diff --git a/README.md b/README.md
index 7e34ee18f0..c0df940f3a 100644
--- a/README.md
+++ b/README.md
@@ -44,14 +44,19 @@ Apache Polaris is built using Gradle with Java 21+ and Docker 27+.
 - `./gradlew assemble` - To skip tests.
 - `./gradlew test` - To run unit tests and integration tests.
 - `./gradlew runApp` - To run the Polaris server locally on localhost:8181. 
-  - The server starts with the in-memory mode, and it prints the auto-generated credentials to STDOUT in a message like this `realm: default-realm root principal credentials: <id>:<secret>`
-  - These credentials can be used as "Client ID" and "Client Secret" in OAuth2 requests (e.g. the `curl` command below).
-- `./regtests/run.sh` - To run regression tests or end-to-end tests in another terminal.
+- `./regtests/run_spark_sql.sh` - To connect from Spark SQL. Here are some example commands to run in the Spark SQL shell:
+```sql
+create database db1;
+show databases;
+create table db1.table1 (id int, name string);
+insert into db1.table1 values (1, 'a');
+select * from db1.table1;
+```
 
+### More build and run options
 Running in Docker
 - `docker build -t localhost:5001/polaris:latest .` - To build the image.
 - `docker run -p 8181:8181 localhost:5001/polaris:latest` - To run the image in standalone mode.
-- `docker compose up --build --exit-code-from regtest` - To run regression tests in a Docker environment.
 
 Running in Kubernetes
 - `./run.sh` - To run Polaris as a mini-deployment locally. This will create one pod that bind itself to ports `8181` and `8182`.
@@ -63,6 +68,10 @@ Running in Kubernetes
 - `kubectl get deployment -n polaris` - To check the status of the deployment.
 - `kubectl describe deployment polaris-deployment -n polaris` - To troubleshoot if things aren't working as expected.
 
+Running regression tests
+- `./regtests/run.sh` - To run regression tests in another terminal.
+- `docker compose up --build --exit-code-from regtest` - To run regression tests in a Docker environment.
+
 Building docs
 - Docs are generated using [Redocly](https://redocly.com/docs/cli/installation). To regenerate them, run the following
 commands from the project root directory.
@@ -71,24 +80,6 @@ docker run -p 8080:80 -v ${PWD}:/spec docker.io/redocly/cli join spec/docs.yaml
 docker run -p 8080:80 -v ${PWD}:/spec docker.io/redocly/cli build-docs spec/index.yaml --output=docs/index.html --config=spec/redocly.yaml
 ```
 
-## Connecting from an Engine
-To connect from an engine like Spark, first create a catalog with these steps:
-```bash
-# Generate a token for the root principal, replacing <CLIENT_ID> and <CLIENT_SECRET> with
-# the values from the Polaris server output.
-export PRINCIPAL_TOKEN=$(curl -X POST http://localhost:8181/api/catalog/v1/oauth/tokens \
-  -d 'grant_type=client_credentials&client_id=<CLIENT_ID>&client_secret=<CLIENT_SECRET>&scope=PRINCIPAL_ROLE:ALL' \
-   | jq -r '.access_token')
-   
-# Create a catalog named `polaris`
-curl -i -X POST -H "Authorization: Bearer $PRINCIPAL_TOKEN" -H 'Accept: application/json' -H 'Content-Type: application/json' \
-  http://localhost:8181/api/management/v1/catalogs \
-  -d '{"name": "polaris", "id": 100, "type": "INTERNAL", "readOnly": false, "storageConfigInfo": {"storageType": "FILE"}, "properties": {"default-base-location": "file:///tmp/polaris"}}'
-```
-
-From here, you can use Spark to create namespaces, tables, etc. More details can be found in the
-[Quick Start Guide](https://polaris.apache.org/#section/Quick-Start/Using-Iceberg-and-Polaris).
-
 ## License
 
 Apache Polaris is under the Apache License Version 2.0. See the [LICENSE](LICENSE).