diff --git a/site/cds_rdm/config.py b/site/cds_rdm/config.py
index 95bcfc82..a4b987b9 100644
--- a/site/cds_rdm/config.py
+++ b/site/cds_rdm/config.py
@@ -79,3 +79,6 @@
 
 CDS_HARVESTER_PROD_API_URL = "https://repository.cern"
 """Prod base URL used to resolve a CDSRDM id into parent.id and version id."""
+
+CDS_HARVESTER_INSPIRE_API_URL = "https://inspirehep.net/api/literature"
+"""Base URL for the INSPIRE literature search API used by the harvester reader."""
diff --git a/site/cds_rdm/inspire_harvester/reader.py b/site/cds_rdm/inspire_harvester/reader.py
index 6b62ca3d..e5f884d1 100644
--- a/site/cds_rdm/inspire_harvester/reader.py
+++ b/site/cds_rdm/inspire_harvester/reader.py
@@ -10,11 +10,14 @@
 
 import requests
 from flask import current_app
-from invenio_vocabularies.datastreams.errors import ReaderError
+from invenio_vocabularies.datastreams.errors import IncompleteReadError, ReaderError
 from invenio_vocabularies.datastreams.readers import BaseReader
 
 from cds_rdm.inspire_harvester.transform.resource_types import ALL_DOCUMENT_TYPES
 
+# Cap re-harvest passes so a shifting result set cannot loop forever.
+MAX_HARVEST_PASSES = 3
+
 
 class InspireHTTPReader(BaseReader):
     """INSPIRE HTTP Reader."""
@@ -40,40 +43,101 @@ def __init__(
 
         super().__init__(origin, mode, *args, **kwargs)
 
+    def _build_url(self, q, **params):
+        """Build an INSPIRE literature search URL."""
+        query_params = {"q": q, **params}
+        base_url = current_app.config["CDS_HARVESTER_INSPIRE_API_URL"]
+        return f"{base_url}?{urlencode(query_params)}"
+
+    def _get_json(self, url, headers):
+        """Fetch JSON from INSPIRE or raise ReaderError."""
+        current_app.logger.info(f"Querying URL: {url}.")
+        response = requests.get(url, headers=headers)
+        if response.status_code != 200:
+            error_message = (
+                f"Error occurred while getting JSON data from INSPIRE. "
+                f"See URL: {url}. Error message: {response.text}. "
+                f"Status code: {response.status_code}"
+            )
+            current_app.logger.error(error_message)
+            raise ReaderError(error_message)
+        current_app.logger.debug("Request response is successful (200).")
+        return response.json()
+
     def _iter(self, url, *args, **kwargs):
         """Yields HTTP response."""
         # header set to include additional data (external file URLs and more detailed metadata
         headers = {"Accept": "application/vnd+inspire.record.expanded+json"}
-        initial_url = url
-
-        while url:  # Continue until there is no "next" link
-            current_app.logger.info(f"Querying URL: {url}.")
-            response = requests.get(url, headers=headers)
-            data = response.json()
-            if response.status_code == 200:
-                current_app.logger.debug("Request response is successful (200).")
+        # Three nested loops:
+        # - outer: re-harvest from the start when we got fewer records than INSPIRE
+        #   reported (capped at MAX_HARVEST_PASSES)
+        # - middle (page_url): walk INSPIRE pagination (next page links)
+        # - inner (hits): yield each record on the current page
+        # seen_ids tracks ids already yielded in this run so retries do not send
+        # the same record twice. first_pass makes us retry at least once. if a
+        # later pass adds nothing new (new_in_pass == 0), harvesting stops.
+        harvest_url = url
+        seen_ids = set()
+        first_pass = True
+
+        for pass_number in range(1, MAX_HARVEST_PASSES + 1):
+            page_url = harvest_url
+            reported_total = None
+            new_in_pass = 0
+
+            while page_url:
+                data = self._get_json(page_url, headers)
                 total = data["hits"]["total"]
                 hits = data["hits"]["hits"]
 
-                if total == 0:
-                    current_app.logger.warning(
-                        f"No results found when querying INSPIRE. See URL: {url}."
-                    )
-                elif url == initial_url:
-                    current_app.logger.info(f"Records found: {total}.")
+                if reported_total is None:
+                    reported_total = total
+                    if total == 0:
+                        current_app.logger.warning(
+                            f"No results found when querying INSPIRE. See URL: {page_url}."
+                        )
+                    else:
+                        current_app.logger.info(f"Records found: {total}.")
 
                 for inspire_record in hits:
+                    record_id = str(inspire_record["id"])
+                    if record_id in seen_ids:
+                        continue
+                    seen_ids.add(record_id)
+                    new_in_pass += 1
                     current_app.logger.debug(
-                        f"Sending INSPIRE record #{inspire_record['id']} to transformer."
+                        f"Sending INSPIRE record #{record_id} to transformer."
                     )
                     yield inspire_record
-            else:
-                error_message = f"Error occurred while getting JSON data from INSPIRE. See URL: {url}. Error message: {response.text}. Status code: {response.status_code}"
-                current_app.logger.error(error_message)
-                raise ReaderError(error_message)
 
-            # Get the next page URL if available
-            url = data.get("links", {}).get("next")
+                page_url = data.get("links", {}).get("next")
+
+            if len(seen_ids) == reported_total:
+                return
+
+            if not first_pass and new_in_pass == 0:
+                msg = (
+                    "Harvest retry added no new INSPIRE records; stopping. "
+                    f"| details: harvested={len(seen_ids)}, reported={reported_total}"
+                )
+                current_app.logger.warning(msg)
+                raise IncompleteReadError(msg)
+
+            if pass_number == MAX_HARVEST_PASSES:
+                msg = (
+                    "Harvest still short of INSPIRE total after max retries; stopping. "
+                    f"| details: harvested={len(seen_ids)}, reported={reported_total}, "
+                    f"max_passes={MAX_HARVEST_PASSES}"
+                )
+                current_app.logger.warning(msg)
+                raise IncompleteReadError(msg)
+
+            first_pass = False
+            current_app.logger.info(
+                "Harvested fewer INSPIRE records than reported; harvesting again. "
+                f"| details: harvested={len(seen_ids)}, reported={reported_total}, "
+                f"pass={pass_number}/{MAX_HARVEST_PASSES}"
+            )
 
     def read(self, item=None, *args, **kwargs):
         """Builds a query depending on the input data."""
@@ -122,9 +186,7 @@ def read(self, item=None, *args, **kwargs):
             )
             query_params = {"q": f"{q} AND du >= {self._since}"}
 
-        base_url = "https://inspirehep.net/api/literature"
-        encoded_query = urlencode(query_params)
-        url = f"{base_url}?{encoded_query}"
+        url = self._build_url(query_params["q"])
 
         current_app.logger.info(
             f"Resulting query: {query_params['q']}. URL for harvesting data from INSPIRE: {url}."
diff --git a/site/tests/inspire_harvester/test_harvester_job.py b/site/tests/inspire_harvester/test_harvester_job.py
index ab1c21cc..820918bb 100644
--- a/site/tests/inspire_harvester/test_harvester_job.py
+++ b/site/tests/inspire_harvester/test_harvester_job.py
@@ -517,3 +517,113 @@ def mock_requests_get_pagination(
     tranformation(created_record2.to_dict()["hits"]["hits"][0]["id"], expected_result_2)
 
     tranformation(created_record3.to_dict()["hits"]["hits"][0]["id"], expected_result_3)
+
+
+def test_inspire_job_recovers_pagination_shift(running_app, scientific_community, caplog):
+    """Full harvest persists a record skipped by mid-pagination INSPIRE shifts."""
+    page_1_file = DATA_DIR / "inspire_response_15_records_page_1.json"
+    page_2_file = DATA_DIR / "inspire_response_15_records_page_2.json"
+    with open(page_1_file) as f:
+        page_1_data = json.load(f)
+    with open(page_2_file) as f:
+        page_2_data = json.load(f)
+
+    by_id = {
+        str(hit["id"]): hit
+        for hit in page_1_data["hits"]["hits"] + page_2_data["hits"]["hits"]
+    }
+    # Known-good thesis fixtures from test_inspire_job.
+    record_a = by_id["2802969"]
+    record_b = by_id["1452604"]
+    record_c = by_id["2840463"]  # skipped in first pass
+    skipped_id = str(record_c["id"])
+
+    page_1 = {
+        "hits": {"total": 3, "hits": [record_a, record_b]},
+        "links": {
+            "next": (
+                "https://inspirehep.net/api/literature"
+                "?q=_oai.sets%3AForCDS+AND+du+%3E%3D+2024-11-15+AND+du+%3C%3D+2025-01-09"
+                "&size=2&page=2"
+            )
+        },
+    }
+    # After a live update, record C moved off page 2, so the first pass never
+    # sees it and harvests 2 of the reported 3 records.
+    page_2_shifted = {
+        "hits": {"total": 3, "hits": []},
+        "links": {},
+    }
+    # By the time the reader harvests again, record C is back in view.
+    page_2_retry = {
+        "hits": {"total": 3, "hits": [record_c]},
+        "links": {},
+    }
+    page_2_calls = {"n": 0}
+
+    ds_config = {
+        "config": {
+            "readers": [
+                {
+                    "type": "inspire-http-reader",
+                    "args": {
+                        "since": "2024-11-15",
+                        "until": "2025-01-09",
+                    },
+                },
+            ],
+            "transformers": [{"type": "inspire-json-transformer"}],
+            "writers": [
+                {
+                    "type": "async",
+                    "args": {
+                        "writer": {
+                            "type": "inspire-writer",
+                        }
+                    },
+                }
+            ],
+            "batch_size": 100,
+            "write_many": True,
+        }
+    }
+
+    def mock_requests_get_shift(
+        url,
+        headers={"Accept": "application/vnd+inspire.record.expanded+json"},
+        stream=True,
+    ):
+        if "page=2" in url:
+            page_2_calls["n"] += 1
+            content = page_2_shifted if page_2_calls["n"] == 1 else page_2_retry
+        else:
+            content = page_1
+        return mock_requests_get(url, mock_content=content)
+
+    run_harvester_mock(ds_config, mock_requests_get_shift)
+
+    RDMRecord.index.refresh()
+
+    assert (
+        "Harvested fewer INSPIRE records than reported; harvesting again."
+        in caplog.text
+    )
+    assert "harvested=2, reported=3" in caplog.text
+    assert skipped_id in caplog.text
+
+    for inspire_id in (str(record_a["id"]), str(record_b["id"]), skipped_id):
+        created = current_rdm_records_service.search(
+            system_identity,
+            params={"q": f"metadata.related_identifiers.identifier:{inspire_id}"},
+        )
+        assert created.total == 1, f"Expected CDS record for INSPIRE#{inspire_id}"
+
+    # Explicitly prove the shifted record was persisted.
+    skipped_record = current_rdm_records_service.search(
+        system_identity,
+        params={"q": f"metadata.related_identifiers.identifier:{skipped_id}"},
+    )
+    assert (
+        skipped_record.to_dict()["hits"]["hits"][0]["metadata"]["title"]
+        == record_c["metadata"]["titles"][0]["title"]
+    )
diff --git a/site/tests/inspire_harvester/test_reader.py b/site/tests/inspire_harvester/test_reader.py
index ae5fb4b5..fe9dd662 100644
--- a/site/tests/inspire_harvester/test_reader.py
+++ b/site/tests/inspire_harvester/test_reader.py
@@ -10,7 +10,7 @@
 from unittest.mock import Mock, patch
 
 import pytest
-from invenio_vocabularies.datastreams.errors import ReaderError
+from invenio_vocabularies.datastreams.errors import IncompleteReadError, ReaderError
 
 from cds_rdm.inspire_harvester.reader import InspireHTTPReader
 
@@ -62,3 +62,152 @@ def test_reader_success(running_app):
         assert "metadata" in data
         assert "id" in data
         assert "links" in data
+
+
+def test_reader_recovers_missing_records(running_app, caplog):
+    """Test reader harvests again when pagination skipped a record."""
+    page_1 = {
+        "hits": {
+            "total": 6,
+            "hits": [{"id": "1"}, {"id": "2"}, {"id": "3"}],
+        },
+        "links": {
+            "next": "https://inspirehep.net/api/literature?q=test&page=2",
+        },
+    }
+    # Record 4 moved to page 1 after a live update, so page 2 no longer has it.
+    page_2 = {
+        "hits": {
+            "total": 6,
+            "hits": [{"id": "5"}, {"id": "6"}],
+        },
+        "links": {},
+    }
+    page_2_retry = {
+        "hits": {
+            "total": 6,
+            "hits": [{"id": "4"}, {"id": "5"}, {"id": "6"}],
+        },
+        "links": {},
+    }
+    page_2_calls = {"n": 0}
+
+    def side_effect(url, headers=None):
+        mock_response = Mock()
+        mock_response.status_code = 200
+        if "page=2" in url:
+            page_2_calls["n"] += 1
+            mock_response.json.return_value = (
+                page_2 if page_2_calls["n"] == 1 else page_2_retry
+            )
+        else:
+            mock_response.json.return_value = page_1
+        return mock_response
+
+    with patch("requests.get", side_effect=side_effect):
+        reader = InspireHTTPReader(since="2024-01-01", until="2024-01-02")
+        records = list(reader.read())
+
+    assert [str(r["id"]) for r in records] == ["1", "2", "3", "5", "6", "4"]
+    assert "Harvested fewer INSPIRE records than reported; harvesting again." in caplog.text
+
+
+def test_reader_does_not_retry_when_counts_match(running_app, caplog):
+    """Test reader stops when harvested IDs already match hits.total."""
+    page_1 = {
+        "hits": {
+            "total": 6,
+            "hits": [{"id": "1"}, {"id": "2"}, {"id": "3"}],
+        },
+        "links": {
+            "next": "https://inspirehep.net/api/literature?q=test&page=2",
+        },
+    }
+    page_2 = {
+        "hits": {
+            "total": 6,
+            "hits": [{"id": "4"}, {"id": "5"}, {"id": "6"}],
+        },
+        "links": {},
+    }
+    page_1_calls = {"n": 0}
+
+    def side_effect(url, headers=None):
+        mock_response = Mock()
+        mock_response.status_code = 200
+        if "page=2" in url:
+            mock_response.json.return_value = page_2
+        else:
+            page_1_calls["n"] += 1
+            mock_response.json.return_value = page_1
+        return mock_response
+
+    with patch("requests.get", side_effect=side_effect) as mock_get:
+        reader = InspireHTTPReader(since="2024-01-01", until="2024-01-02")
+        records = list(reader.read())
+
+    assert [str(r["id"]) for r in records] == ["1", "2", "3", "4", "5", "6"]
+    assert "harvesting again" not in caplog.text
+    assert page_1_calls["n"] == 1
+    assert all("fields=id" not in call.args[0] for call in mock_get.call_args_list)
+
+
+def test_reader_skips_recovery_for_single_page(running_app, caplog):
+    """Single-page harvests do not run again when counts already match."""
+    page_1 = {
+        "hits": {
+            "total": 2,
+            "hits": [{"id": "1"}, {"id": "2"}],
+        },
+        "links": {},
+    }
+
+    def side_effect(url, headers=None):
+        mock_response = Mock()
+        mock_response.status_code = 200
+        mock_response.json.return_value = page_1
+        return mock_response
+
+    with patch("requests.get", side_effect=side_effect) as mock_get:
+        reader = InspireHTTPReader(since="2024-01-01", until="2024-01-02")
+        records = list(reader.read())
+
+    assert [str(r["id"]) for r in records] == ["1", "2"]
+    assert "harvesting again" not in caplog.text
+    assert all("fields=id" not in call.args[0] for call in mock_get.call_args_list)
+    assert mock_get.call_count == 1
+
+
+def test_reader_caps_retry_passes(running_app, caplog):
+    """Test reader stops after MAX_HARVEST_PASSES even if counts never match."""
+    from cds_rdm.inspire_harvester.reader import MAX_HARVEST_PASSES
+
+    # Each pass reports total=3 but only yields one new id, so the outer loop
+    # would otherwise keep retrying forever as new_in_pass stays > 0.
+    pass_calls = {"n": 0}
+
+    def side_effect(url, headers=None):
+        pass_calls["n"] += 1
+        mock_response = Mock()
+        mock_response.status_code = 200
+        mock_response.json.return_value = {
+            "hits": {
+                "total": 10,
+                "hits": [{"id": str(pass_calls["n"])}],
+            },
+            "links": {},
+        }
+        return mock_response
+
+    records = []
+    with patch("requests.get", side_effect=side_effect) as mock_get:
+        reader = InspireHTTPReader(since="2024-01-01", until="2024-01-02")
+        with pytest.raises(IncompleteReadError, match="after max retries"):
+            for record in reader.read():
+                records.append(record)
+
+    assert [str(r["id"]) for r in records] == [
+        str(i) for i in range(1, MAX_HARVEST_PASSES + 1)
+    ]
+    assert mock_get.call_count == MAX_HARVEST_PASSES
+    assert "after max retries; stopping" in caplog.text
diff --git a/uv.lock b/uv.lock
index 9efe04ce..2342bae9 100644
--- a/uv.lock
+++ b/uv.lock
@@ -28,13 +28,13 @@ resolution-markers = [
     "python_full_version <= '3.9'",
 ]
 dependencies = [
-    { name = "aiohttp", version = "3.13.5", source = { registry = "https://pypi.org/simple" } },
-    { name = "aioitertools" },
-    { name = "botocore", version = "1.41.5", source = { registry = "https://pypi.org/simple" } },
-    { name = "jmespath" },
-    { name = "multidict" },
-    { name = "python-dateutil" },
-    { name = "wrapt", version = "1.17.3", source = { registry = "https://pypi.org/simple" } },
+    { name = "aiohttp", version = "3.13.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "aioitertools", marker = "python_full_version < '3.10'" },
+    { name = "botocore", version = "1.41.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "jmespath", marker = "python_full_version < '3.10'" },
+    { name = "multidict", marker = "python_full_version < '3.10'" },
+    { name = "python-dateutil", marker = "python_full_version < '3.10'" },
+    { name = "wrapt", version = "1.17.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/4d/f8/99fa90d9c25b78292899fd4946fce97b6353838b5ecc139ad8ba1436e70c/aiobotocore-2.26.0.tar.gz", hash = "sha256:50567feaf8dfe2b653570b4491f5bc8c6e7fb9622479d66442462c021db4fadc", size = 122026, upload-time = "2025-11-28T07:54:59.956Z" }
 wheels = [
@@ -51,14 +51,14 @@ resolution-markers = [
     "python_full_version == '3.10.*'",
 ]
 dependencies = [
-    { name = "aiohttp", version = "3.14.3", source = { registry = "https://pypi.org/simple" } },
-    { name = "aioitertools" },
-    { name = "botocore", version = "1.43.56", source = { registry = "https://pypi.org/simple" } },
-    { name = "jmespath" },
-    { name = "multidict" },
-    { name = "python-dateutil" },
-    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
-    { name = "wrapt", version = "2.4.0", source = { registry = "https://pypi.org/simple" } },
+    { name = "aiohttp", version = "3.14.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "aioitertools", marker = "python_full_version >= '3.10'" },
+    { name = "botocore", version = "1.43.56", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "jmespath", marker = "python_full_version >= '3.10'" },
+    { name = "multidict", marker = "python_full_version >= '3.10'" },
+    { name = "python-dateutil", marker = "python_full_version >= '3.10'" },
+    { name = "typing-extensions", marker = "python_full_version == '3.10.*'" },
+    { name = "wrapt", version = "2.4.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/73/c0/18abcb7e4e504a68714c280853fd180afe376a4a55e5511fb04ba76702e4/aiobotocore-3.9.0.tar.gz", hash = "sha256:5d344e97c518b010bea167c7f7ba4f9e785f9d2b8ac7af4fd00846c62f2c0a10", size = 514972, upload-time = "2026-08-01T11:54:07.673Z" }
 wheels = [
@@ -101,14 +101,14 @@ resolution-markers = [
     "python_full_version <= '3.9'",
 ]
 dependencies = [
-    { name = "aiohappyeyeballs", version = "2.6.1", source = { registry = "https://pypi.org/simple" } },
-    { name = "aiosignal" },
-    { name = "async-timeout" },
-    { name = "attrs" },
-    { name = "frozenlist" },
-    { name = "multidict" },
-    { name = "propcache", version = "0.4.1", source = { registry = "https://pypi.org/simple" } },
-    { name = "yarl", version = "1.22.0", source = { registry = "https://pypi.org/simple" } },
+    { name = "aiohappyeyeballs", version = "2.6.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "aiosignal", marker = "python_full_version < '3.10'" },
+    { name = "async-timeout", marker = "python_full_version < '3.10'" },
+    { name = "attrs", marker = "python_full_version < '3.10'" },
+    { name = "frozenlist", marker = "python_full_version < '3.10'" },
+    { name = "multidict", marker = "python_full_version < '3.10'" },
+    { name = "propcache", version = "0.4.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
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