diff --git a/dora/stress/common/src/main/java/alluxio/stress/worker/WorkerBenchParameters.java b/dora/stress/common/src/main/java/alluxio/stress/worker/WorkerBenchParameters.java
index 3879eb831014..2ada4c6569d9 100644
--- a/dora/stress/common/src/main/java/alluxio/stress/worker/WorkerBenchParameters.java
+++ b/dora/stress/common/src/main/java/alluxio/stress/worker/WorkerBenchParameters.java
@@ -71,11 +71,14 @@ public final class WorkerBenchParameters extends FileSystemParameters {
   public Integer mRandomSeed = 1;
 
   @Parameter(names = {"--random-max-length"},
-      description = "The random max length upper bound")
+      description = "The random max length upper bound."
+          + "As this InputStream.read() only accept read offset and"
+          + " length as Integer, so this max length must smaller than 2.1GB.")
   public String mRandomMaxReadLength = "4m";
 
   @Parameter(names = {"--random-min-length"},
-      description = "The random max length upper bound")
+      description = "The random max length lower bound."
+         + "this random min length must not larger than random max length.")
   public String mRandomMinReadLength = "1m";
 
   @Parameter(names = {"--free"},
diff --git a/dora/stress/shell/src/main/java/alluxio/stress/cli/worker/StressWorkerBench.java b/dora/stress/shell/src/main/java/alluxio/stress/cli/worker/StressWorkerBench.java
index daeea146dfa4..24837082a2db 100644
--- a/dora/stress/shell/src/main/java/alluxio/stress/cli/worker/StressWorkerBench.java
+++ b/dora/stress/shell/src/main/java/alluxio/stress/cli/worker/StressWorkerBench.java
@@ -47,9 +47,9 @@
 import java.util.Arrays;
 import java.util.List;
 import java.util.Map;
-import java.util.Random;
 import java.util.concurrent.Callable;
 import java.util.concurrent.ExecutorService;
+import java.util.concurrent.ThreadLocalRandom;
 import java.util.concurrent.TimeUnit;
 
 /**
@@ -68,13 +68,17 @@ public class StressWorkerBench extends AbstractStressBench<WorkerBenchTaskResult
 
   private FileSystem[] mCachedFs;
   private Path[] mFilePaths;
-  private Integer[] mOffsets;
-  private Integer[] mLengths;
   private FileSystemContext mFsContext;
 
-  /** generate random number in range [min, max] (include both min and max).*/
-  private Integer randomNumInRange(Random rand, int min, int max) {
-    return rand.nextInt(max - min + 1) + min;
+  /**
+   * generate random number in range [min, max] (include both min and max).
+   */
+  private long randomNumInRange(long min, long max) {
+    return ThreadLocalRandom.current().nextLong(min, max + 1) + min;
+  }
+
+  private long minLong(long a, long b) {
+    return a > b ? a : b;
   }
 
   /**
@@ -154,8 +158,6 @@ public void prepare() throws Exception {
     // and offsets
     mFilePaths = new Path[numFiles];
     // set random offsets and lengths if enabled
-    mLengths = new Integer[numFiles];
-    mOffsets = new Integer[numFiles];
 
     generateTestFilePaths(basePath);
 
@@ -205,16 +207,10 @@ public void prepare() throws Exception {
    * @param basePath base dir where the files should be prepared
    */
   public void generateTestFilePaths(Path basePath) throws IOException {
-    int fileSize = (int) FormatUtils.parseSpaceSize(mParameters.mFileSize);
     int clusterSize = mBaseParameters.mClusterLimit;
     int threads = mParameters.mThreads;
     List<BlockWorkerInfo> workers = mFsContext.getCachedWorkers();
 
-    Random rand = new Random();
-    if (mParameters.mIsRandom) {
-      rand = new Random(mParameters.mRandomSeed);
-    }
-
     for (int i = 0; i < clusterSize; i++) {
       BlockWorkerInfo localWorker = workers.get(i);
       LOG.info("Building file paths for worker {}", localWorker);
@@ -223,19 +219,6 @@ public void generateTestFilePaths(Path basePath) throws IOException {
 
         int index = i * threads + j;
         mFilePaths[index] = filePath;
-
-        // Continue init other aspects of the file read operation
-        // TODO(jiacheng): do we want a new randomness for every read?
-        if (mParameters.mIsRandom) {
-          int randomMin = (int) FormatUtils.parseSpaceSize(mParameters.mRandomMinReadLength);
-          int randomMax = (int) FormatUtils.parseSpaceSize(mParameters.mRandomMaxReadLength);
-          mOffsets[index] = randomNumInRange(rand, 0, fileSize - 1 - randomMin);
-          mLengths[index] = randomNumInRange(rand, randomMin,
-                  Integer.min(fileSize - mOffsets[i], randomMax));
-        } else {
-          mOffsets[index] = 0;
-          mLengths[index] = fileSize;
-        }
       }
     }
     LOG.info("{} file paths generated", mFilePaths.length);
@@ -357,6 +340,16 @@ public void validateParams() throws Exception {
       throw new IllegalStateException(String.format("%s cannot be %s when %s option provided",
           FileSystemParameters.WRITE_TYPE_OPTION_NAME, WritePType.MUST_CACHE, "--free"));
     }
+
+    if (FormatUtils.parseSpaceSize(mParameters.mRandomMaxReadLength) > Integer.MAX_VALUE) {
+      throw new IllegalArgumentException("mRandomReadMaxLength cannot be larger than 2.1G");
+    }
+
+    if (FormatUtils.parseSpaceSize(mParameters.mRandomMaxReadLength)
+        < FormatUtils.parseSpaceSize(mParameters.mRandomMinReadLength)) {
+      throw new IllegalArgumentException("mRandomReadMinLength must not larger"
+          + " than mRandomReadMaxLength");
+    }
   }
 
   private static final class BenchContext {
@@ -403,6 +396,9 @@ private final class BenchThread implements Callable<Void> {
     private final byte[] mBuffer;
     private final WorkerBenchTaskResult mResult;
     private final boolean mIsRandomRead;
+    private final long mRandomMax;
+    private final long mRandomMin;
+    private final long mFileSize;
 
     private FSDataInputStream mInStream;
 
@@ -416,6 +412,9 @@ private BenchThread(BenchContext context, int targetFileIndex, FileSystem fs) {
       mResult.setParameters(mParameters);
       mResult.setBaseParameters(mBaseParameters);
       mIsRandomRead = mParameters.mIsRandom;
+      mRandomMin =  FormatUtils.parseSpaceSize(mParameters.mRandomMinReadLength);
+      mRandomMax =  FormatUtils.parseSpaceSize(mParameters.mRandomMaxReadLength);
+      mFileSize = FormatUtils.parseSpaceSize(mParameters.mFileSize);
     }
 
     @Override
@@ -521,8 +520,6 @@ private void runInternal() throws Exception {
      */
     private long applyOperation() throws IOException {
       Path filePath = mFilePaths[mTargetFileIndex];
-      int offset = mOffsets[mTargetFileIndex];
-      int length = mLengths[mTargetFileIndex];
 
       if (mInStream == null) {
         mInStream = mFs.open(filePath);
@@ -530,9 +527,12 @@ private long applyOperation() throws IOException {
 
       int bytesRead = 0;
       if (mIsRandomRead) {
+        long offset = randomNumInRange(0, mFileSize - 1 - mRandomMin);
+        long lengthMax = Math.min(mFileSize - offset, mRandomMax);
+        long length = randomNumInRange(mRandomMin, lengthMax);
         while (length > 0) {
           int actualReadLength = mInStream
-              .read(offset, mBuffer, 0, mBuffer.length);
+              .read(offset, mBuffer, 0, (int) minLong(mBuffer.length, length));
           if (actualReadLength < 0) {
             closeInStream();
             break;