Copilot commented on code in PR #17806:
URL: https://github.com/apache/pinot/pull/17806#discussion_r2879982544


##########
pinot-plugins/pinot-file-system/pinot-adls/src/main/java/org/apache/pinot/plugin/filesystem/ADLSGen2PinotFS.java:
##########
@@ -628,42 +658,80 @@ private boolean copySrcToDst(URI srcUri, URI dstUri)
     PathProperties pathProperties =
         
_fileSystemClient.getFileClient(AzurePinotFSUtil.convertUriToAzureStylePath(srcUri)).getProperties();
     try (InputStream inputStream = open(srcUri)) {
-      return copyInputStreamToDst(inputStream, dstUri, 
pathProperties.getContentMd5());
+      return copyInputStreamToDst(inputStream, dstUri, 
pathProperties.getContentMd5(),
+          pathProperties.getFileSize());
     }
   }
 
   /**
    * Helper function to copy input stream to destination URI.
    *
+   * <p>Uses the Azure Blob API for uploads, which is compatible with storage 
accounts that have Blob Soft Delete
+   * enabled. The DFS (Data Lake) API does not support Soft Delete and will 
fail with 409
+   * EndpointUnsupportedAccountFeatures on such accounts.</p>
+   *
    * NOTE: the caller has to close the input stream.
    *
    * @param inputStream input stream that will be written to dstUri
    * @param dstUri destination URI
+   * @param contentMd5 optional MD5 hash of the content
+   * @param contentLength length of the content in bytes
    * @return true if the copy succeeds
    */
-  private boolean copyInputStreamToDst(InputStream inputStream, URI dstUri, 
byte[] contentMd5)
+  private boolean copyInputStreamToDst(InputStream inputStream, URI dstUri, 
byte[] contentMd5, long contentLength)
+      throws IOException {
+    String path = AzurePinotFSUtil.convertUriToAzureStylePath(dstUri);
+
+    if (_blobContainerClient != null) {
+      return copyInputStreamToDstViaBlob(inputStream, dstUri, path, 
contentMd5, contentLength);
+    }
+    return copyInputStreamToDstViaDfs(inputStream, dstUri, path, contentMd5);
+  }
+
+  /**
+   * Upload via Azure Blob API. Compatible with Blob Soft Delete.
+   */
+  private boolean copyInputStreamToDstViaBlob(InputStream inputStream, URI 
dstUri, String path, byte[] contentMd5,
+      long contentLength)
+      throws IOException {
+    try {
+      BlobClient blobClient = _blobContainerClient.getBlobClient(path);
+      blobClient.upload(inputStream, contentLength, true);
+
+      if (contentMd5 != null) {
+        blobClient.setHttpHeaders(new 
BlobHttpHeaders().setContentMd5(contentMd5));
+      }

Review Comment:
   This performs a second network call (`setHttpHeaders`) after upload to set 
`Content-MD5`. Consider setting headers as part of the initial upload request 
(using an upload options overload that accepts `BlobHttpHeaders`) so the upload 
+ properties update is done in one request, avoids extra latency, and prevents 
ending up with an uploaded blob missing MD5 if `setHttpHeaders` fails.



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