diff --git a/pgml-cms/docs/.gitbook/assets/Getting-Started_FDW-Diagram.svg b/pgml-cms/docs/.gitbook/assets/Getting-Started_FDW-Diagram.svg
new file mode 100644
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--- /dev/null
+++ b/pgml-cms/docs/.gitbook/assets/Getting-Started_FDW-Diagram.svg
@@ -0,0 +1,47 @@
+
diff --git a/pgml-cms/docs/.gitbook/assets/Getting-Started_Logical-Replication-Diagram.svg b/pgml-cms/docs/.gitbook/assets/Getting-Started_Logical-Replication-Diagram.svg
new file mode 100644
index 000000000..8a5f88f18
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+++ b/pgml-cms/docs/.gitbook/assets/Getting-Started_Logical-Replication-Diagram.svg
@@ -0,0 +1,47 @@
+
diff --git a/pgml-cms/docs/.gitbook/assets/fdw_1.png b/pgml-cms/docs/.gitbook/assets/fdw_1.png
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diff --git a/pgml-cms/docs/.gitbook/assets/logical_replication_1.png b/pgml-cms/docs/.gitbook/assets/logical_replication_1.png
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diff --git a/pgml-cms/docs/introduction/getting-started/import-your-data/README.md b/pgml-cms/docs/introduction/getting-started/import-your-data/README.md
index 0ab10669c..755d94cf7 100644
--- a/pgml-cms/docs/introduction/getting-started/import-your-data/README.md
+++ b/pgml-cms/docs/introduction/getting-started/import-your-data/README.md
@@ -12,11 +12,11 @@ Just like any PostgreSQL database, PostgresML can be configured as the primary a
If your intention is to use PostgresML as your primary database, your job here is done. You can use the connection credentials provided and start building your application on top of in-database AI right away.
-## [Logical replica](logical-replication/)
+## [Logical replication](logical-replication/)
If your primary database is hosted elsewhere, for example AWS RDS, or Azure Postgres, you can get your data replicated to PostgresML in real time using logical replication.
-
+
Having access to your data immediately is very useful to
accelerate your machine learning use cases and removes the need for moving data multiple times between microservices. Latency-sensitive applications should consider using this approach.
@@ -25,7 +25,7 @@ accelerate your machine learning use cases and removes the need for moving data
Foreign data wrappers are a set of PostgreSQL extensions that allow making direct connections from inside the database directly to other databases, even if they aren't running on Postgres. For example, Postgres has foreign data wrappers for MySQL, S3, Snowflake and many others.
-
+
FDWs are useful when data access is infrequent and not latency-sensitive. For many use cases, like offline batch workloads and not very busy websites, this approach is suitable and easy to get started with.
diff --git a/pgml-cms/docs/introduction/getting-started/import-your-data/foreign-data-wrappers.md b/pgml-cms/docs/introduction/getting-started/import-your-data/foreign-data-wrappers.md
index 0e3b12333..b116a9222 100644
--- a/pgml-cms/docs/introduction/getting-started/import-your-data/foreign-data-wrappers.md
+++ b/pgml-cms/docs/introduction/getting-started/import-your-data/foreign-data-wrappers.md
@@ -6,7 +6,7 @@ description: Connect your production database to PostgresML using Foreign Data W
Foreign data wrappers are a set of Postgres extensions that allow making direct connections to other databases from inside your PostgresML database. Other databases can be your production Postgres database on RDS or Azure, or another database engine like MySQL, Snowflake, or even an S3 bucket.
-
+
## Getting started
diff --git a/pgml-cms/docs/introduction/getting-started/import-your-data/logical-replication/README.md b/pgml-cms/docs/introduction/getting-started/import-your-data/logical-replication/README.md
index d5371b391..3793ff59a 100644
--- a/pgml-cms/docs/introduction/getting-started/import-your-data/logical-replication/README.md
+++ b/pgml-cms/docs/introduction/getting-started/import-your-data/logical-replication/README.md
@@ -6,7 +6,7 @@ description: Stream data from your primary database to PostgresML in real time u
Logical replication allows your PostgresML database to copy data from your primary database to PostgresML in real time. As soon as your customers make changes to their data on your website, those changes will become available in PostgresML.
-
+
## Getting started