diff --git a/.github/workflows/pr-tests.yaml b/.github/workflows/pr-tests.yaml
index 92ad8fd..5762171 100644
--- a/.github/workflows/pr-tests.yaml
+++ b/.github/workflows/pr-tests.yaml
@@ -58,7 +58,7 @@ jobs:
         ./scripts/test
 
     - name: Upload coverage to Codecov
-      uses: codecov/codecov-action@v4.4.0
+      uses: codecov/codecov-action@v4.5.0
       with:
         file: ./coverage.xml
         name: kstreams
diff --git a/docs/backends.md b/docs/backends.md
index 1e1e394..5ee9724 100644
--- a/docs/backends.md
+++ b/docs/backends.md
@@ -9,4 +9,4 @@ with the backend.
     options:
         show_root_heading: true
         docstring_section_style: table
-        show_bases: false
\ No newline at end of file
+        show_bases: false
diff --git a/kstreams/backends/kafka.py b/kstreams/backends/kafka.py
index 077574a..06cef27 100644
--- a/kstreams/backends/kafka.py
+++ b/kstreams/backends/kafka.py
@@ -27,11 +27,38 @@ class Kafka(BaseModel):
     It uses pydantic internally.
 
     !!! Example
-        ```python
+        ```python title="Backend with PLAINTEXT"
         from kstreams.backends.kafka import Kafka
         from kstreams import create_engine, Stream
 
-        backend = Kafka(bootstrap_servers=["localhost:8082"])
+        backend = Kafka(bootstrap_servers=["localhost:9092"])
+        stream_engine = create_engine(title="my-stream-engine", backend=backend)
+        ```
+    
+    !!! Example
+        ```python title="Backend with SSL"
+        import ssl
+
+        from kstreams.backends.kafka import Kafka
+        from kstreams import create_engine, utils, Stream
+
+
+        def get_ssl_context() -> ssl.SSLContext:
+            # SSL context can also be created from mem:
+            # https://kpn.github.io/kstreams/utils/#kstreams.utils.create_ssl_context_from_mem
+            return utils.create_ssl_context(
+                certdata="path/to/client-certificate",
+                keydata="path/to/client-private-key",
+                cadata="path/to/ca-bundle",  # Default None
+                password="password-to-load-certificate-chain"  # Default None
+            )
+
+        backend = Kafka(
+            bootstrap_servers=["localhost:9094"],
+            security_protocol="SSL",
+            ssl_context=get_ssl_context(),
+        )
+
         stream_engine = create_engine(title="my-stream-engine", backend=backend)
         ```