diff --git a/octavia/common/base_taskflow.py b/octavia/common/base_taskflow.py
index 920ca5ec9c..8523d88002 100644
--- a/octavia/common/base_taskflow.py
+++ b/octavia/common/base_taskflow.py
@@ -24,6 +24,7 @@ from oslo_utils import uuidutils
 from taskflow.conductors.backends import impl_blocking
 from taskflow import engines
 from taskflow import exceptions as taskflow_exc
+from taskflow.jobs.base import Job
 from taskflow.listeners import base
 from taskflow.listeners import logging
 from taskflow.persistence import models
@@ -51,6 +52,44 @@ def retryMaskFilter(record):
 LOG.logger.addFilter(retryMaskFilter)
 
 
+def _details_filter(obj):
+    if isinstance(obj, dict):
+        ret = {}
+        for key in obj:
+            if (key in ('certificate', 'private_key', 'passphrase') and
+                    isinstance(obj[key], str)):
+                ret[key] = '***'
+            elif key == 'intermediates' and isinstance(obj[key], list):
+                ret[key] = ['***'] * len(obj[key])
+            else:
+                ret[key] = _details_filter(obj[key])
+        return ret
+    if isinstance(obj, list):
+        return [_details_filter(e) for e in obj]
+    return obj
+
+
+class FilteredJob(Job):
+    def __str__(self):
+        # Override the detault __str__ method from taskflow.job.base.Job,
+        # filter out private information from details
+        cls_name = type(self).__name__
+        details = _details_filter(self.details)
+        return "%s: %s (priority=%s, uuid=%s, details=%s)" % (
+            cls_name, self.name, self.priority,
+            self.uuid, details)
+
+
+class JobDetailsFilter(log.logging.Filter):
+    def filter(self, record):
+        # If the first arg is a Job, convert it now to a string with our custom
+        # method
+        if isinstance(record.args[0], Job):
+            arg0 = record.args[0]
+            record.args = (FilteredJob.__str__(arg0),) + record.args[1:]
+        return True
+
+
 class BaseTaskFlowEngine(object):
     """This is the task flow engine
 
@@ -129,6 +168,11 @@ class TaskFlowServiceController(object):
     def __init__(self, driver):
         self.driver = driver
 
+        # Install filter for taskflow executor logger
+        taskflow_logger = log.logging.getLogger(
+            "taskflow.conductors.backends.impl_executor")
+        taskflow_logger.addFilter(JobDetailsFilter())
+
     def run_poster(self, flow_factory, *args, **kwargs):
         with self.driver.persistence_driver.get_persistence() as persistence:
             with self.driver.job_board(persistence) as job_board:
diff --git a/octavia/tests/unit/common/test_base_taskflow.py b/octavia/tests/unit/common/test_base_taskflow.py
index 424a91d2a0..779e9d0035 100644
--- a/octavia/tests/unit/common/test_base_taskflow.py
+++ b/octavia/tests/unit/common/test_base_taskflow.py
@@ -18,6 +18,7 @@ from unittest import mock
 from oslo_config import cfg
 from oslo_config import fixture as oslo_fixture
 from taskflow import engines as tf_engines
+from taskflow.jobs.base import Job
 
 from octavia.common import base_taskflow
 import octavia.tests.unit.base as base
@@ -173,3 +174,62 @@ class TestTaskFlowServiceController(base.TestCase):
         job1.extend_expiry.assert_called_once_with(30)
         job2.extend_expiry.assert_not_called()
         job3.extend_expiry.assert_not_called()
+
+
+class TestJobDetailsFilter(base.TestCase):
+    def test_filter(self):
+        log_filter = base_taskflow.JobDetailsFilter()
+
+        tls_container_data = {
+            'certificate': '<CERTIFICATE>',
+            'private_key': '<PRIVATE_KEY>',
+            'passphrase': '<PASSPHRASE>',
+            'intermediates': [
+                '<INTERMEDIATE1>',
+                '<INTERMEDIATE2>'
+            ]
+        }
+
+        job = mock.Mock(spec=Job)
+        job.details = {
+            'store': {
+                'listeners': [
+                    {
+                        'name': 'listener_name',
+                        'default_tls_container_data': tls_container_data
+                    }
+                ],
+                'any_recursive': {
+                    'type': [
+                        {
+                            'other_list': [
+                                tls_container_data,
+                                {
+                                    'test': tls_container_data,
+                                }
+                            ]
+                        }
+                    ]
+                }
+            }
+        }
+
+        record = mock.Mock()
+        record.args = (job, 'something')
+
+        ret = log_filter.filter(record)
+        self.assertTrue(ret)
+
+        self.assertNotIn(tls_container_data['certificate'], record.args[0])
+        self.assertNotIn(tls_container_data['private_key'], record.args[0])
+        self.assertNotIn(tls_container_data['passphrase'], record.args[0])
+        self.assertNotIn(tls_container_data['intermediates'][0],
+                         record.args[0])
+        self.assertNotIn(tls_container_data['intermediates'][1],
+                         record.args[0])
+        self.assertIn('listener_name', record.args[0])
+
+        record.args = ('arg1', 2)
+
+        ret = log_filter.filter(record)
+        self.assertTrue(ret)
diff --git a/releasenotes/notes/filter-out-private-information-from-taskflow-logs-0d8697140423b4d5.yaml b/releasenotes/notes/filter-out-private-information-from-taskflow-logs-0d8697140423b4d5.yaml
new file mode 100644
index 0000000000..5cead5933e
--- /dev/null
+++ b/releasenotes/notes/filter-out-private-information-from-taskflow-logs-0d8697140423b4d5.yaml
@@ -0,0 +1,12 @@
+---
+security:
+  - |
+    Filter out private information from the taskflow logs when ''INFO'' level
+    messages are enabled and when jobboard is enabled. Logs might have included
+    TLS certificates and private_key. By default, in Octavia only WARNING and
+    above messages are enabled in taskflow and jobboard is disabled.
+fixes:
+  - |
+    The parameters of a taskflow Flow were logged in ''INFO'' level messages by
+    taskflow, it included TLS-enabled listeners and pools parameters, such as
+    certificates and private_key.