diff --git a/libs/langchain/langchain/document_loaders/parsers/pdf.py b/libs/langchain/langchain/document_loaders/parsers/pdf.py
index 52d47e1f2fff0..1e16bf7fce542 100644
--- a/libs/langchain/langchain/document_loaders/parsers/pdf.py
+++ b/libs/langchain/langchain/document_loaders/parsers/pdf.py
@@ -235,7 +235,10 @@ def lazy_parse(self, blob: Blob) -> Iterator[Document]:
         import fitz
 
         with blob.as_bytes_io() as file_path:
-            doc = fitz.open(file_path)  # open document
+            if blob.data is None:
+                doc = fitz.open(file_path)
+            else:
+                doc = fitz.open(stream=file_path, filetype="pdf")
 
             yield from [
                 Document(
diff --git a/libs/langchain/langchain/document_loaders/pdf.py b/libs/langchain/langchain/document_loaders/pdf.py
index ceb7d292957d8..6b5e1dbef95d9 100644
--- a/libs/langchain/langchain/document_loaders/pdf.py
+++ b/libs/langchain/langchain/document_loaders/pdf.py
@@ -194,7 +194,10 @@ def lazy_load(
         self,
     ) -> Iterator[Document]:
         """Lazy load given path as pages."""
-        blob = Blob.from_path(self.file_path)
+        if self.web_path:
+            blob = Blob.from_data(open(self.file_path, "rb").read(), path=self.web_path)
+        else:
+            blob = Blob.from_path(self.file_path)
         yield from self.parser.parse(blob)
 
 
@@ -284,7 +287,10 @@ def lazy_load(
         self,
     ) -> Iterator[Document]:
         """Lazily load documents."""
-        blob = Blob.from_path(self.file_path)
+        if self.web_path:
+            blob = Blob.from_data(open(self.file_path, "rb").read(), path=self.web_path)
+        else:
+            blob = Blob.from_path(self.file_path)
         yield from self.parser.parse(blob)
 
 
@@ -318,7 +324,9 @@ def load(self) -> List[Document]:
                 laparams=LAParams(),
                 output_type="html",
             )
-        metadata = {"source": self.file_path}
+        metadata = {
+            "source": self.file_path if self.web_path is None else self.web_path
+        }
         return [Document(page_content=output_string.getvalue(), metadata=metadata)]
 
 
@@ -357,7 +365,10 @@ def load(self, **kwargs: Any) -> List[Document]:
         parser = PyMuPDFParser(
             text_kwargs=text_kwargs, extract_images=self.extract_images
         )
-        blob = Blob.from_path(self.file_path)
+        if self.web_path:
+            blob = Blob.from_data(open(self.file_path, "rb").read(), path=self.web_path)
+        else:
+            blob = Blob.from_path(self.file_path)
         return parser.parse(blob)
 
 
@@ -523,7 +534,10 @@ def load(self) -> List[Document]:
             dedupe=self.dedupe,
             extract_images=self.extract_images,
         )
-        blob = Blob.from_path(self.file_path)
+        if self.web_path:
+            blob = Blob.from_data(open(self.file_path, "rb").read(), path=self.web_path)
+        else:
+            blob = Blob.from_path(self.file_path)
         return parser.parse(blob)