTimeoutMs)
+            throws Exception {
+        return new OneInputStreamOperatorTestHarness<>(
+                new OrderedAsyncBatchWaitOperatorFactory<>(function, maxBatchSize, batchTimeoutMs),
+                IntSerializer.INSTANCE);
+    }
+}
diff --git a/flink-table/flink-table-common/src/main/java/org/apache/flink/table/connector/source/lookup/AsyncBatchLookupFunctionProvider.java b/flink-table/flink-table-common/src/main/java/org/apache/flink/table/connector/source/lookup/AsyncBatchLookupFunctionProvider.java
new file mode 100644
index 0000000000000..0c4c5830fa08b
--- /dev/null
+++ b/flink-table/flink-table-common/src/main/java/org/apache/flink/table/connector/source/lookup/AsyncBatchLookupFunctionProvider.java
@@ -0,0 +1,164 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.table.connector.source.lookup;
+
+import org.apache.flink.annotation.PublicEvolving;
+import org.apache.flink.table.connector.source.LookupTableSource;
+import org.apache.flink.table.functions.AsyncBatchLookupFunction;
+
+import java.time.Duration;
+
+/**
+ * A provider for creating {@link AsyncBatchLookupFunction} with batch configuration.
+ *
+ * <p>This provider is used to create batch-oriented async lookup functions for AI/ML inference
+ * scenarios and other high-latency lookup workloads. It allows configuring batch parameters such as
+ * batch size and timeout.
+ *
+ * <p>Example usage in a custom {@link LookupTableSource}:
+ *
+ * <pre>{@code
+ * public class MyLookupTableSource implements LookupTableSource {
+ *
+ *     @Override
+ *     public LookupRuntimeProvider getLookupRuntimeProvider(LookupContext context) {
+ *         return AsyncBatchLookupFunctionProvider.of(
+ *             new MyAsyncBatchLookupFunction(),
+ *             32,  // maxBatchSize
+ *             Duration.ofMillis(100)  // batchTimeout
+ *         );
+ *     }
+ * }
+ * }</pre>
+ *
+ * @see AsyncBatchLookupFunction
+ * @see AsyncLookupFunctionProvider
+ */
+@PublicEvolving
+public interface AsyncBatchLookupFunctionProvider extends LookupTableSource.LookupRuntimeProvider {
+
+    /** Default batch size when not specified. */
+    int DEFAULT_BATCH_SIZE = 32;
+
+    /** Default batch timeout when not specified (100ms). */
+    Duration DEFAULT_BATCH_TIMEOUT = Duration.ofMillis(100);
+
+    /**
+     * Creates a provider with the given function and default batch configuration.
+     *
+     * @param asyncBatchLookupFunction The batch lookup function
+     * @return A new provider instance
+     */
+    static AsyncBatchLookupFunctionProvider of(AsyncBatchLookupFunction asyncBatchLookupFunction) {
+        return of(asyncBatchLookupFunction, DEFAULT_BATCH_SIZE, DEFAULT_BATCH_TIMEOUT);
+    }
+
+    /**
+     * Creates a provider with the given function and batch size (default timeout).
+     *
+     * @param asyncBatchLookupFunction The batch lookup function
+     * @param maxBatchSize Maximum number of keys to batch together
+     * @return A new provider instance
+     */
+    static AsyncBatchLookupFunctionProvider of(
+            AsyncBatchLookupFunction asyncBatchLookupFunction, int maxBatchSize) {
+        return of(asyncBatchLookupFunction, maxBatchSize, DEFAULT_BATCH_TIMEOUT);
+    }
+
+    /**
+     * Creates a provider with full configuration.
+     *
+     * @param asyncBatchLookupFunction The batch lookup function
+     * @param maxBatchSize Maximum number of keys to batch together
+     * @param batchTimeout Maximum time to wait before flushing a partial batch
+     * @return A new provider instance
+     */
+    static AsyncBatchLookupFunctionProvider of(
+            AsyncBatchLookupFunction asyncBatchLookupFunction,
+            int maxBatchSize,
+            Duration batchTimeout) {
+        return new DefaultAsyncBatchLookupFunctionProvider(
+                asyncBatchLookupFunction, maxBatchSize, batchTimeout);
+    }
+
+    /**
+     * Creates an {@link AsyncBatchLookupFunction} instance.
+     *
+     * @return The batch lookup function
+     */
+    AsyncBatchLookupFunction createAsyncBatchLookupFunction();
+
+    /**
+     * Returns the maximum batch size.
+     *
+     * @return Maximum number of keys to batch together
+     */
+    int getMaxBatchSize();
+
+    /**
+     * Returns the batch timeout.
+     *
+     * @return Maximum time to wait before flushing a partial batch
+     */
+    Duration getBatchTimeout();
+
+    /**
+     * Default implementation of {@link AsyncBatchLookupFunctionProvider}.
+     *
+     * <p>This is an internal implementation class.
+     */
+    class DefaultAsyncBatchLookupFunctionProvider implements AsyncBatchLookupFunctionProvider {
+
+        private final AsyncBatchLookupFunction asyncBatchLookupFunction;
+        private final int maxBatchSize;
+        private final Duration batchTimeout;
+
+        DefaultAsyncBatchLookupFunctionProvider(
+                AsyncBatchLookupFunction asyncBatchLookupFunction,
+                int maxBatchSize,
+                Duration batchTimeout) {
+            if (maxBatchSize <= 0) {
+                throw new IllegalArgumentException(
+                        "maxBatchSize must be positive: " + maxBatchSize);
+            }
+            if (batchTimeout == null || batchTimeout.isNegative()) {
+                throw new IllegalArgumentException(
+                        "batchTimeout must be non-negative: " + batchTimeout);
+            }
+            this.asyncBatchLookupFunction = asyncBatchLookupFunction;
+            this.maxBatchSize = maxBatchSize;
+            this.batchTimeout = batchTimeout;
+        }
+
+        @Override
+        public AsyncBatchLookupFunction createAsyncBatchLookupFunction() {
+            return asyncBatchLookupFunction;
+        }
+
+        @Override
+        public int getMaxBatchSize() {
+            return maxBatchSize;
+        }
+
+        @Override
+        public Duration getBatchTimeout() {
+            return batchTimeout;
+        }
+    }
+}
diff --git a/flink-table/flink-table-common/src/main/java/org/apache/flink/table/functions/AsyncBatchLookupFunction.java b/flink-table/flink-table-common/src/main/java/org/apache/flink/table/functions/AsyncBatchLookupFunction.java
new file mode 100644
index 0000000000000..9d2327620371d
--- /dev/null
+++ b/flink-table/flink-table-common/src/main/java/org/apache/flink/table/functions/AsyncBatchLookupFunction.java
@@ -0,0 +1,155 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.table.functions;
+
+import org.apache.flink.annotation.PublicEvolving;
+import org.apache.flink.table.api.TableException;
+import org.apache.flink.table.connector.source.LookupTableSource;
+import org.apache.flink.table.data.RowData;
+
+import java.util.Collection;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+
+/**
+ * A wrapper class of {@link AsyncTableFunction} for asynchronously looking up rows matching the
+ * lookup keys from external systems in batches.
+ *
+ * <p>This function is designed for AI/ML inference scenarios and other high-latency lookup
+ * workloads where batching can significantly improve throughput. Unlike {@link AsyncLookupFunction}
+ * which processes one key at a time, this interface allows processing multiple keys together.
+ *
+ * <p>The output type of this table function is fixed as {@link RowData}.
+ *
+ * <p>Compared to {@link AsyncLookupFunction}, this interface is particularly beneficial for:
+ *
+ * <ul>
+ *   <li>Machine learning model inference where batching improves GPU utilization
+ *   <li>External service calls that support batch APIs
+ *   <li>Database queries that can be batched for efficiency
+ * </ul>
+ *
+ * <p>Note: This function is used as the runtime implementation of {@link LookupTableSource}s for
+ * performing temporal joins with batch async semantics.
+ *
+ * <p>Example usage:
+ *
+ * <pre>{@code
+ * public class BatchModelInferenceFunction extends AsyncBatchLookupFunction {
+ *
+ *     @Override
+ *     public CompletableFuture<Collection<RowData>> asyncLookupBatch(List<RowData> keyRows) {
+ *         return CompletableFuture.supplyAsync(() -> {
+ *             // Convert keys to model input format
+ *             List<float[]> features = keyRows.stream()
+ *                 .map(this::extractFeatures)
+ *                 .collect(Collectors.toList());
+ *
+ *             // Batch inference call
+ *             List<float[]> predictions = modelService.batchPredict(features);
+ *
+ *             // Convert predictions to RowData
+ *             return IntStream.range(0, keyRows.size())
+ *                 .mapToObj(i -> createResultRow(keyRows.get(i), predictions.get(i)))
+ *                 .collect(Collectors.toList());
+ *         });
+ *     }
+ * }
+ * }</pre>
+ *
+ * @see AsyncLookupFunction
+ * @see LookupTableSource
+ */
+@PublicEvolving
+public abstract class AsyncBatchLookupFunction extends AsyncTableFunction<RowData> {
+
+    /**
+     * Asynchronously lookup rows matching a batch of lookup keys.
+     *
+     * <p>The implementation should process all keys in the batch and return results for each key.
+     * The returned collection contains all matching rows for all keys. The order of results does
+     * not need to match the order of input keys.
+     *
+     * <p>Please note that the returning collection of RowData shouldn't be reused across
+     * invocations.
+     *
+     * @param keyRows A list of {@link RowData} that wraps lookup keys, one per lookup request
+     * @return A CompletableFuture containing a collection of all matching rows for all keys
+     */
+    public abstract CompletableFuture<Collection<RowData>> asyncLookupBatch(List<RowData> keyRows);
+
+    /**
+     * Invokes single key lookup by delegating to {@link #asyncLookupBatch} with a single-element
+     * list.
+     *
+     * <p>This provides backward compatibility with the single-key async lookup interface. However,
+     * for optimal performance, callers should use {@link #asyncLookupBatch} directly with batched
+     * keys.
+     *
+     * @param keyRow A {@link RowData} that wraps lookup keys
+     * @return A CompletableFuture containing all matching rows for the key
+     */
+    public CompletableFuture<Collection<RowData>> asyncLookup(RowData keyRow) {
+        return asyncLookupBatch(List.of(keyRow));
+    }
+
+    /**
+     * The eval method bridges the AsyncTableFunction interface to the batch lookup interface.
+     *
+     * <p>This method is called by the Flink runtime for each lookup request. For batch processing,
+     * the runtime should use the batch-aware operator which accumulates keys and calls {@link
+     * #asyncLookupBatch} directly.
+     */
+    public final void eval(CompletableFuture<Collection<RowData>> future, Object... keys) {
+        RowData keyRow = createKeyRow(keys);
+        asyncLookup(keyRow)
+                .whenComplete(
+                        (result, exception) -> {
+                            if (exception != null) {
+                                future.completeExceptionally(
+                                        new TableException(
+                                                String.format(
+                                                        "Failed to asynchronously lookup entries with key '%s'",
+                                                        keyRow),
+                                                exception));
+                                return;
+                            }
+                            future.complete(result);
+                        });
+    }
+
+    /**
+     * Creates a RowData from the given key values.
+     *
+     * <p>Subclasses can override this method to provide custom key row creation logic.
+     *
+     * @param keys The key values
+     * @return A RowData containing the key values
+     */
+    protected RowData createKeyRow(Object[] keys) {
+        return org.apache.flink.table.data.GenericRowData.of(keys);
+    }
+
+    // ==================================================================================
+    //  Configuration methods - to be used by the runtime for batching parameters
+    // ==================================================================================
+
+    // TODO: Add configuration methods for batch size, timeout, retry in follow-up PRs
+    // These will be used by the runtime to configure the AsyncBatchWaitOperator
+}
diff --git a/flink-table/flink-table-common/src/main/java/org/apache/flink/table/functions/FunctionKind.java b/flink-table/flink-table-common/src/main/java/org/apache/flink/table/functions/FunctionKind.java
index 1ba64b2ca5c97..53be50e9ae8a4 100644
--- a/flink-table/flink-table-common/src/main/java/org/apache/flink/table/functions/FunctionKind.java
+++ b/flink-table/flink-table-common/src/main/java/org/apache/flink/table/functions/FunctionKind.java
@@ -31,6 +31,14 @@ public enum FunctionKind {
 
     ASYNC_TABLE,
 
+    /**
+     * A batch-oriented async table function that processes multiple inputs together. Primarily used
+     * for AI/ML inference scenarios where batching improves throughput.
+     *
+     * @see org.apache.flink.table.functions.AsyncBatchLookupFunction
+     */
+    ASYNC_BATCH_TABLE,
+
     AGGREGATE,
 
     TABLE_AGGREGATE,
diff --git a/flink-table/flink-table-common/src/test/java/org/apache/flink/table/connector/source/lookup/AsyncBatchLookupFunctionProviderTest.java b/flink-table/flink-table-common/src/test/java/org/apache/flink/table/connector/source/lookup/AsyncBatchLookupFunctionProviderTest.java
new file mode 100644
index 0000000000000..f2dd9dcebb95c
--- /dev/null
+++ b/flink-table/flink-table-common/src/test/java/org/apache/flink/table/connector/source/lookup/AsyncBatchLookupFunctionProviderTest.java
@@ -0,0 +1,114 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.table.connector.source.lookup;
+
+import org.apache.flink.table.data.RowData;
+import org.apache.flink.table.functions.AsyncBatchLookupFunction;
+
+import org.junit.jupiter.api.Test;
+
+import java.time.Duration;
+import java.util.Collection;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.assertThatThrownBy;
+
+/** Tests for {@link AsyncBatchLookupFunctionProvider}. */
+class AsyncBatchLookupFunctionProviderTest {
+
+    @Test
+    void testCreateWithDefaults() {
+        TestAsyncBatchLookupFunction function = new TestAsyncBatchLookupFunction();
+        AsyncBatchLookupFunctionProvider provider = AsyncBatchLookupFunctionProvider.of(function);
+
+        assertThat(provider.createAsyncBatchLookupFunction()).isSameAs(function);
+        assertThat(provider.getMaxBatchSize())
+                .isEqualTo(AsyncBatchLookupFunctionProvider.DEFAULT_BATCH_SIZE);
+        assertThat(provider.getBatchTimeout())
+                .isEqualTo(AsyncBatchLookupFunctionProvider.DEFAULT_BATCH_TIMEOUT);
+    }
+
+    @Test
+    void testCreateWithCustomBatchSize() {
+        TestAsyncBatchLookupFunction function = new TestAsyncBatchLookupFunction();
+        AsyncBatchLookupFunctionProvider provider =
+                AsyncBatchLookupFunctionProvider.of(function, 64);
+
+        assertThat(provider.createAsyncBatchLookupFunction()).isSameAs(function);
+        assertThat(provider.getMaxBatchSize()).isEqualTo(64);
+        assertThat(provider.getBatchTimeout())
+                .isEqualTo(AsyncBatchLookupFunctionProvider.DEFAULT_BATCH_TIMEOUT);
+    }
+
+    @Test
+    void testCreateWithFullConfiguration() {
+        TestAsyncBatchLookupFunction function = new TestAsyncBatchLookupFunction();
+        Duration timeout = Duration.ofMillis(200);
+        AsyncBatchLookupFunctionProvider provider =
+                AsyncBatchLookupFunctionProvider.of(function, 128, timeout);
+
+        assertThat(provider.createAsyncBatchLookupFunction()).isSameAs(function);
+        assertThat(provider.getMaxBatchSize()).isEqualTo(128);
+        assertThat(provider.getBatchTimeout()).isEqualTo(timeout);
+    }
+
+    @Test
+    void testInvalidBatchSizeThrowsException() {
+        TestAsyncBatchLookupFunction function = new TestAsyncBatchLookupFunction();
+
+        assertThatThrownBy(() -> AsyncBatchLookupFunctionProvider.of(function, 0))
+                .isInstanceOf(IllegalArgumentException.class)
+                .hasMessageContaining("maxBatchSize must be positive");
+
+        assertThatThrownBy(() -> AsyncBatchLookupFunctionProvider.of(function, -1))
+                .isInstanceOf(IllegalArgumentException.class)
+                .hasMessageContaining("maxBatchSize must be positive");
+    }
+
+    @Test
+    void testNegativeTimeoutThrowsException() {
+        TestAsyncBatchLookupFunction function = new TestAsyncBatchLookupFunction();
+
+        assertThatThrownBy(
+                        () ->
+                                AsyncBatchLookupFunctionProvider.of(
+                                        function, 32, Duration.ofMillis(-100)))
+                .isInstanceOf(IllegalArgumentException.class)
+                .hasMessageContaining("batchTimeout must be non-negative");
+    }
+
+    @Test
+    void testZeroTimeoutIsValid() {
+        TestAsyncBatchLookupFunction function = new TestAsyncBatchLookupFunction();
+        AsyncBatchLookupFunctionProvider provider =
+                AsyncBatchLookupFunctionProvider.of(function, 32, Duration.ZERO);
+
+        assertThat(provider.getBatchTimeout()).isEqualTo(Duration.ZERO);
+    }
+
+    /** Test implementation of AsyncBatchLookupFunction. */
+    private static class TestAsyncBatchLookupFunction extends AsyncBatchLookupFunction {
+        @Override
+        public CompletableFuture<Collection<RowData>> asyncLookupBatch(List<RowData> keyRows) {
+            return CompletableFuture.completedFuture(List.of());
+        }
+    }
+}
diff --git a/flink-table/flink-table-common/src/test/java/org/apache/flink/table/functions/AsyncBatchLookupFunctionTest.java b/flink-table/flink-table-common/src/test/java/org/apache/flink/table/functions/AsyncBatchLookupFunctionTest.java
new file mode 100644
index 0000000000000..87438bfab6222
--- /dev/null
+++ b/flink-table/flink-table-common/src/test/java/org/apache/flink/table/functions/AsyncBatchLookupFunctionTest.java
@@ -0,0 +1,142 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.table.functions;
+
+import org.apache.flink.table.data.GenericRowData;
+import org.apache.flink.table.data.RowData;
+
+import org.junit.jupiter.api.Test;
+
+import java.util.ArrayList;
+import java.util.Collection;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+
+import static org.assertj.core.api.Assertions.assertThat;
+
+/** Tests for {@link AsyncBatchLookupFunction}. */
+class AsyncBatchLookupFunctionTest {
+
+    @Test
+    void testAsyncLookupBatch() throws Exception {
+        // Create a test implementation
+        TestAsyncBatchLookupFunction function = new TestAsyncBatchLookupFunction();
+
+        // Create test keys
+        List<RowData> keys = new ArrayList<>();
+        keys.add(GenericRowData.of(1, "a"));
+        keys.add(GenericRowData.of(2, "b"));
+        keys.add(GenericRowData.of(3, "c"));
+
+        // Call batch lookup
+        CompletableFuture<Collection<RowData>> future = function.asyncLookupBatch(keys);
+
+        // Wait for results
+        Collection<RowData> results = future.get();
+
+        // Verify results
+        assertThat(results).hasSize(3);
+        assertThat(function.getLastBatchSize()).isEqualTo(3);
+    }
+
+    @Test
+    void testSingleKeyLookupDelegatesToBatch() throws Exception {
+        TestAsyncBatchLookupFunction function = new TestAsyncBatchLookupFunction();
+
+        RowData key = GenericRowData.of(1, "test");
+        CompletableFuture<Collection<RowData>> future = function.asyncLookup(key);
+
+        Collection<RowData> results = future.get();
+
+        assertThat(results).hasSize(1);
+        // Single key should be wrapped in a list
+        assertThat(function.getLastBatchSize()).isEqualTo(1);
+    }
+
+    @Test
+    void testEvalMethodBridgesToBatchLookup() throws Exception {
+        TestAsyncBatchLookupFunction function = new TestAsyncBatchLookupFunction();
+
+        CompletableFuture<Collection<RowData>> future = new CompletableFuture<>();
+        function.eval(future, 1, "test");
+
+        Collection<RowData> results = future.get();
+
+        assertThat(results).hasSize(1);
+    }
+
+    @Test
+    void testEmptyBatch() throws Exception {
+        TestAsyncBatchLookupFunction function = new TestAsyncBatchLookupFunction();
+
+        CompletableFuture<Collection<RowData>> future = function.asyncLookupBatch(List.of());
+
+        Collection<RowData> results = future.get();
+
+        assertThat(results).isEmpty();
+    }
+
+    @Test
+    void testExceptionPropagation() {
+        FailingAsyncBatchLookupFunction function = new FailingAsyncBatchLookupFunction();
+
+        List<RowData> keys = List.of(GenericRowData.of(1, "a"));
+        CompletableFuture<Collection<RowData>> future = function.asyncLookupBatch(keys);
+
+        assertThat(future).isCompletedExceptionally();
+    }
+
+    /** Test implementation of AsyncBatchLookupFunction. */
+    private static class TestAsyncBatchLookupFunction extends AsyncBatchLookupFunction {
+
+        private int lastBatchSize = 0;
+
+        @Override
+        public CompletableFuture<Collection<RowData>> asyncLookupBatch(List<RowData> keyRows) {
+            lastBatchSize = keyRows.size();
+
+            return CompletableFuture.supplyAsync(
+                    () -> {
+                        List<RowData> results = new ArrayList<>();
+                        for (RowData key : keyRows) {
+                            // Create a result row for each key
+                            results.add(
+                                    GenericRowData.of(
+                                            key.getInt(0), key.getString(1).toString(), "result"));
+                        }
+                        return results;
+                    });
+        }
+
+        public int getLastBatchSize() {
+            return lastBatchSize;
+        }
+    }
+
+    /** Test implementation that always fails. */
+    private static class FailingAsyncBatchLookupFunction extends AsyncBatchLookupFunction {
+
+        @Override
+        public CompletableFuture<Collection<RowData>> asyncLookupBatch(List<RowData> keyRows) {
+            CompletableFuture<Collection<RowData>> future = new CompletableFuture<>();
+            future.completeExceptionally(new RuntimeException("Test failure"));
+            return future;
+        }
+    }
+}
diff --git a/flink-table/flink-table-planner/src/main/java/org/apache/flink/table/planner/plan/utils/LookupJoinUtil.java b/flink-table/flink-table-planner/src/main/java/org/apache/flink/table/planner/plan/utils/LookupJoinUtil.java
index 0cc5658332791..bb9ba380657d8 100644
--- a/flink-table/flink-table-planner/src/main/java/org/apache/flink/table/planner/plan/utils/LookupJoinUtil.java
+++ b/flink-table/flink-table-planner/src/main/java/org/apache/flink/table/planner/plan/utils/LookupJoinUtil.java
@@ -34,6 +34,7 @@
 import org.apache.flink.table.connector.source.LookupTableSource;
 import org.apache.flink.table.connector.source.ScanTableSource;
 import org.apache.flink.table.connector.source.abilities.SupportsLookupCustomShuffle;
+import org.apache.flink.table.connector.source.lookup.AsyncBatchLookupFunctionProvider;
 import org.apache.flink.table.connector.source.lookup.AsyncLookupFunctionProvider;
 import org.apache.flink.table.connector.source.lookup.FullCachingLookupProvider;
 import org.apache.flink.table.connector.source.lookup.LookupFunctionProvider;
@@ -41,6 +42,7 @@
 import org.apache.flink.table.connector.source.lookup.PartialCachingLookupProvider;
 import org.apache.flink.table.data.GenericRowData;
 import org.apache.flink.table.data.RowData;
+import org.apache.flink.table.functions.AsyncBatchLookupFunction;
 import org.apache.flink.table.functions.AsyncLookupFunction;
 import org.apache.flink.table.functions.LookupFunction;
 import org.apache.flink.table.functions.UserDefinedFunction;
@@ -300,7 +302,8 @@ public static boolean isAsyncLookup(
                 syncFound = true;
             }
             if (provider instanceof AsyncLookupFunctionProvider
-                    || provider instanceof AsyncTableFunctionProvider) {
+                    || provider instanceof AsyncTableFunctionProvider
+                    || provider instanceof AsyncBatchLookupFunctionProvider) {
                 asyncFound = true;
             }
         } else if (temporalTable instanceof LegacyTableSourceTable) {
@@ -323,6 +326,96 @@ public static boolean isAsyncLookup(
         return preferAsync ? asyncFound : !syncFound;
     }
 
+    /**
+     * Determines whether the lookup should use batch async mode based on the provider type.
+     *
+     * <p>Batch async lookup is enabled when the temporal table provides an {@link
+     * AsyncBatchLookupFunctionProvider}, which is suitable for AI/ML inference scenarios where
+     * batching lookups can significantly improve throughput.
+     *
+     * @param temporalTable The temporal table to check
+     * @param lookupKeys The lookup key columns
+     * @param preferCustomShuffle Whether to prefer custom shuffle
+     * @return true if batch async lookup should be used
+     */
+    public static boolean isBatchAsyncLookup(
+            RelOptTable temporalTable,
+            Collection<Integer> lookupKeys,
+            boolean preferCustomShuffle) {
+        if (temporalTable instanceof TableSourceTable) {
+            int[] lookupKeyIndicesInOrder = getOrderedLookupKeys(lookupKeys);
+            LookupTableSource.LookupRuntimeProvider provider =
+                    createLookupRuntimeProvider(
+                            temporalTable, lookupKeyIndicesInOrder, preferCustomShuffle);
+            return provider instanceof AsyncBatchLookupFunctionProvider;
+        }
+        return false;
+    }
+
+    /**
+     * Gets batch async lookup options from the provider.
+     *
+     * @param temporalTable The temporal table
+     * @param lookupKeys The lookup key columns
+     * @param preferCustomShuffle Whether to prefer custom shuffle
+     * @return BatchAsyncLookupOptions if batch async lookup is supported, null otherwise
+     */
+    @Nullable
+    public static BatchAsyncLookupOptions getBatchAsyncLookupOptions(
+            RelOptTable temporalTable,
+            Collection<Integer> lookupKeys,
+            boolean preferCustomShuffle) {
+        if (temporalTable instanceof TableSourceTable) {
+            int[] lookupKeyIndicesInOrder = getOrderedLookupKeys(lookupKeys);
+            LookupTableSource.LookupRuntimeProvider provider =
+                    createLookupRuntimeProvider(
+                            temporalTable, lookupKeyIndicesInOrder, preferCustomShuffle);
+            if (provider instanceof AsyncBatchLookupFunctionProvider) {
+                AsyncBatchLookupFunctionProvider batchProvider =
+                        (AsyncBatchLookupFunctionProvider) provider;
+                return new BatchAsyncLookupOptions(
+                        batchProvider.getMaxBatchSize(),
+                        batchProvider.getBatchTimeout().toMillis());
+            }
+        }
+        return null;
+    }
+
+    /**
+     * Options for batch async lookup operations.
+     *
+     * <p>These options are extracted from {@link AsyncBatchLookupFunctionProvider} and used to
+     * configure the {@link
+     * org.apache.flink.streaming.api.operators.async.AsyncBatchWaitOperator}.
+     */
+    public static class BatchAsyncLookupOptions {
+        private final int maxBatchSize;
+        private final long batchTimeoutMs;
+
+        public BatchAsyncLookupOptions(int maxBatchSize, long batchTimeoutMs) {
+            this.maxBatchSize = maxBatchSize;
+            this.batchTimeoutMs = batchTimeoutMs;
+        }
+
+        public int getMaxBatchSize() {
+            return maxBatchSize;
+        }
+
+        public long getBatchTimeoutMs() {
+            return batchTimeoutMs;
+        }
+
+        @Override
+        public String toString() {
+            return "BatchAsyncLookupOptions{"
+                    + "maxBatchSize="
+                    + maxBatchSize
+                    + ", batchTimeoutMs="
+                    + batchTimeoutMs
+                    + '}';
+        }
+    }
+
     /**
      * Gets required lookup function (async or sync) from temporal table , will raise an error if
      * specified lookup function instance not found.
@@ -429,6 +522,14 @@ private static UserDefinedFunction findLookupFunctionFromNewSource(
                             (AsyncLookupFunctionProvider) provider, retryStrategy);
                 }
             }
+            // Support for batch async lookup function provider (AI/ML inference scenarios)
+            if (provider instanceof AsyncBatchLookupFunctionProvider) {
+                AsyncBatchLookupFunctionProvider batchProvider =
+                        (AsyncBatchLookupFunctionProvider) provider;
+                // Return the batch lookup function directly
+                // The planner will wire it to AsyncBatchWaitOperator
+                return batchProvider.createAsyncBatchLookupFunction();
+            }
             if (provider instanceof AsyncTableFunctionProvider) {
                 return ((AsyncTableFunctionProvider<?>) provider).createAsyncTableFunction();
             }
diff --git a/flink-table/flink-table-runtime/src/main/java/org/apache/flink/table/runtime/operators/join/lookup/AsyncBatchLookupJoinFunctionAdapter.java b/flink-table/flink-table-runtime/src/main/java/org/apache/flink/table/runtime/operators/join/lookup/AsyncBatchLookupJoinFunctionAdapter.java
new file mode 100644
index 0000000000000..4a73a67f08f76
--- /dev/null
+++ b/flink-table/flink-table-runtime/src/main/java/org/apache/flink/table/runtime/operators/join/lookup/AsyncBatchLookupJoinFunctionAdapter.java
@@ -0,0 +1,135 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.table.runtime.operators.join.lookup;
+
+import org.apache.flink.annotation.Internal;
+import org.apache.flink.api.common.functions.DefaultOpenContext;
+import org.apache.flink.api.common.functions.RichFunction;
+import org.apache.flink.api.common.functions.RuntimeContext;
+import org.apache.flink.configuration.Configuration;
+import org.apache.flink.streaming.api.functions.async.AsyncBatchFunction;
+import org.apache.flink.streaming.api.functions.async.ResultFuture;
+import org.apache.flink.table.data.RowData;
+import org.apache.flink.table.data.conversion.DataStructureConverter;
+import org.apache.flink.table.runtime.collector.TableFunctionResultFuture;
+import org.apache.flink.table.runtime.generated.FilterCondition;
+import org.apache.flink.table.runtime.generated.GeneratedFunction;
+import org.apache.flink.table.runtime.generated.GeneratedResultFuture;
+import org.apache.flink.table.runtime.typeutils.RowDataSerializer;
+
+import java.util.List;
+
+/**
+ * An adapter that wraps {@link AsyncBatchLookupJoinRunner} as an {@link AsyncBatchFunction}.
+ *
+ * <p>This adapter enables the Table API's batch async lookup join to use the streaming
+ * {@link org.apache.flink.streaming.api.operators.async.AsyncBatchWaitOperator} for execution.
+ *
+ * <p>The adapter translates between:
+ * <ul>
+ *   <li>{@code AsyncBatchFunction<RowData, RowData>} - the streaming interface
+ *   <li>{@code AsyncBatchLookupJoinRunner} - the Table API lookup join implementation
+ * </ul>
+ *
+ * @see AsyncBatchLookupJoinRunner
+ * @see AsyncBatchFunction
+ */
+@Internal
+public class AsyncBatchLookupJoinFunctionAdapter
+        implements AsyncBatchFunction<RowData, RowData>, RichFunction {
+
+    private static final long serialVersionUID = 1L;
+
+    private final AsyncBatchLookupJoinRunner runner;
+
+    private transient RuntimeContext runtimeContext;
+
+    /**
+     * Creates an adapter with the given runner.
+     *
+     * @param runner The batch lookup join runner
+     */
+    public AsyncBatchLookupJoinFunctionAdapter(AsyncBatchLookupJoinRunner runner) {
+        this.runner = runner;
+    }
+
+    /**
+     * Creates an adapter with generated functions.
+     *
+     * @param generatedFetcher The generated batch lookup function
+     * @param fetcherConverter The data structure converter
+     * @param generatedResultFuture The generated result future
+     * @param generatedPreFilterCondition The generated pre-filter condition
+     * @param rightRowSerializer The right row serializer
+     * @param isLeftOuterJoin Whether this is a left outer join
+     */
+    @SuppressWarnings("unchecked")
+    public AsyncBatchLookupJoinFunctionAdapter(
+            GeneratedFunction<?> generatedFetcher,
+            DataStructureConverter<RowData, Object> fetcherConverter,
+            GeneratedResultFuture<TableFunctionResultFuture<RowData>> generatedResultFuture,
+            GeneratedFunction<FilterCondition> generatedPreFilterCondition,
+            RowDataSerializer rightRowSerializer,
+            boolean isLeftOuterJoin) {
+        this.runner =
+                new AsyncBatchLookupJoinRunner(
+                        (GeneratedFunction<
+                                        org.apache.flink.table.functions.AsyncBatchLookupFunction>)
+                                generatedFetcher,
+                        fetcherConverter,
+                        generatedResultFuture,
+                        generatedPreFilterCondition,
+                        rightRowSerializer,
+                        isLeftOuterJoin);
+    }
+
+    @Override
+    public void asyncInvokeBatch(List<RowData> inputs, ResultFuture<RowData> resultFuture)
+            throws Exception {
+        runner.asyncInvokeBatch(inputs, resultFuture);
+    }
+
+    @Override
+    public void open(Configuration parameters) throws Exception {
+        ClassLoader userCodeClassLoader = runtimeContext.getUserCodeClassLoader();
+        runner.open(DefaultOpenContext.INSTANCE, userCodeClassLoader);
+    }
+
+    @Override
+    public void close() throws Exception {
+        runner.close();
+    }
+
+    @Override
+    public void setRuntimeContext(RuntimeContext runtimeContext) {
+        this.runtimeContext = runtimeContext;
+    }
+
+    @Override
+    public RuntimeContext getRuntimeContext() {
+        return runtimeContext;
+    }
+
+    /**
+     * Returns the underlying runner for testing.
+     */
+    public AsyncBatchLookupJoinRunner getRunner() {
+        return runner;
+    }
+}
diff --git a/flink-table/flink-table-runtime/src/main/java/org/apache/flink/table/runtime/operators/join/lookup/AsyncBatchLookupJoinRunner.java b/flink-table/flink-table-runtime/src/main/java/org/apache/flink/table/runtime/operators/join/lookup/AsyncBatchLookupJoinRunner.java
new file mode 100644
index 0000000000000..3a523399d0fb0
--- /dev/null
+++ b/flink-table/flink-table-runtime/src/main/java/org/apache/flink/table/runtime/operators/join/lookup/AsyncBatchLookupJoinRunner.java
@@ -0,0 +1,319 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.flink.table.runtime.operators.join.lookup;
+
+import org.apache.flink.annotation.Internal;
+import org.apache.flink.annotation.VisibleForTesting;
+import org.apache.flink.api.common.functions.DefaultOpenContext;
+import org.apache.flink.api.common.functions.OpenContext;
+import org.apache.flink.api.common.functions.util.FunctionUtils;
+import org.apache.flink.streaming.api.functions.async.ResultFuture;
+import org.apache.flink.table.data.GenericRowData;
+import org.apache.flink.table.data.RowData;
+import org.apache.flink.table.data.conversion.DataStructureConverter;
+import org.apache.flink.table.data.utils.JoinedRowData;
+import org.apache.flink.table.functions.AsyncBatchLookupFunction;
+import org.apache.flink.table.runtime.collector.TableFunctionResultFuture;
+import org.apache.flink.table.runtime.generated.FilterCondition;
+import org.apache.flink.table.runtime.generated.GeneratedFunction;
+import org.apache.flink.table.runtime.generated.GeneratedResultFuture;
+import org.apache.flink.table.runtime.typeutils.RowDataSerializer;
+
+import java.io.Serializable;
+import java.util.ArrayList;
+import java.util.Collection;
+import java.util.Collections;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
+/**
+ * A batch-oriented async lookup join runner that processes multiple lookup keys together.
+ *
+ * <p>This runner is designed for AI/ML inference scenarios where batching lookups can significantly
+ * improve throughput. It wraps an {@link AsyncBatchLookupFunction} and integrates with the SQL/Table
+ * API temporal join semantics.
+ *
+ * <p>The runner buffers incoming lookup requests and invokes the batch lookup function when:
+ * <ul>
+ *   <li>The buffer reaches the configured maximum batch size
+ *   <li>A timeout is reached (handled by the upstream operator)
+ *   <li>End of input is signaled
+ * </ul>
+ *
+ * <p>This class bridges the gap between the Table API lookup join semantics and the streaming
+ * {@link org.apache.flink.streaming.api.operators.async.AsyncBatchWaitOperator}.
+ *
+ * @see AsyncBatchLookupFunction
+ */
+@Internal
+public class AsyncBatchLookupJoinRunner implements Serializable {
+
+    private static final long serialVersionUID = 1L;
+
+    private final GeneratedFunction<AsyncBatchLookupFunction> generatedFetcher;
+    private final DataStructureConverter<RowData, Object> fetcherConverter;
+    private final GeneratedResultFuture<TableFunctionResultFuture<RowData>> generatedResultFuture;
+    private final GeneratedFunction<FilterCondition> generatedPreFilterCondition;
+    private final RowDataSerializer rightRowSerializer;
+    private final boolean isLeftOuterJoin;
+
+    private transient AsyncBatchLookupFunction fetcher;
+    private transient FilterCondition preFilterCondition;
+    private transient TableFunctionResultFuture<RowData> joinConditionResultFuture;
+    private transient GenericRowData nullRow;
+
+    public AsyncBatchLookupJoinRunner(
+            GeneratedFunction<AsyncBatchLookupFunction> generatedFetcher,
+            DataStructureConverter<RowData, Object> fetcherConverter,
+            GeneratedResultFuture<TableFunctionResultFuture<RowData>> generatedResultFuture,
+            GeneratedFunction<FilterCondition> generatedPreFilterCondition,
+            RowDataSerializer rightRowSerializer,
+            boolean isLeftOuterJoin) {
+        this.generatedFetcher = generatedFetcher;
+        this.fetcherConverter = fetcherConverter;
+        this.generatedResultFuture = generatedResultFuture;
+        this.generatedPreFilterCondition = generatedPreFilterCondition;
+        this.rightRowSerializer = rightRowSerializer;
+        this.isLeftOuterJoin = isLeftOuterJoin;
+    }
+
+    /**
+     * Opens the runner with the given runtime context.
+     *
+     * @param openContext The context for function initialization
+     * @param userCodeClassLoader The class loader for loading generated code
+     * @throws Exception if initialization fails
+     */
+    public void open(OpenContext openContext, ClassLoader userCodeClassLoader) throws Exception {
+        this.fetcher = generatedFetcher.newInstance(userCodeClassLoader);
+        FunctionUtils.openFunction(fetcher, openContext);
+
+        this.preFilterCondition = generatedPreFilterCondition.newInstance(userCodeClassLoader);
+        FunctionUtils.openFunction(preFilterCondition, openContext);
+
+        this.joinConditionResultFuture = generatedResultFuture.newInstance(userCodeClassLoader);
+        FunctionUtils.openFunction(joinConditionResultFuture, DefaultOpenContext.INSTANCE);
+
+        fetcherConverter.open(userCodeClassLoader);
+
+        this.nullRow = new GenericRowData(rightRowSerializer.getArity());
+    }
+
+    /**
+     * Processes a batch of input rows asynchronously.
+     *
+     * <p>This method:
+     * <ol>
+     *   <li>Filters inputs using the pre-filter condition
+     *   <li>Groups lookup keys
+     *   <li>Invokes the batch lookup function
+     *   <li>Joins results with input rows
+     *   <li>Completes the result future
+     * </ol>
+     *
+     * @param inputs The batch of input rows
+     * @param resultFuture The future to complete with joined results
+     * @throws Exception if processing fails
+     */
+    public void asyncInvokeBatch(List<RowData> inputs, ResultFuture<RowData> resultFuture)
+            throws Exception {
+        if (inputs.isEmpty()) {
+            resultFuture.complete(Collections.emptyList());
+            return;
+        }
+
+        // Separate inputs into those that pass the pre-filter and those that don't
+        List<RowData> filteredInputs = new ArrayList<>();
+        List<Integer> filteredIndices = new ArrayList<>();
+        Map<Integer, RowData> bypassedInputs = new HashMap<>();
+
+        for (int i = 0; i < inputs.size(); i++) {
+            RowData input = inputs.get(i);
+            if (preFilterCondition.apply(FilterCondition.Context.INVALID_CONTEXT, input)) {
+                filteredInputs.add(input);
+                filteredIndices.add(i);
+            } else {
+                bypassedInputs.put(i, input);
+            }
+        }
+
+        // If all inputs are filtered out, emit null joins for left outer join
+        if (filteredInputs.isEmpty()) {
+            List<RowData> results = new ArrayList<>();
+            for (RowData input : inputs) {
+                if (isLeftOuterJoin) {
+                    results.add(new JoinedRowData(input.getRowKind(), input, nullRow));
+                }
+            }
+            resultFuture.complete(results);
+            return;
+        }
+
+        // Invoke batch lookup
+        fetcher.asyncLookupBatch(filteredInputs)
+                .whenComplete(
+                        (lookupResults, error) -> {
+                            if (error != null) {
+                                resultFuture.completeExceptionally(error);
+                                return;
+                            }
+
+                            try {
+                                List<RowData> joinedResults =
+                                        processLookupResults(
+                                                inputs,
+                                                filteredInputs,
+                                                filteredIndices,
+                                                bypassedInputs,
+                                                lookupResults);
+                                resultFuture.complete(joinedResults);
+                            } catch (Exception e) {
+                                resultFuture.completeExceptionally(e);
+                            }
+                        });
+    }
+
+    /**
+     * Processes lookup results and joins them with input rows.
+     *
+     * @param allInputs All original input rows
+     * @param filteredInputs Inputs that passed the pre-filter
+     * @param filteredIndices Indices of filtered inputs in the original list
+     * @param bypassedInputs Inputs that didn't pass the pre-filter
+     * @param lookupResults Results from the batch lookup
+     * @return Joined results
+     */
+    @SuppressWarnings({"unchecked", "rawtypes"})
+    private List<RowData> processLookupResults(
+            List<RowData> allInputs,
+            List<RowData> filteredInputs,
+            List<Integer> filteredIndices,
+            Map<Integer, RowData> bypassedInputs,
+            Collection<RowData> lookupResults)
+            throws Exception {
+
+        List<RowData> results = new ArrayList<>();
+
+        // Convert lookup results
+        Collection<RowData> convertedResults;
+        if (fetcherConverter.isIdentityConversion()) {
+            convertedResults = lookupResults;
+        } else {
+            convertedResults = new ArrayList<>(lookupResults.size());
+            for (RowData result : lookupResults) {
+                convertedResults.add(fetcherConverter.toInternal(result));
+            }
+        }
+
+        // Build a map from input index to lookup results
+        // Note: In the current simple implementation, we assume each lookup result
+        // can be matched back to its input. For more complex scenarios,
+        // the AsyncBatchLookupFunction should return results in a structured way.
+        
+        // For now, we use a simple approach: distribute results to inputs
+        // This is a simplified implementation - real implementations should
+        // track which results belong to which inputs
+        
+        // Process each original input
+        for (int i = 0; i < allInputs.size(); i++) {
+            RowData input = allInputs.get(i);
+            
+            if (bypassedInputs.containsKey(i)) {
+                // Input didn't pass pre-filter
+                if (isLeftOuterJoin) {
+                    results.add(new JoinedRowData(input.getRowKind(), input, nullRow));
+                }
+            } else {
+                // Input passed pre-filter - apply join condition and emit results
+                // For simplicity, we apply the join condition result future
+                List<RowData> matchedResults = new ArrayList<>();
+                
+                for (RowData rightRow : convertedResults) {
+                    // Apply join condition
+                    joinConditionResultFuture.setInput(input);
+                    DelegatingResultCollector collector = new DelegatingResultCollector();
+                    joinConditionResultFuture.setResultFuture(collector);
+                    joinConditionResultFuture.complete(Collections.singletonList(rightRow));
+                    
+                    if (collector.getResults() != null && !collector.getResults().isEmpty()) {
+                        for (RowData matched : collector.getResults()) {
+                            matchedResults.add(
+                                    new JoinedRowData(input.getRowKind(), input, matched));
+                        }
+                    }
+                }
+                
+                if (matchedResults.isEmpty() && isLeftOuterJoin) {
+                    results.add(new JoinedRowData(input.getRowKind(), input, nullRow));
+                } else {
+                    results.addAll(matchedResults);
+                }
+            }
+        }
+
+        return results;
+    }
+
+    /**
+     * Closes the runner and releases resources.
+     *
+     * @throws Exception if closing fails
+     */
+    public void close() throws Exception {
+        if (fetcher != null) {
+            FunctionUtils.closeFunction(fetcher);
+        }
+        if (preFilterCondition != null) {
+            FunctionUtils.closeFunction(preFilterCondition);
+        }
+        if (joinConditionResultFuture != null) {
+            joinConditionResultFuture.close();
+        }
+    }
+
+    /**
+     * Returns the underlying batch lookup function for testing.
+     */
+    @VisibleForTesting
+    public AsyncBatchLookupFunction getFetcher() {
+        return fetcher;
+    }
+
+    /**
+     * A simple result collector for capturing join condition results.
+     */
+    private static class DelegatingResultCollector implements ResultFuture<RowData> {
+        private Collection<RowData> results;
+
+        @Override
+        public void complete(Collection<RowData> result) {
+            this.results = result;
+        }
+
+        @Override
+        public void completeExceptionally(Throwable error) {
+            throw new RuntimeException("Join condition evaluation failed", error);
+        }
+
+        public Collection<RowData> getResults() {
+            return results;
+        }
+    }
+}