diff --git a/README.md b/README.md
index 28ace6e5c..1a15090c3 100644
--- a/README.md
+++ b/README.md
@@ -45,7 +45,7 @@ For general configuration, [click here](docs_website/docs/configurations/general
- MySQL
- Sqlite
- PostgreSQL
-- [and many more...](https://www.querybook.org/docs/setup_guide/connect_to_query_engines#all-query-engines)
+- [and many more...](https://www.querybook.org/docs/setup_guide/query_engines)
### Authentication
diff --git a/docs_website/docs/configurations/infra_installation.md b/docs_website/docs/configurations/infra_installation.md
index 5e78da27c..4fb8a5e91 100644
--- a/docs_website/docs/configurations/infra_installation.md
+++ b/docs_website/docs/configurations/infra_installation.md
@@ -54,7 +54,7 @@ If you install the required packages, these integrations will be automatically s
- Redshift (via `-r engine/redshift.txt`)
- Snowflake (via `-r engine/snowflake.txt`)
- Trino (via `-r engine/trino.txt`)
- - And [any sqlalchemy supported engines](../setup_guide/connect_to_query_engines.md)
+ - And [any sqlalchemy supported engines](../setup_guide/query_engines.md)
- Metastore:
- Hive Metastore (via `-r metastore/hms.txt`)
- Hive Metastore with Thrift (install Hive Metastore and Hive)
diff --git a/docs_website/docs/setup_guide/connect_to_a_query_engine.md b/docs_website/docs/setup_guide/connect_to_a_query_engine.md
index 0de985f33..36ec9f636 100644
--- a/docs_website/docs/setup_guide/connect_to_a_query_engine.md
+++ b/docs_website/docs/setup_guide/connect_to_a_query_engine.md
@@ -29,7 +29,7 @@ Here we'll guide you through the process of adding a query engine for **PostgreS
touch requirements/local.txt
```
-2. Check the [engine list](https://www.querybook.org/docs/setup_guide/connect_to_query_engines#all-query-engines) and find the package it depends on.
+2. Check the [engine list](https://www.querybook.org/docs/setup_guide/query_engines) and find the package it depends on.
3. If the required package is not included by default, add it to the `local.txt` file. For `PostgreSQL`, no additional package is needed. Here is an example for `Amazon Redshift`:
```bash
diff --git a/docs_website/docs/setup_guide/prod_setup.md b/docs_website/docs/setup_guide/prod_setup.md
index 71c70c9e2..c5b4f82ec 100644
--- a/docs_website/docs/setup_guide/prod_setup.md
+++ b/docs_website/docs/setup_guide/prod_setup.md
@@ -9,7 +9,7 @@ Once further scalability is desired you can start each service individually in d
#### Step 1: Choose and Build Docker image
The [public docker image](https://hub.docker.com/r/querybook/querybook) provided only contains a subset of all integrations possible with Querybook.
-To intergrate with your tech stack, please check the [Infra Installations Guide](../configurations/infra_installation.md) and [Query Engines Guide](./connect_to_query_engines.md)
+To intergrate with your tech stack, please check the [Infra Installations Guide](../configurations/infra_installation.md) and [Query Engines Guide](./connect_to_a_query_engine.md)
to see how to install and use different integrations such as Presto, OAuth, AWS and more.
#### Step 2: Setup Infrastructure
diff --git a/docs_website/src/components/HomePage/IntegrationsSection/index.jsx b/docs_website/src/components/HomePage/IntegrationsSection/index.jsx
index d7a6ca0cf..728979317 100644
--- a/docs_website/src/components/HomePage/IntegrationsSection/index.jsx
+++ b/docs_website/src/components/HomePage/IntegrationsSection/index.jsx
@@ -34,7 +34,7 @@ export default () => {
View the full list of supported databases
-
+
here
.
diff --git a/querybook/webapp/components/AppAdmin/AdminQueryEngine.tsx b/querybook/webapp/components/AppAdmin/AdminQueryEngine.tsx
index 1ddee72ea..8ad3ec2af 100644
--- a/querybook/webapp/components/AppAdmin/AdminQueryEngine.tsx
+++ b/querybook/webapp/components/AppAdmin/AdminQueryEngine.tsx
@@ -347,7 +347,7 @@ export const AdminQueryEngine: React.FunctionComponent