diff --git a/haystack/components/preprocessors/document_splitter.py b/haystack/components/preprocessors/document_splitter.py
index adea7cc3..033f55a8 100644
--- a/haystack/components/preprocessors/document_splitter.py
+++ b/haystack/components/preprocessors/document_splitter.py
@@ -1,5 +1,5 @@
 from copy import deepcopy
-from typing import List, Literal
+from typing import Dict, List, Literal, Tuple
 
 from more_itertools import windowed
 
@@ -53,7 +53,7 @@ class DocumentSplitter:
 
         :returns: A dictionary with the following key:
             - `documents`: List of documents with the split texts. A metadata field "source_id" is added to each
-            document to keep track of the original document that was split. Other metadata are copied from the original
+            document to keep track of the original document that was split. Another metadata field "page_number" is added to each number to keep track of the page it belonged to in the original document. Other metadata are copied from the original
             document.
 
         :raises TypeError: if the input is not a list of Documents.
@@ -70,10 +70,12 @@ class DocumentSplitter:
                     f"DocumentSplitter only works with text documents but document.content for document ID {doc.id} is None."
                 )
             units = self._split_into_units(doc.content, self.split_by)
-            text_splits = self._concatenate_units(units, self.split_length, self.split_overlap)
+            text_splits, splits_pages = self._concatenate_units(units, self.split_length, self.split_overlap)
             metadata = deepcopy(doc.meta)
             metadata["source_id"] = doc.id
-            split_docs += [Document(content=txt, meta=metadata) for txt in text_splits]
+            split_docs += self._create_docs_from_splits(
+                text_splits=text_splits, splits_pages=splits_pages, meta=metadata
+            )
         return {"documents": split_docs}
 
     def _split_into_units(self, text: str, split_by: Literal["word", "sentence", "passage", "page"]) -> List[str]:
@@ -95,15 +97,40 @@ class DocumentSplitter:
             units[i] += split_at
         return units
 
-    def _concatenate_units(self, elements: List[str], split_length: int, split_overlap: int) -> List[str]:
+    def _concatenate_units(
+        self, elements: List[str], split_length: int, split_overlap: int
+    ) -> Tuple[List[str], List[int]]:
         """
-        Concatenates the elements into parts of split_length units.
+        Concatenates the elements into parts of split_length units keeping track of the original page number that each element belongs.
         """
         text_splits = []
+        splits_pages = []
+        cur_page = 1
         segments = windowed(elements, n=split_length, step=split_length - split_overlap)
         for seg in segments:
             current_units = [unit for unit in seg if unit is not None]
             txt = "".join(current_units)
             if len(txt) > 0:
                 text_splits.append(txt)
-        return text_splits
+                splits_pages.append(cur_page)
+                processed_units = current_units[: split_length - split_overlap]
+                if self.split_by == "page":
+                    num_page_breaks = len(processed_units)
+                else:
+                    num_page_breaks = sum(processed_unit.count("\f") for processed_unit in processed_units)
+                cur_page += num_page_breaks
+        return text_splits, splits_pages
+
+    @staticmethod
+    def _create_docs_from_splits(text_splits: List[str], splits_pages: List[int], meta: Dict) -> List[Document]:
+        """
+        Creates Document objects from text splits enriching them with page number and the metadata of the original document.
+        """
+        documents: List[Document] = []
+
+        for i, txt in enumerate(text_splits):
+            meta = deepcopy(meta)
+            doc = Document(content=txt, meta=meta)
+            doc.meta["page_number"] = splits_pages[i]
+            documents.append(doc)
+        return documents
diff --git a/releasenotes/notes/add-page-number-to-document-splitter-162e9dc7443575f0.yaml b/releasenotes/notes/add-page-number-to-document-splitter-162e9dc7443575f0.yaml
new file mode 100644
index 00000000..8c97663c
--- /dev/null
+++ b/releasenotes/notes/add-page-number-to-document-splitter-162e9dc7443575f0.yaml
@@ -0,0 +1,7 @@
+---
+highlights: >
+    Add the "page_number" field to the metadata of all output documents.
+
+enhancements:
+  - |
+    Now the DocumentSplitter adds the "page_number" field to the metadata of all output documents to keep track of the page of the original document it belongs to.

diff --git a/test/components/preprocessors/test_document_splitter.py b/test/components/preprocessors/test_document_splitter.py
index 479f0d50..4874c25b 100644
--- a/test/components/preprocessors/test_document_splitter.py
+++ b/test/components/preprocessors/test_document_splitter.py
@@ -141,3 +141,98 @@ class TestDocumentSplitter:
         for doc, split_doc in zip(documents, result["documents"]):
             assert doc.meta.items() <= split_doc.meta.items()
             assert split_doc.content == "Text."
+
+    def test_add_page_number_to_metadata_with_no_overlap_word_split(self):
+        splitter = DocumentSplitter(split_by="word", split_length=2)
+        doc1 = Document(content="This is some text.\f This text is on another page.")
+        doc2 = Document(content="This content has two.\f\f page brakes.")
+        result = splitter.run(documents=[doc1, doc2])
+
+        expected_pages = [1, 1, 2, 2, 2, 1, 1, 3]
+        for doc, p in zip(result["documents"], expected_pages):
+            assert doc.meta["page_number"] == p
+
+    def test_add_page_number_to_metadata_with_no_overlap_sentence_split(self):
+        splitter = DocumentSplitter(split_by="sentence", split_length=1)
+        doc1 = Document(content="This is some text.\f This text is on another page.")
+        doc2 = Document(content="This content has two.\f\f page brakes.")
+        result = splitter.run(documents=[doc1, doc2])
+
+        expected_pages = [1, 1, 1, 1]
+        for doc, p in zip(result["documents"], expected_pages):
+            assert doc.meta["page_number"] == p
+
+    def test_add_page_number_to_metadata_with_no_overlap_passage_split(self):
+        splitter = DocumentSplitter(split_by="passage", split_length=1)
+        doc1 = Document(
+            content="This is a text with some words.\f There is a second sentence.\n\nAnd there is a third sentence.\n\nAnd more passages.\n\n\f And another passage."
+        )
+        result = splitter.run(documents=[doc1])
+
+        expected_pages = [1, 2, 2, 2]
+        for doc, p in zip(result["documents"], expected_pages):
+            assert doc.meta["page_number"] == p
+
+    def test_add_page_number_to_metadata_with_no_overlap_page_split(self):
+        splitter = DocumentSplitter(split_by="page", split_length=1)
+        doc1 = Document(
+            content="This is a text with some words. There is a second sentence.\f And there is a third sentence.\f And another passage."
+        )
+        result = splitter.run(documents=[doc1])
+        expected_pages = [1, 2, 3]
+        for doc, p in zip(result["documents"], expected_pages):
+            assert doc.meta["page_number"] == p
+
+        splitter = DocumentSplitter(split_by="page", split_length=2)
+        doc1 = Document(
+            content="This is a text with some words. There is a second sentence.\f And there is a third sentence.\f And another passage."
+        )
+        result = splitter.run(documents=[doc1])
+        expected_pages = [1, 3]
+
+        for doc, p in zip(result["documents"], expected_pages):
+            assert doc.meta["page_number"] == p
+
+    def test_add_page_number_to_metadata_with_overlap_word_split(self):
+        splitter = DocumentSplitter(split_by="word", split_length=3, split_overlap=1)
+        doc1 = Document(content="This is some text. And\f this text is on another page.")
+        doc2 = Document(content="This content has two.\f\f page brakes.")
+        result = splitter.run(documents=[doc1, doc2])
+
+        expected_pages = [1, 1, 1, 2, 2, 1, 1, 3]
+        for doc, p in zip(result["documents"], expected_pages):
+            print(doc.content, doc.meta, p)
+            assert doc.meta["page_number"] == p
+
+    def test_add_page_number_to_metadata_with_overlap_sentence_split(self):
+        splitter = DocumentSplitter(split_by="sentence", split_length=2, split_overlap=1)
+        doc1 = Document(content="This is some text. And this is more text.\f This text is on another page. End.")
+        doc2 = Document(content="This content has two.\f\f page brakes. More text.")
+        result = splitter.run(documents=[doc1, doc2])
+
+        expected_pages = [1, 1, 1, 2, 1, 1]
+        for doc, p in zip(result["documents"], expected_pages):
+            print(doc.content, doc.meta, p)
+            assert doc.meta["page_number"] == p
+
+    def test_add_page_number_to_metadata_with_overlap_passage_split(self):
+        splitter = DocumentSplitter(split_by="passage", split_length=2, split_overlap=1)
+        doc1 = Document(
+            content="This is a text with some words.\f There is a second sentence.\n\nAnd there is a third sentence.\n\nAnd more passages.\n\n\f And another passage."
+        )
+        result = splitter.run(documents=[doc1])
+
+        expected_pages = [1, 2, 2]
+        for doc, p in zip(result["documents"], expected_pages):
+            assert doc.meta["page_number"] == p
+
+    def test_add_page_number_to_metadata_with_overlap_page_split(self):
+        splitter = DocumentSplitter(split_by="page", split_length=2, split_overlap=1)
+        doc1 = Document(
+            content="This is a text with some words. There is a second sentence.\f And there is a third sentence.\f And another passage."
+        )
+        result = splitter.run(documents=[doc1])
+        expected_pages = [1, 2, 3]
+
+        for doc, p in zip(result["documents"], expected_pages):
+            assert doc.meta["page_number"] == p

feat: Add `page_number` to meta of Documents in `DocumentSplitter`
**Is your feature request related to a problem? Please describe.**
In Haystack v1 we had an option in the Preprocessor to add the original `page_number` to a Document's meta data when it was split into a chunk. This feature made down stream applications of visualizing the retrieved text from original files (e.g. PDFs) very easy and straightforward, so I'd like to see it in Haystack v2 as well. 

**Describe the solution you'd like**
I would like to add the option to store the `page_number` in the meta info of the Document in the DocumentSplitter component. I believe we can use a similar/same implementation of calculating this like we did for the Preprocessor. 

test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_add_page_number_to_metadata_with_no_overlap_word_split test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_add_page_number_to_metadata_with_no_overlap_sentence_split test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_add_page_number_to_metadata_with_no_overlap_passage_split test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_add_page_number_to_metadata_with_no_overlap_page_split test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_add_page_number_to_metadata_with_overlap_word_split test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_add_page_number_to_metadata_with_overlap_sentence_split test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_add_page_number_to_metadata_with_overlap_passage_split test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_add_page_number_to_metadata_with_overlap_page_split
test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_non_text_document test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_single_doc test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_empty_list test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_unsupported_split_by test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_unsupported_split_length test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_unsupported_split_overlap test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_split_by_word test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_split_by_word_multiple_input_docs test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_split_by_sentence test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_split_by_passage test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_split_by_page test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_split_by_word_with_overlap test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_source_id_stored_in_metadata test/components/preprocessors/test_document_splitter.py::TestDocumentSplitter::test_copy_metadata