diff --git a/swh/lister/golang/lister.py b/swh/lister/golang/lister.py
--- a/swh/lister/golang/lister.py
+++ b/swh/lister/golang/lister.py
@@ -3,6 +3,7 @@
 # License: GNU General Public License version 3, or any later version
 # See top-level LICENSE file for more information
 
+from dataclasses import dataclass
 from datetime import datetime
 import json
 import logging
@@ -17,14 +18,22 @@
 from swh.scheduler.model import ListedOrigin
 
 from .. import USER_AGENT
-from ..pattern import CredentialsType, StatelessLister
+from ..pattern import CredentialsType, Lister
 
 logger = logging.getLogger(__name__)
 
+
+@dataclass
+class GolangStateType:
+    last_seen: Optional[datetime] = None
+    """Last timestamp of a package version we have saved.
+    Used as a starting point for an incremental listing."""
+
+
 GolangPageType = List[Dict[str, Any]]
 
 
-class GolangLister(StatelessLister[GolangPageType]):
+class GolangLister(Lister[GolangStateType, GolangPageType]):
     """
     List all Golang modules and send associated origins to scheduler.
 
@@ -52,6 +61,18 @@
             {"Accept": "application/json", "User-Agent": USER_AGENT}
         )
 
+    def state_from_dict(self, d: Dict[str, Any]) -> GolangStateType:
+        as_string = d.get("last_seen")
+        last_seen = iso8601.parse_date(as_string) if as_string is not None else None
+        return GolangStateType(last_seen=last_seen)
+
+    def state_to_dict(self, state: GolangStateType) -> Dict[str, Any]:
+        return {
+            "last_seen": state.last_seen.isoformat()
+            if state.last_seen is not None
+            else None
+        }
+
     @throttling_retry(
         retry=retry_policy_generic,
         before_sleep=before_sleep_log(logger, logging.WARNING),
@@ -108,11 +129,12 @@
         return page, since
 
     def get_pages(self) -> Iterator[GolangPageType]:
-        page, since = self.get_single_page()
-
+        page, since = self.get_single_page(since=self.state.last_seen)
+        self.state.last_seen = since
         while page:
             yield page
             page, since = self.get_single_page(since=since)
+            self.state.last_seen = since
 
     def get_origins_from_page(self, page: GolangPageType) -> Iterator[ListedOrigin]:
         """
diff --git a/swh/lister/golang/tests/test_lister.py b/swh/lister/golang/tests/test_lister.py
--- a/swh/lister/golang/tests/test_lister.py
+++ b/swh/lister/golang/tests/test_lister.py
@@ -107,3 +107,71 @@
     assert_sleep_calls(
         mocker, mocked_sleep, [1, WAIT_EXP_BASE, 1, WAIT_EXP_BASE, 1, WAIT_EXP_BASE]
     )
+
+    # Incremental should list nothing
+    stats = lister.run()
+    assert stats.pages == 0
+    assert stats.origins == 0
+
+    # Paranoid
+    stats = lister.run()
+    assert stats.pages == 0
+    assert stats.origins == 0
+
+
+def test_golang_lister_incremental(swh_scheduler, requests_mock, datadir):
+    # first listing, should return one origin per package
+    lister = GolangLister(scheduler=swh_scheduler)
+
+    responses = [
+        {"text": Path(datadir, "page-1.txt").read_text(), "status_code": 200},
+        # Returns empty text when the list is exhausted
+        {"text": "", "status_code": 200},
+    ]
+    requests_mock.get(GolangLister.GOLANG_MODULES_INDEX_URL, responses)
+
+    stats = lister.run()
+
+    assert stats.pages == 1
+    assert stats.origins == 5
+
+    # Incremental should list nothing
+    stats = lister.run()
+    assert stats.pages == 0
+    assert stats.origins == 0
+
+    # Add more responses
+    responses = [
+        {"text": Path(datadir, "page-2.txt").read_text(), "status_code": 200},
+        {"text": "", "status_code": 200},
+    ]
+
+    requests_mock.get(GolangLister.GOLANG_MODULES_INDEX_URL, responses)
+
+    # Incremental should list new page
+    stats = lister.run()
+    assert stats.pages == 1
+    assert stats.origins == 4
+
+    # Incremental should list nothing again
+    stats = lister.run()
+    assert stats.pages == 0
+    assert stats.origins == 0
+
+    # Add yet more responses
+    responses = [
+        {"text": Path(datadir, "page-3.txt").read_text(), "status_code": 200},
+        {"text": "", "status_code": 200},
+    ]
+
+    requests_mock.get(GolangLister.GOLANG_MODULES_INDEX_URL, responses)
+
+    # Incremental should list new page again
+    stats = lister.run()
+    assert stats.pages == 1
+    assert stats.origins == 10
+
+    # Incremental should list nothing one last time
+    stats = lister.run()
+    assert stats.pages == 0
+    assert stats.origins == 0