apoorvmittal10 commented on code in PR #21262:
URL: https://github.com/apache/kafka/pull/21262#discussion_r2672966231


##########
server/src/main/java/org/apache/kafka/server/share/fetch/acquire/AcquireStrategy.java:
##########
@@ -0,0 +1,77 @@
+/*
+ * 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.kafka.server.share.fetch.acquire;

Review Comment:
   I think the package should be fetch itself. Same for other classes in the PR.
   
   ```suggestion
   package org.apache.kafka.server.share.fetch;
   ```



##########
server/src/main/java/org/apache/kafka/server/share/fetch/acquire/BatchOptimizedStrategy.java:
##########
@@ -0,0 +1,129 @@
+/*
+ * 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.kafka.server.share.fetch.acquire;
+
+import org.apache.kafka.common.message.ShareFetchResponseData.AcquiredRecords;
+import org.apache.kafka.common.record.RecordBatch;
+import org.apache.kafka.server.share.fetch.AcquisitionLockTimerTask;
+import org.apache.kafka.server.share.fetch.InFlightBatch;
+
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * Strategy for batch-optimized acquisition mode.
+ * <p>
+ * This mode optimizes for throughput by:
+ * <ul>
+ *   <li>Splitting large fetches into multiple batches based on configured 
batch size</li>
+ *   <li>Acquiring complete batches without per-record limits</li>
+ *   <li>All records in the range are acquired and scheduled with acquisition 
locks</li>
+ * </ul>
+ */
+public class BatchOptimizedStrategy implements AcquireStrategy {
+
+    public static final BatchOptimizedStrategy INSTANCE = new 
BatchOptimizedStrategy();
+
+    private BatchOptimizedStrategy() {
+        // Singleton class.
+    }
+
+    @Override
+    public boolean requiresSubsetMatch(InFlightBatch inFlightBatch, int 
maxRecordsToAcquire, int acquiredCount) {
+        // batch_optimized mode doesn't force subset matching based on record 
count alone.
+        // Subset matching is determined by other factors (fullMatch, 
offsetState, throttling).
+        return false;
+    }

Review Comment:
   If this is not needed in BatchOptimized mode then this API is not needed in 
interface. Remove the method from interface.



##########
server/src/main/java/org/apache/kafka/server/share/fetch/acquire/AcquireStrategy.java:
##########
@@ -0,0 +1,77 @@
+/*
+ * 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.kafka.server.share.fetch.acquire;
+
+import org.apache.kafka.common.message.ShareFetchResponseData.AcquiredRecords;
+import org.apache.kafka.server.share.fetch.InFlightBatch;
+
+import java.util.List;
+
+/**
+ * Strategy interface for acquiring records in different modes.
+ * <p>
+ * Two modes are supported:
+ * <ul>
+ *   <li>{@code BATCH_OPTIMIZED} - Acquires records in batches optimized for 
throughput,
+ *       potentially splitting large fetches into multiple batches based on 
batch size.</li>
+ *   <li>{@code RECORD_LIMIT} - Acquires up to the requested number of records,
+ *       creating a single batch only.</li>
+ * </ul>
+ */
+public interface AcquireStrategy {

Review Comment:
   Just on a high level, not totally aligned with the APIs exposed here in the 
method. I was thinking that you just need one method `acquire` which shall 
process as per the Strategy.



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