diff --git a/decoder.go b/decoder.go
index 0cd1e79..6a4bb76 100644
--- a/decoder.go
+++ b/decoder.go
@@ -451,8 +451,15 @@ func (d *decoder) decodeStruct(name string, raw ast.Node, result reflect.Value)
 		// Create the field name and decode
 		fieldName = fmt.Sprintf("%s.%s", name, fieldName)
 		for _, elem := range elems {
+			// If it is a sub-object, go through all the fields
 			if obj, ok := elem.(ast.ObjectNode); ok {
-				elem = obj.Elem[0].Value
+				for _, elem := range obj.Elem {
+					if err := d.decode(fieldName, elem.Value, field); err != nil {
+						return err
+					}
+				}
+
+				continue
 			}
 
 			if err := d.decode(fieldName, elem, field); err != nil {
diff --git a/decoder_test.go b/decoder_test.go
index f747ebb..1272511 100644
--- a/decoder_test.go
+++ b/decoder_test.go
@@ -197,13 +197,6 @@ func TestDecode_structureArray(t *testing.T) {
 		Keys []KeyPolicy `hcl:"key"`
 	}
 
-	var actual Policy
-
-	err := Decode(&actual, testReadFile(t, "decode_policy.hcl"))
-	if err != nil {
-		t.Fatalf("err: %s", err)
-	}
-
 	expected := Policy{
 		Keys: []KeyPolicy{
 			KeyPolicy{
@@ -225,7 +218,21 @@ func TestDecode_structureArray(t *testing.T) {
 		},
 	}
 
-	if !reflect.DeepEqual(actual, expected) {
-		t.Fatalf("Actual: %#v\n\nExpected: %#v", actual, expected)
+	files := []string{
+		"decode_policy.hcl",
+		"decode_policy.json",
+	}
+
+	for _, f := range files {
+		var actual Policy
+
+		err := Decode(&actual, testReadFile(t, f))
+		if err != nil {
+			t.Fatalf("err: %s", err)
+		}
+
+		if !reflect.DeepEqual(actual, expected) {
+			t.Fatalf("Input: %s\n\nActual: %#v\n\nExpected: %#v", f, actual, expected)
+		}
 	}
 }
diff --git a/json/parse.y b/json/parse.y
index d647048..205f340 100644
--- a/json/parse.y
+++ b/json/parse.y
@@ -69,9 +69,15 @@ members:
 pair:
 	STRING COLON value
 	{
+		value := $3
+		if obj, ok := value.(ast.ObjectNode); ok {
+			obj.K = $1
+			value = obj
+		}
+
 		$$ = ast.AssignmentNode{
 			K:     $1,
-			Value: $3,
+			Value: value,
 		}
 	}
 
diff --git a/json/y.go b/json/y.go
index 245bae2..9357ff3 100644
--- a/json/y.go
+++ b/json/y.go
@@ -65,7 +65,7 @@ const jsonEofCode = 1
 const jsonErrCode = 2
 const jsonMaxDepth = 200
 
-//line parse.y:178
+//line parse.y:184
 
 //line yacctab:1
 var jsonExca = []int{
@@ -395,13 +395,19 @@ jsondefault:
 	case 6:
 		//line parse.y:71
 		{
+			value := jsonS[jsonpt-0].item
+			if obj, ok := value.(ast.ObjectNode); ok {
+				obj.K = jsonS[jsonpt-2].str
+				value = obj
+			}
+
 			jsonVAL.assign = ast.AssignmentNode{
 				K:     jsonS[jsonpt-2].str,
-				Value: jsonS[jsonpt-0].item,
+				Value: value,
 			}
 		}
 	case 7:
-		//line parse.y:80
+		//line parse.y:86
 		{
 			jsonVAL.item = ast.LiteralNode{
 				Type:  ast.ValueTypeString,
@@ -409,22 +415,22 @@ jsondefault:
 			}
 		}
 	case 8:
-		//line parse.y:87
+		//line parse.y:93
 		{
 			jsonVAL.item = jsonS[jsonpt-0].item
 		}
 	case 9:
-		//line parse.y:91
+		//line parse.y:97
 		{
 			jsonVAL.item = jsonS[jsonpt-0].obj
 		}
 	case 10:
-		//line parse.y:95
+		//line parse.y:101
 		{
 			jsonVAL.item = jsonS[jsonpt-0].array
 		}
 	case 11:
-		//line parse.y:99
+		//line parse.y:105
 		{
 			jsonVAL.item = ast.LiteralNode{
 				Type:  ast.ValueTypeBool,
@@ -432,7 +438,7 @@ jsondefault:
 			}
 		}
 	case 12:
-		//line parse.y:106
+		//line parse.y:112
 		{
 			jsonVAL.item = ast.LiteralNode{
 				Type:  ast.ValueTypeBool,
@@ -440,7 +446,7 @@ jsondefault:
 			}
 		}
 	case 13:
-		//line parse.y:113
+		//line parse.y:119
 		{
 			jsonVAL.item = ast.LiteralNode{
 				Type:  ast.ValueTypeNil,
@@ -448,27 +454,27 @@ jsondefault:
 			}
 		}
 	case 14:
-		//line parse.y:122
+		//line parse.y:128
 		{
 			jsonVAL.array = ast.ListNode{}
 		}
 	case 15:
-		//line parse.y:126
+		//line parse.y:132
 		{
 			jsonVAL.array = ast.ListNode{Elem: jsonS[jsonpt-1].list}
 		}
 	case 16:
-		//line parse.y:132
+		//line parse.y:138
 		{
 			jsonVAL.list = []ast.Node{jsonS[jsonpt-0].item}
 		}
 	case 17:
-		//line parse.y:136
+		//line parse.y:142
 		{
 			jsonVAL.list = append(jsonS[jsonpt-2].list, jsonS[jsonpt-0].item)
 		}
 	case 18:
-		//line parse.y:142
+		//line parse.y:148
 		{
 			jsonVAL.item = ast.LiteralNode{
 				Type:  ast.ValueTypeInt,
@@ -476,7 +482,7 @@ jsondefault:
 			}
 		}
 	case 19:
-		//line parse.y:149
+		//line parse.y:155
 		{
 			fs := fmt.Sprintf("%d.%s", jsonS[jsonpt-1].num, jsonS[jsonpt-0].str)
 			f, err := strconv.ParseFloat(fs, 64)
@@ -490,17 +496,17 @@ jsondefault:
 			}
 		}
 	case 20:
-		//line parse.y:164
+		//line parse.y:170
 		{
 			jsonVAL.num = jsonS[jsonpt-0].num * -1
 		}
 	case 21:
-		//line parse.y:168
+		//line parse.y:174
 		{
 			jsonVAL.num = jsonS[jsonpt-0].num
 		}
 	case 22:
-		//line parse.y:174
+		//line parse.y:180
 		{
 			jsonVAL.str = strconv.FormatInt(int64(jsonS[jsonpt-0].num), 10)
 		}
diff --git a/test-fixtures/decode_policy.json b/test-fixtures/decode_policy.json
new file mode 100644
index 0000000..151864e
--- /dev/null
+++ b/test-fixtures/decode_policy.json
@@ -0,0 +1,19 @@
+{
+    "key": {
+        "": {
+            "policy": "read"
+        },
+
+        "foo/": {
+            "policy": "write"
+        },
+
+        "foo/bar/": {
+            "policy": "read"
+        },
+
+        "foo/bar/baz": {
+            "policy": "deny"
+        }
+    }
+}