postgresml · SilasMarvin · Jul 17, 2024 · Jul 15, 2024 · Jul 16, 2024 · Jul 17, 2024
diff --git a/pgml-cms/docs/.gitbook/assets/Getting-Started_FDW-Diagram.svg b/pgml-cms/docs/.gitbook/assets/Getting-Started_FDW-Diagram.svg
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
diff --git a/pgml-cms/docs/.gitbook/assets/fdw_1.png b/pgml-cms/docs/.gitbook/assets/fdw_1.png
diff --git a/pgml-cms/docs/.gitbook/assets/logical_replication_1.png b/pgml-cms/docs/.gitbook/assets/logical_replication_1.png
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
@@ -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. 
 
-<figure class="my-3 py-3"><img src="../../../.gitbook/assets/logical_replication_1.png" alt="Logical replication" width="80%"><figcaption></figcaption></figure>
+<figure class="my-3 py-3"><img src="../../../.gitbook/assets/Getting-Started_Logical-Replication-Diagram.svg" alt="Logical replication" width="80%"><figcaption></figcaption></figure>
 
 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.
 
-<figure class="my-3 py-3"><img src="../../../.gitbook/assets/fdw_1.png" alt="Foreign data wrappers" width="80%"><figcaption></figcaption></figure>
+<figure class="my-3 py-3"><img src="../../../.gitbook/assets/Getting-Started_FDW-Diagram.svg" alt="Foreign data wrappers" width="80%"><figcaption></figcaption></figure>
 
 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/...cms/docs/introduction/getting-started/import-your-data/foreign-data-wrappers.md b/...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.
 
-<figure class="my-3 py-3"><img src="../../../.gitbook/assets/fdw_1.png" alt="Foreign data wrappers" width="80%"><figcaption></figcaption></figure>
+<figure class="my-3 py-3"><img src="../../../.gitbook/assets/Getting-Started_FDW-Diagram.svg" alt="Foreign data wrappers" width="80%"><figcaption></figcaption></figure>
 
 ## Getting started
 

diff --git a/...ocs/introduction/getting-started/import-your-data/logical-replication/README.md b/...ocs/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.
 
-<figure class="my-3 py-3"><img src="../../../../.gitbook/assets/logical_replication_1.png" alt="Logical replication" width="80%"><figcaption></figcaption></figure>
+<figure class="my-3 py-3"><img src="../../../../.gitbook/assets/Getting-Started_Logical-Replication-Diagram.svg" alt="Logical replication" width="80%"><figcaption></figcaption></figure>
 
 ## Getting started