diff --git a/src/preset_cli/api/clients/preset.py b/src/preset_cli/api/clients/preset.py
index aed6992..ff4a899 100644
--- a/src/preset_cli/api/clients/preset.py
+++ b/src/preset_cli/api/clients/preset.py
@@ -7,7 +7,7 @@
 from enum import Enum
 from typing import Any, Dict, Iterator, List, Optional, Union
 
-from bs4 import BeautifulSoup
+import prison
 from yarl import URL
 
 from preset_cli import __version__
@@ -18,6 +18,7 @@
 _logger = logging.getLogger(__name__)
 
 MANAGER_MAX_PAGE_SIZE = 250
+SUPERSET_MAX_PAGE_SIZE = 100
 
 
 class Role(int, Enum):
@@ -170,22 +171,34 @@ def export_users(self, workspace_url: URL) -> Iterator[UserType]:
 
             page_number += 1
 
-        # TODO (betodealmeida): improve this
-        url = workspace_url / "roles/add"
-        _logger.debug("GET %s", url)
-        response = self.session.get(url)
-        soup = BeautifulSoup(response.text, features="html.parser")
-        select = soup.find("select", id="user")
-        ids = {
-            option.text: int(option.attrs["value"])
-            for option in select.find_all("option")
-        }
+        ids = {}
+        page = 0
+        while True:
+            query = prison.dumps(
+                {
+                    "page": page,
+                    "page_size": SUPERSET_MAX_PAGE_SIZE,
+                },
+            )
+            url = workspace_url / "api/v1/chart/related/owners" % {"q": query}
+            _logger.debug("GET %s", url)
+            response = self.session.get(url)
+
+            validate_response(response)
+            payload = response.json()
+            if not payload["result"]:
+                break
+
+            ids.update(
+                {user["extra"]["email"]: user["value"] for user in payload["result"]},
+            )
+
+            page += 1
 
         for team_member in workspace_membership:
             # pylint: disable=consider-using-f-string
-            full_name = "{first_name} {last_name}".format(**team_member)
-            if full_name in ids:
-                team_member["id"] = ids[full_name]
+            if team_member["email"] in ids:
+                team_member["id"] = ids[team_member["email"]]
                 yield team_member
 
     def import_users(self, teams: List[str], users: List[UserType]) -> None:
diff --git a/tests/api/clients/preset_test.py b/tests/api/clients/preset_test.py
index cfad198..d549d0e 100644
--- a/tests/api/clients/preset_test.py
+++ b/tests/api/clients/preset_test.py
@@ -136,13 +136,26 @@ def test_preset_client_export_users(requests_mock: Mocker) -> None:
     )
 
     requests_mock.get(
-        "https://superset.example.org/roles/add",
-        text="""
-<select id="user">
-    <option value="1">Alice Doe</option>
-    <option value="2">Bob Doe</option>
-</select>
-    """,
+        "https://superset.example.org/api/v1/chart/related/owners?q=(page:0,page_size:100)",
+        json={
+            "count": 2,
+            "result": [
+                {
+                    "extra": {"active": True, "email": "adoe@example.com"},
+                    "text": "Alice Doe",
+                    "value": 1,
+                },
+                {
+                    "extra": {"active": True, "email": "bdoe@example.com"},
+                    "text": "Bob Doe",
+                    "value": 2,
+                },
+            ],
+        },
+    )
+    requests_mock.get(
+        "https://superset.example.org/api/v1/chart/related/owners?q=(page:1,page_size:100)",
+        json={"count": 2, "result": []},
     )
 
     auth = Auth()
diff --git a/tests/api/clients/superset_test.py b/tests/api/clients/superset_test.py
index 24902a5..8c55b8d 100644
--- a/tests/api/clients/superset_test.py
+++ b/tests/api/clients/superset_test.py
@@ -1927,14 +1927,40 @@ def test_export_users_preset(requests_mock: Mocker) -> None:
     )
 
     requests_mock.get(
-        "https://superset.example.org/roles/add",
-        text="""
-<select id="user">
-    <option value="1">Alice Doe</option>
-    <option value="2">Bob Doe</option>
-    <option value="3">Clarisse Doe</option>
-</select>
-    """,
+        "https://superset.example.org/api/v1/chart/related/owners?q=(page:0,page_size:100)",
+        json={
+            "count": 3,
+            "result": [
+                {
+                    "extra": {
+                        "active": True,
+                        "email": "adoe@example.com",
+                    },
+                    "text": "Alice Doe",
+                    "value": 1,
+                },
+                {
+                    "extra": {
+                        "active": True,
+                        "email": "bdoe@example.com",
+                    },
+                    "text": "Bob Doe",
+                    "value": 2,
+                },
+                {
+                    "extra": {
+                        "active": True,
+                        "email": "cdoe@example.com",
+                    },
+                    "text": "Clarisse Doe",
+                    "value": 3,
+                },
+            ],
+        },
+    )
+    requests_mock.get(
+        "https://superset.example.org/api/v1/chart/related/owners?q=(page:1,page_size:100)",
+        json={"count": 3, "result": []},  # empty result to break the loop
     )
 
     auth = Auth()