diff --git a/airflow/cli/commands/db_command.py b/airflow/cli/commands/db_command.py
index dad068547c23e..be7dff62d74a3 100644
--- a/airflow/cli/commands/db_command.py
+++ b/airflow/cli/commands/db_command.py
@@ -45,7 +45,7 @@ def initdb(args):
         "airflow connections create-default-connections to create the default connections",
         DeprecationWarning,
     )
-    print("DB: " + repr(settings.engine.url))
+    print(f"DB: {settings.engine.url!r}")
     db.initdb()
     print("Initialization done")
 
@@ -53,7 +53,7 @@ def initdb(args):
 @providers_configuration_loaded
 def resetdb(args):
     """Reset the metadata database."""
-    print("DB: " + repr(settings.engine.url))
+    print(f"DB: {settings.engine.url!r}")
     if not (args.yes or input("This will drop existing tables if they exist. Proceed? (y/n)").upper() == "Y"):
         raise SystemExit("Cancelled")
     db.resetdb(skip_init=args.skip_init)
@@ -69,7 +69,7 @@ def upgradedb(args):
 @providers_configuration_loaded
 def migratedb(args):
     """Migrates the metadata database."""
-    print("DB: " + repr(settings.engine.url))
+    print(f"DB: {settings.engine.url!r}")
     if args.to_revision and args.to_version:
         raise SystemExit("Cannot supply both `--to-revision` and `--to-version`.")
     if args.from_version and args.from_revision:
@@ -97,7 +97,7 @@ def migratedb(args):
         to_revision = args.to_revision
 
     if not args.show_sql_only:
-        print("Performing upgrade to the metadata database " + repr(settings.engine.url))
+        print(f"Performing upgrade to the metadata database {settings.engine.url!r}")
     else:
         print("Generating sql for upgrade -- upgrade commands will *not* be submitted.")
 
@@ -139,7 +139,7 @@ def downgrade(args):
     elif args.to_revision:
         to_revision = args.to_revision
     if not args.show_sql_only:
-        print("Performing downgrade with database " + repr(settings.engine.url))
+        print(f"Performing downgrade with database {settings.engine.url!r}")
     else:
         print("Generating sql for downgrade -- downgrade commands will *not* be submitted.")
 
@@ -170,7 +170,7 @@ def check_migrations(args):
 def shell(args):
     """Run a shell that allows to access metadata database."""
     url = settings.engine.url
-    print("DB: " + repr(url))
+    print(f"DB: {url!r}")
 
     if url.get_backend_name() == "mysql":
         with NamedTemporaryFile(suffix="my.cnf") as f:
diff --git a/airflow/cli/commands/variable_command.py b/airflow/cli/commands/variable_command.py
index eb3d353e41b17..db0e92de282c1 100644
--- a/airflow/cli/commands/variable_command.py
+++ b/airflow/cli/commands/variable_command.py
@@ -90,7 +90,7 @@ def variables_import(args):
         try:
             Variable.set(k, v, serialize_json=not isinstance(v, str))
         except Exception as e:
-            print(f"Variable import failed: {repr(e)}")
+            print(f"Variable import failed: {e!r}")
             fail_count += 1
         else:
             suc_count += 1
diff --git a/airflow/jobs/backfill_job_runner.py b/airflow/jobs/backfill_job_runner.py
index 2508ba69ab3b7..0e39fb0e0246f 100644
--- a/airflow/jobs/backfill_job_runner.py
+++ b/airflow/jobs/backfill_job_runner.py
@@ -1036,8 +1036,8 @@ def query(result, items):
 
         reset_tis = helpers.reduce_in_chunks(query, tis_to_reset, [], self.job.max_tis_per_query)
 
-        task_instance_str = "\n\t".join(repr(x) for x in reset_tis)
+        task_instance_str = "\n".join(f"\t{x!r}" for x in reset_tis)
         session.flush()
 
-        self.log.info("Reset the following %s TaskInstances:\n\t%s", len(reset_tis), task_instance_str)
+        self.log.info("Reset the following %s TaskInstances:\n%s", len(reset_tis), task_instance_str)
         return len(reset_tis)
diff --git a/airflow/jobs/scheduler_job_runner.py b/airflow/jobs/scheduler_job_runner.py
index ffcaf4f1a384e..947fec0a7b4b3 100644
--- a/airflow/jobs/scheduler_job_runner.py
+++ b/airflow/jobs/scheduler_job_runner.py
@@ -410,10 +410,8 @@ def _executable_task_instances_to_queued(self, max_tis: int, session: Session) -
                 break
 
             # Put one task instance on each line
-            task_instance_str = "\n\t".join(repr(x) for x in task_instances_to_examine)
-            self.log.info(
-                "%s tasks up for execution:\n\t%s", len(task_instances_to_examine), task_instance_str
-            )
+            task_instance_str = "\n".join(f"\t{x!r}" for x in task_instances_to_examine)
+            self.log.info("%s tasks up for execution:\n%s", len(task_instances_to_examine), task_instance_str)
 
             for task_instance in task_instances_to_examine:
                 pool_name = task_instance.pool
@@ -591,8 +589,8 @@ def _executable_task_instances_to_queued(self, max_tis: int, session: Session) -
         Stats.gauge("scheduler.tasks.executable", len(executable_tis))
 
         if len(executable_tis) > 0:
-            task_instance_str = "\n\t".join(repr(x) for x in executable_tis)
-            self.log.info("Setting the following tasks to queued state:\n\t%s", task_instance_str)
+            task_instance_str = "\n".join(f"\t{x!r}" for x in executable_tis)
+            self.log.info("Setting the following tasks to queued state:\n%s", task_instance_str)
 
             # set TIs to queued state
             filter_for_tis = TI.filter_for_tis(executable_tis)
diff --git a/airflow/providers/apache/hive/hooks/hive.py b/airflow/providers/apache/hive/hooks/hive.py
index a57429f830ef1..71a60cd6d3ff2 100644
--- a/airflow/providers/apache/hive/hooks/hive.py
+++ b/airflow/providers/apache/hive/hooks/hive.py
@@ -923,8 +923,8 @@ def _get_results(
                     description = cur.description
                     if previous_description and previous_description != description:
                         message = f"""The statements are producing different descriptions:
-                                     Current: {repr(description)}
-                                     Previous: {repr(previous_description)}"""
+                                     Current: {description!r}
+                                     Previous: {previous_description!r}"""
                         raise ValueError(message)
                     elif not previous_description:
                         previous_description = description
diff --git a/airflow/providers/daskexecutor/executors/dask_executor.py b/airflow/providers/daskexecutor/executors/dask_executor.py
index 1998e7c7df126..3e93f0161fc99 100644
--- a/airflow/providers/daskexecutor/executors/dask_executor.py
+++ b/airflow/providers/daskexecutor/executors/dask_executor.py
@@ -113,7 +113,7 @@ def _process_future(self, future: Future) -> None:
         if future.done():
             key = self.futures[future]
             if future.exception():
-                self.log.error("Failed to execute task: %s", repr(future.exception()))
+                self.log.error("Failed to execute task: %r", future.exception())
                 self.fail(key)
             elif future.cancelled():
                 self.log.error("Failed to execute task")
diff --git a/airflow/providers/docker/operators/docker.py b/airflow/providers/docker/operators/docker.py
index 7683530a4cfc7..70fc299421c78 100644
--- a/airflow/providers/docker/operators/docker.py
+++ b/airflow/providers/docker/operators/docker.py
@@ -408,7 +408,7 @@ def _run_image_with_mounts(self, target_mounts, add_tmp_variable: bool) -> list[
                 )
             elif result["StatusCode"] != 0:
                 joined_log_lines = "\n".join(log_lines)
-                raise AirflowException(f"Docker container failed: {repr(result)} lines {joined_log_lines}")
+                raise AirflowException(f"Docker container failed: {result!r} lines {joined_log_lines}")
 
             if self.retrieve_output:
                 return self._attempt_to_retrieve_result()
diff --git a/airflow/providers/docker/operators/docker_swarm.py b/airflow/providers/docker/operators/docker_swarm.py
index 4ee5872239ad7..9a44a3174988c 100644
--- a/airflow/providers/docker/operators/docker_swarm.py
+++ b/airflow/providers/docker/operators/docker_swarm.py
@@ -161,7 +161,7 @@ def _run_service(self) -> None:
         if self.service and self._service_status() != "complete":
             if self.auto_remove == "success":
                 self.cli.remove_service(self.service["ID"])
-            raise AirflowException("Service did not complete: " + repr(self.service))
+            raise AirflowException(f"Service did not complete: {self.service!r}")
         elif self.auto_remove == "success":
             if not self.service:
                 raise Exception("The 'service' should be initialized before!")
diff --git a/airflow/providers/grpc/operators/grpc.py b/airflow/providers/grpc/operators/grpc.py
index 9e7d77894cff6..294bf8584b3c4 100644
--- a/airflow/providers/grpc/operators/grpc.py
+++ b/airflow/providers/grpc/operators/grpc.py
@@ -91,6 +91,6 @@ def execute(self, context: Context) -> None:
 
     def _handle_response(self, response: Any, context: Context) -> None:
         if self.log_response:
-            self.log.info(repr(response))
+            self.log.info("%r", response)
         if self.response_callback:
             self.response_callback(response, context)
diff --git a/airflow/providers/openlineage/utils/utils.py b/airflow/providers/openlineage/utils/utils.py
index 3ff7610c4f1e7..07484d994ded2 100644
--- a/airflow/providers/openlineage/utils/utils.py
+++ b/airflow/providers/openlineage/utils/utils.py
@@ -380,13 +380,8 @@ def _redact(self, item: Redactable, name: str | None, depth: int, max_depth: int
                     return item
                 else:
                     return super()._redact(item, name, depth, max_depth)
-        except Exception as e:
-            log.warning(
-                "Unable to redact %s. Error was: %s: %s",
-                repr(item),
-                type(e).__name__,
-                str(e),
-            )
+        except Exception as exc:
+            log.warning("Unable to redact %r. Error was: %s: %s", item, type(exc).__name__, exc)
         return item
 
 
diff --git a/airflow/utils/log/secrets_masker.py b/airflow/utils/log/secrets_masker.py
index efd612c04da2e..a0f0da847c1b5 100644
--- a/airflow/utils/log/secrets_masker.py
+++ b/airflow/utils/log/secrets_masker.py
@@ -277,13 +277,13 @@ def _redact(self, item: Redactable, name: str | None, depth: int, max_depth: int
         # I think this should never happen, but it does not hurt to leave it just in case
         # Well. It happened (see https://github.com/apache/airflow/issues/19816#issuecomment-983311373)
         # but it caused infinite recursion, so we need to cast it to str first.
-        except Exception as e:
+        except Exception as exc:
             log.warning(
-                "Unable to redact %s, please report this via <https://github.com/apache/airflow/issues>. "
+                "Unable to redact %r, please report this via <https://github.com/apache/airflow/issues>. "
                 "Error was: %s: %s",
-                repr(item),
-                type(e).__name__,
-                str(e),
+                item,
+                type(exc).__name__,
+                exc,
             )
             return item
 
diff --git a/airflow/utils/sqlalchemy.py b/airflow/utils/sqlalchemy.py
index b4b726ca327ab..f97570b94c429 100644
--- a/airflow/utils/sqlalchemy.py
+++ b/airflow/utils/sqlalchemy.py
@@ -69,7 +69,7 @@ def process_bind_param(self, value, dialect):
         if not isinstance(value, datetime.datetime):
             if value is None:
                 return None
-            raise TypeError("expected datetime.datetime, not " + repr(value))
+            raise TypeError(f"expected datetime.datetime, not {value!r}")
         elif value.tzinfo is None:
             raise ValueError("naive datetime is disallowed")
         elif dialect.name == "mysql":
diff --git a/airflow/www/views.py b/airflow/www/views.py
index 05a88115dd76b..951ed496da646 100644
--- a/airflow/www/views.py
+++ b/airflow/www/views.py
@@ -5137,8 +5137,8 @@ def varimport(self):
             for k, v in variable_dict.items():
                 try:
                     models.Variable.set(k, v, serialize_json=not isinstance(v, str))
-                except Exception as e:
-                    logging.info("Variable import failed: %s", repr(e))
+                except Exception as exc:
+                    logging.info("Variable import failed: %r", exc)
                     fail_count += 1
                 else:
                     suc_count += 1
diff --git a/tests/providers/grpc/operators/test_grpc.py b/tests/providers/grpc/operators/test_grpc.py
index 62540bbfeae22..053866037652b 100644
--- a/tests/providers/grpc/operators/test_grpc.py
+++ b/tests/providers/grpc/operators/test_grpc.py
@@ -77,8 +77,8 @@ def test_execute_with_log(self, mock_hook):
             mock_hook.assert_called_once_with("grpc_default", interceptors=None, custom_connection_func=None)
             mocked_hook.run.assert_called_once_with(StubClass, "stream_call", data={}, streaming=False)
             mock_info.assert_any_call("Calling gRPC service")
-            mock_info.assert_any_call("'value1'")
-            mock_info.assert_any_call("'value2'")
+            mock_info.assert_any_call("%r", "value1")
+            mock_info.assert_any_call("%r", "value2")
 
     @mock.patch("airflow.providers.grpc.operators.grpc.GrpcHook")
     def test_execute_with_callback(self, mock_hook):