diff --git a/src/extractor/extractors/media.py b/src/extractor/extractors/media.py
index d98230e..a55b9ed 100644
--- a/src/extractor/extractors/media.py
+++ b/src/extractor/extractors/media.py
@@ -88,7 +88,7 @@ def load_media(path: Path, link_registry: LinkRegistry) -> Optional[pd.DataFrame
 
     media_df = media_df[media_df.columns.intersection(EXPORT_COLUMNS)]
 
-    media_df = media_df.rename(columns=RENAME_COLUMNS)
+    media_df = media_df.rename(columns=RENAME_COLUMNS, errors="ignore")
 
     link_registry.add_linkables(
         "media", media_df["source_url"].to_list(), media_df.index.to_list()
diff --git a/src/extractor/extractors/pages.py b/src/extractor/extractors/pages.py
index afbfc34..aaf8a61 100644
--- a/src/extractor/extractors/pages.py
+++ b/src/extractor/extractors/pages.py
@@ -78,7 +78,7 @@ def load_pages(path: Path, link_registry: LinkRegistry) -> Optional[pd.DataFrame
     )
 
     pages_df = pages_df[pages_df.columns.intersection(EXPORT_COLUMNS)]
-    pages_df = pages_df.rename(columns=RENAME_COLUMNS)
+    pages_df = pages_df.rename(columns=RENAME_COLUMNS, errors="ignore")
 
     link_registry.add_linkables(
         "pages", pages_df["link"].to_list(), pages_df.index.to_list()
diff --git a/src/extractor/extractors/posts.py b/src/extractor/extractors/posts.py
index a00fc12..b1922bd 100644
--- a/src/extractor/extractors/posts.py
+++ b/src/extractor/extractors/posts.py
@@ -85,11 +85,14 @@ def load_posts(
 
     # yoast_head_json.og_image is a list containing 0 or 1 image dictionaries
     # Get the "url" property if there is an image
-    posts_df["og_image_url"] = posts_df["yoast_head_json.og_image"].apply(
-        lambda image: image[0]["url"]
-        if not isinstance(image, float) and len(image) > 0
-        else None
-    )
+    if "yoast_head_json.title" in posts_df.columns:
+        posts_df["og_image_url"] = posts_df["yoast_head_json.og_image"].apply(
+            lambda image: image[0]["url"]
+            if not isinstance(image, float) and len(image) > 0
+            else None
+        )
+    else:
+        posts_df["og_image_url"] = None
 
     posts_df["link_locale"] = posts_df["link"].apply(extract_locale)
 
@@ -119,8 +122,8 @@ def load_posts(
         lambda r: extract_content_data(r["content.bs"], r["link"]), axis=1
     )
 
-    posts_df = posts_df[EXPORT_COLUMNS]
-    posts_df = posts_df.rename(columns=RENAME_COLUMNS)
+    posts_df = posts_df[posts_df.columns.intersection(EXPORT_COLUMNS)]
+    posts_df = posts_df.rename(columns=RENAME_COLUMNS, errors="ignore")
 
     return posts_df
 
diff --git a/src/extractor/extractors/users.py b/src/extractor/extractors/users.py
index a85cefc..2656630 100644
--- a/src/extractor/extractors/users.py
+++ b/src/extractor/extractors/users.py
@@ -22,9 +22,12 @@ def load_users(path: Path) -> Optional[pd.DataFrame]:
     if users_df is None:
         return None
 
-    users_df["avatar"] = users_df["yoast_head_json.og_image"].apply(
-        lambda image: image[0]["url"] if len(image) > 0 else None
-    )
+    if "yoast_head_json.og_image" in users_df.columns:
+        users_df["avatar"] = users_df["yoast_head_json.og_image"].apply(
+            lambda image: image[0]["url"] if len(image) > 0 else None
+        )
+    else:
+        users_df["avatar"] = None
 
     users_df = users_df[users_df.columns.intersection(EXPORT_COLUMNS)]
 
diff --git a/tests/extractors/test_posts.py b/tests/extractors/test_posts.py
index 548bcef..0e6eb66 100644
--- a/tests/extractors/test_posts.py
+++ b/tests/extractors/test_posts.py
@@ -14,6 +14,7 @@
 )
 from extractor.parse.translations._resolver import TranslationLink
 from helpers.df import ordered_col
+from helpers.file import json_without_cols
 from pytest_mock import MockerFixture
 
 
@@ -198,3 +199,10 @@ def test_resolves_media(posts_df_and_registry):
         data_type="media",
         idx=1,
     )
+
+
+def test_no_yoast_columns(datadir, scrape_urls_files):
+    path = json_without_cols(datadir / "posts.json", {"yoast_head", "yoast_head_json"})
+
+    posts_df = load_posts(path, LinkRegistry(), scrape_urls_files, None)
+    assert posts_df.iloc[0].og_image_url is None
diff --git a/tests/extractors/test_users.py b/tests/extractors/test_users.py
index 9d219ba..bb327e8 100644
--- a/tests/extractors/test_users.py
+++ b/tests/extractors/test_users.py
@@ -1,6 +1,7 @@
 import pandas as pd
 import pytest
 from extractor.extractors.users import load_users
+from helpers.file import json_without_cols
 
 
 @pytest.fixture()
@@ -11,3 +12,9 @@ def users_df(datadir):
 def test_user_load(datadir, users_df):
     expected_df = pd.read_json(datadir / "users_df_out.json", orient="table")
     assert users_df.equals(expected_df)
+
+
+def test_no_yoast_columns(datadir):
+    path = json_without_cols(datadir / "users.json", {"yoast_head", "yoast_head_json"})
+    users_df = load_users(path)
+    assert users_df.iloc[0].avatar is None
diff --git a/tests/helpers/file.py b/tests/helpers/file.py
new file mode 100644
index 0000000..198ad40
--- /dev/null
+++ b/tests/helpers/file.py
@@ -0,0 +1,19 @@
+import json
+import tempfile
+from pathlib import Path
+from typing import Set
+
+
+def json_without_cols(in_file: Path, del_cols: Set[str]) -> Path:
+    in_data = json.loads(in_file.read_text())
+    delete_keys = {"yoast_head", "yoast_head_json"}
+    out_data = [
+        {key: item[key] for key, value in item.items() if key not in delete_keys}
+        for item in in_data
+    ]
+
+    with tempfile.NamedTemporaryFile(mode="w+", delete=False) as f:
+        json.dump(out_data, f)
+        path = f.name
+
+    return Path(path)