diff --git a/poller/main.py b/poller/main.py
index 5728198..3e43519 100644
--- a/poller/main.py
+++ b/poller/main.py
@@ -13,6 +13,17 @@ import numpy as np
 import os
 import psycopg
 import time
+import logging
+from pythonjsonlogger.json import JsonFormatter
+
+logger = logging.getLogger(__name__)
+logger.setLevel(logging.INFO)
+logHandler = logging.StreamHandler()
+formatter = JsonFormatter("{asctime}{message}", style="{")
+logHandler.setFormatter(formatter)
+logger.addHandler(logHandler)
+
+#####
 
 dotenv.load_dotenv('/home/paul/scripts-private/lech/cavepedia-v2/poller.env')
 
@@ -67,7 +78,7 @@ def split_pdfs():
                 key = record['s3']['object']['key']
                 key = unquote(key)
 
-                print(f'SPLITTING bucket: {bucket}, key: {key}')
+                logger.info(f'SPLITTING bucket: {bucket}, key: {key}')
 
                 ##### get pdf #####
                 with s3.get_object(bucket, key) as obj:
@@ -131,7 +142,7 @@ def process_events():
     for row in rows:
         bucket = row['bucket']
         key = row['key']
-        print(f'PROCESSING bucket: {bucket}, key: {key}')
+        logger.info(f'PROCESSING bucket: {bucket}, key: {key}')
 
         # tier 1 limit: 4k tokens/min
         # single pdf = 2-3k tokens
@@ -151,15 +162,15 @@ def process_events():
                 if e.type == 'overloaded_error':
                     if attempt < max_retries - 1:
                         sleep_time = retry_delay * (2 ** attempt)
-                        print(f"Overload error. Retrying in {sleep_time:.2f} seconds...")
+                        logger.info(f"Overload error. Retrying in {sleep_time:.2f} seconds...")
                         time.sleep(sleep_time)
                     else:
-                        print('Max retries reached.')
+                        logger.info('Max retries reached.')
                         raise
                 else:
                     raise
             except Exception as e:
-                print(f"An unexpected error occurred: {e}")
+                logger.error(f"An unexpected error occurred: {e}")
                 BACKOFF = True
                 break
 
@@ -173,6 +184,14 @@ def embed(text, input_type):
     )
     return resp.embeddings.float[0]
 
+def fix_pages():
+    i = 766
+    while i > 0:
+        conn.execute('UPDATE embeddings SET key = %s WHERE key = %s', (f'public/va/caves-of-virginia.pdf/page-{i}.pdf', f'public/va/caves-of-virginia.pdf/page-{i-1}.pdf'))
+        conn.commit()
+        i -= 1
+
+
 if __name__ == '__main__':
     create_tables()
     while True:
@@ -182,6 +201,6 @@ if __name__ == '__main__':
         process_events()
 
         if BACKOFF:
-            print('BACKOFF')
+            logger.info('BACKOFF')
             time.sleep(10 * 60)
         time.sleep(5 * 60)
diff --git a/poller/pyproject.toml b/poller/pyproject.toml
index 3ece2a9..9603ca2 100644
--- a/poller/pyproject.toml
+++ b/poller/pyproject.toml
@@ -13,5 +13,6 @@ dependencies = [
     "psycopg[binary]>=3.2.9",
     "pypdf>=5.5.0",
     "python-dotenv>=1.1.0",
+    "python-json-logger>=3.3.0",
     "types-psycopg2>=2.9.21.20250516",
 ]
diff --git a/poller/search.py b/poller/search.py
index 7f93eb6..b174797 100644
--- a/poller/search.py
+++ b/poller/search.py
@@ -36,7 +36,7 @@ def embed(text, input_type):
     return resp.embeddings.float[0]
 
 def search():
-    query = 'caves locations in bath county'
+    query = 'tazwell county caves'
     query_embedding = embed(query, 'search_query')
 
     rows = conn.execute('SELECT * FROM embeddings ORDER BY embedding <=> %s::vector LIMIT 5', (query_embedding,)).fetchall()
diff --git a/poller/uv.lock b/poller/uv.lock
index 7889297..9f0332a 100644
--- a/poller/uv.lock
+++ b/poller/uv.lock
@@ -552,6 +552,7 @@ dependencies = [
     { name = "psycopg", extra = ["binary"] },
     { name = "pypdf" },
     { name = "python-dotenv" },
+    { name = "python-json-logger" },
     { name = "types-psycopg2" },
 ]
 
@@ -565,6 +566,7 @@ requires-dist = [
     { name = "psycopg", extras = ["binary"], specifier = ">=3.2.9" },
     { name = "pypdf", specifier = ">=5.5.0" },
     { name = "python-dotenv", specifier = ">=1.1.0" },
+    { name = "python-json-logger", specifier = ">=3.3.0" },
     { name = "types-psycopg2", specifier = ">=2.9.21.20250516" },
 ]
 
@@ -763,6 +765,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/1e/18/98a99ad95133c6a6e2005fe89faedf294a748bd5dc803008059409ac9b1e/python_dotenv-1.1.0-py3-none-any.whl", hash = "sha256:d7c01d9e2293916c18baf562d95698754b0dbbb5e74d457c45d4f6561fb9d55d", size = 20256, upload-time = "2025-03-25T10:14:55.034Z" },
 ]
 
+[[package]]
+name = "python-json-logger"
+version = "3.3.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/9e/de/d3144a0bceede957f961e975f3752760fbe390d57fbe194baf709d8f1f7b/python_json_logger-3.3.0.tar.gz", hash = "sha256:12b7e74b17775e7d565129296105bbe3910842d9d0eb083fc83a6a617aa8df84", size = 16642, upload-time = "2025-03-07T07:08:27.301Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/08/20/0f2523b9e50a8052bc6a8b732dfc8568abbdc42010aef03a2d750bdab3b2/python_json_logger-3.3.0-py3-none-any.whl", hash = "sha256:dd980fae8cffb24c13caf6e158d3d61c0d6d22342f932cb6e9deedab3d35eec7", size = 15163, upload-time = "2025-03-07T07:08:25.627Z" },
+]
+
 [[package]]
 name = "pyyaml"
 version = "6.0.2"