docarray · samsja · Apr 21, 2023 · Apr 19, 2023 · Apr 19, 2023 · Apr 19, 2023
diff --git a/docs/migration_guide.md b/docs/migration_guide.md
@@ -99,7 +99,7 @@ book_titles = docs.title  # returns a list[str]
 
 ## Changes to Document Store
 
-In v2 the `Document Store` has been renamed to [`DocIndex`](user_guide/storing/first_steps.md) and can be used for fast retrieval using vector similarity. 
+In v2 the `Document Store` has been renamed to [`DocIndex`](user_guide/storing/docindex.md) and can be used for fast retrieval using vector similarity. 
 DocArray v2 `DocIndex` supports:
 
 - [Weaviate](https://weaviate.io/)
@@ -114,4 +114,4 @@ in v2 you can initialize a `DocIndex` object of your choice, such as:
 db = HnswDocumentIndex[MyDoc](work_dir='/my/work/dir')
 ```
 
-In contrast, [`DocStore`](user_guide/storing/first_step.md#document-store) in v2 can be used for simple long-term storage, such as with AWS S3 buckets or Jina AI Cloud.
+In contrast, [`DocStore`](user_guide/storing/docindex.md#document-store) in v2 can be used for simple long-term storage, such as with AWS S3 buckets or Jina AI Cloud.
diff --git a/docs/user_guide/storing/index_elastic.md b/docs/user_guide/storing/index_elastic.md
@@ -425,7 +425,7 @@ The following configs can be set in `DBConfig`:
 | `index_mappings`  | Other [index mappings](https://www.elastic.co/guide/en/elasticsearch/reference/8.6/mapping.html) in a Dict for creating the index | dict  |
 
 You can pass any of the above as keyword arguments to the `__init__()` method or pass an entire configuration object.
-See [here](first_steps.md#configuration-options#customize-configurations) for more information.
+See [here](docindex.md#configuration-options#customize-configurations) for more information.
 
 ### RuntimeConfig
 
@@ -447,4 +447,4 @@ doc_index = ElasticDocIndex[SimpleDoc]()
 ```
 
 You can pass the above as keyword arguments to the `configure()` method or pass an entire configuration object.
-See [here](first_steps.md#configuration-options#customize-configurations) for more information.
+See [here](docindex.md#configuration-options#customize-configurations) for more information.
diff --git a/docs/user_guide/storing/index_hnswlib.md b/docs/user_guide/storing/index_hnswlib.md
@@ -23,7 +23,7 @@ It stores vectors on disk in [hnswlib](https://github.com/nmslib/hnswlib), and s
 ## Basic Usage
 
 To see how to create a [HnswDocumentIndex][docarray.index.backends.hnswlib.HnswDocumentIndex] instance, add Documents,
-perform search, etc. see the [general user guide](./first_steps.md#document-index).
+perform search, etc. see the [general user guide](./docindex.md).
 
 ## Configuration
 

diff --git a/docs/user_guide/storing/index_qdrant.md b/docs/user_guide/storing/index_qdrant.md
@@ -10,7 +10,7 @@
 The following is a starter script for using the [QdrantDocumentIndex][docarray.index.backends.qdrant.QdrantDocumentIndex],
 based on the [Qdrant](https://qdrant.tech/) vector search engine.
 
-For general usage of a Document Index, see the [general user guide](./first_steps.md#document-index).
+For general usage of a Document Index, see the [general user guide](./docindex.md#document-index).
 
 !!! tip "See all configuration options"
     To see all configuration options for the [QdrantDocumentIndex][docarray.index.backends.qdrant.QdrantDocumentIndex],
@@ -111,4 +111,4 @@ results = doc_index.filter(
         ],
     ),
 )
-```
+```