diff --git a/docs/docs/api-overview/data/read-attributes.md b/docs/docs/api-overview/data/read-attributes.md
index 517089690..e87be9087 100644
--- a/docs/docs/api-overview/data/read-attributes.md
+++ b/docs/docs/api-overview/data/read-attributes.md
@@ -25,20 +25,15 @@ Read API allows for directly querying the stored graph data to display and filte
 ```go
 rr, err: = client.Data.Relationship.Read(context.Background(), & v1.Data.RelationshipReadRequest {
     TenantId: "t1",
-    Metadata: &v1.Data.RelationshipReadRequestMetadata {
+    Metadata: &v1.Data.AttributeReadRequestMetadata {
         SnapToken: ""
     },
-    Filter: &v1.TupleFilter {
+    Filter: &v1.AttributeFilter {
         Entity: &v1.EntityFilter {
         Type: "organization",
         Ids: []string {"1"} ,
     },
-    Relation: "member",
-    Subject: &v1.SubjectFilter {
-        Type: "",
-        Id: []string {""},
-        Relation: ""
-    }}
+    Attributes: []string {"private"},
 })
 ```
 
@@ -59,12 +54,9 @@ client.data.relationship.read({
         "1"
       ]
     },
-    relation: "member",
-    subject: {
-      type: "",
-      ids: [],
-      relation: ""
-    }
+    attributes: [
+        "private"
+    ],
   }
 }).then((response) => {
     // handle response
@@ -88,12 +80,9 @@ curl --location --request POST 'localhost:3476/v1/tenants/{tenant_id}/data/relat
         "1"
       ]
     },
-    relation: "member",
-    subject: {
-      type: "",
-      ids: [],
-      relation: ""
-    }
+    attributes: [
+        "private"
+      ],
   }
 }'
 ```
diff --git a/docs/docs/api-overview/data/write-data.md b/docs/docs/api-overview/data/write-data.md
index 9b50fa2ae..5649b7411 100644
--- a/docs/docs/api-overview/data/write-data.md
+++ b/docs/docs/api-overview/data/write-data.md
@@ -153,7 +153,44 @@ Here are the available attribute value types:
 <TabItem value="go" label="Go">
 
 ```go
+// Convert the wrapped attribute value into Any proto message
+value, err := anypb.New(&v1.BooleanValue{
+    Data: true,
+})
+if err != nil {
+	// Handle error
+}
 
+cr, err := client.Data.Write(context.Background(), &v1.DataWriteRequest{
+    TenantId: "t1",,
+    Metadata: &v1.DataWriteRequestMetadata{
+        SchemaVersion: "",
+    },
+	Tuples: []*v1.Attribute{
+        {
+            Entity: &v1.Entity{
+                Type: "organization",
+                Id:   "1",
+            },
+            Relation: "admin",
+            Subject:  &v1.Subject{
+		        Type: "user",
+		        Id:   "1",
+				Relation: "",
+			},
+        },
+    },
+    Attributes: []*v1.Attribute{
+        {
+            Entity: &v1.Entity{
+                Type: "account",
+                Id:   "1",
+            },
+            Attribute: "public",
+            Value:     value,
+        },
+    },
+})
 ```
 
 </TabItem>
@@ -161,7 +198,40 @@ Here are the available attribute value types:
 <TabItem value="node" label="Node">
 
 ```javascript
+const booleanValue = BooleanValue.fromJSON({ data: true });
 
+const value = Any.fromJSON({
+    typeUrl: 'type.googleapis.com/base.v1.BooleanValue',
+    value: BooleanValue.encode(booleanValue).finish()
+});
+
+client.data.write({
+    tenantId: "t1",
+    metadata: {
+        schemaVersion: ""
+    },
+    tuples: [{
+        entity: {
+            type: "organization",
+            id: "1"
+        },
+        relation: "admin",
+        subject: {
+            type: "user",
+            id: "1"
+        }
+    }],
+    attributes: [{
+        entity: {
+            type: "document",
+            id: "1"
+        },
+        attribute: "public",
+        value: value,
+    }]
+}).then((response) => {
+    // handle response
+})
 ```
 
 </TabItem>
@@ -197,7 +267,7 @@ curl --location --request POST 'localhost:3476/v1/tenants/{tenant_id}/data/write
             "attribute": "private",
             "value": {
                 "@type": "type.googleapis.com/base.v1.BooleanValue",
-                "value": "true"
+                "value": true
             }
         }
     ]
diff --git a/docs/docs/comparision.md b/docs/docs/comparision.md
index a73e70f98..75fb39c4a 100644
--- a/docs/docs/comparision.md
+++ b/docs/docs/comparision.md
@@ -31,7 +31,7 @@ This comparison table shows the differentiation between authorization solutions
 | **Watch API**            | ✅        | ✅       | ✅       | ✅       |
 | **RBAC**                 | ✅        | ✅       | ✅       | ✅       |
 | **ReBAC**                | ✅        | ✅       | ✅       | ✅       |
-| **ABAC**                 | ⛔        | 🟡      | ✅       | ⛔       |
+| **ABAC**                 | ⛔        | 🟡      | ✅       | ✅       |
 | **Data Filtering**       | ⛔        | ✅       | ✅       | ✅       |
 | **Multi Tenancy**        | ⛔        | ✅       | ⛔       | ✅       |
 | **Testing & Validation** | ⛔        | 🟡      | ✅       | ✅       |
diff --git a/docs/docs/reference/configuration.md b/docs/docs/reference/configuration.md
index 9eccbc5f8..31c2666fb 100644
--- a/docs/docs/reference/configuration.md
+++ b/docs/docs/reference/configuration.md
@@ -458,29 +458,26 @@ A consistent hashing ring ensures data distribution that minimizes reorganizatio
 ```
 ├── distributed
 |   ├── enabled
-|   ├── node
-|   ├── node-name
-|   ├── protocol
+|   ├── address
+|   ├── port
 ```
 
 #### Glossary
 
-| Required | Argument  | Default | Description                                                              |
-|----------|-----------|---------|--------------------------------------------------------------------------|
-| [x]      | enabled   | false   | switch option for distributed.                                           |
-| [x]      | node      | -       | endpoint definition for distributed                                      |
-| [x]      | node-name | -       | node name definition for  protocol agent (for example serf node name)    |
-| [x]      | protocol  | -       | a field where you specify which gossip protocol to use, for example serf |
+| Required | Argument    | Default | Description                          |
+|----------|-------------|---------|--------------------------------------|
+| [x]      | enabled     | false   | switch option for distributed.       |
+| []       | address     | -       | address of the distributed service   |
+| []       | port        | 5000    | port on which the service is exposed |
 
 
 #### ENV
 
-| Argument               | ENV                           | Type    |
-|------------------------|-------------------------------|---------|
-| distributed-enabled    | PERMIFY_DISTRIBUTED_ENABLED   | boolean |
-| distributed-node       | PERMIFY_DISTRIBUTED_NODE      | string  |
-| distributed-node-name  | PERMIFY_DISTRIBUTED_NODE_NAME | string  |
-| distributed-protocol   | PERMIFY_DISTRIBUTED_PROTOCOL  | string  |
+| Argument             | ENV                         | Type    |
+|----------------------|-----------------------------|---------|
+| distributed-enabled  | PERMIFY_DISTRIBUTED_ENABLED | boolean |
+| distributed-address  | PERMIFY_DISTRIBUTED_ADDRESS | string  |
+| distributed-port     | PERMIFY_DISTRIBUTED_PORT    | string  |
 
 </p>
 </details>
diff --git a/docs/sidebars.js b/docs/sidebars.js
index 9b16f17b4..965c14118 100644
--- a/docs/sidebars.js
+++ b/docs/sidebars.js
@@ -95,6 +95,7 @@ module.exports = {
 					items: [
 						"api-overview/data/write-data",
 						"api-overview/data/read-relationships", 
+						"api-overview/data/read-attributes",
 						"api-overview/data/delete-data"
 					],
 				  },