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+# Development
+
+This document explains the development process for the Numaflow Go SDK.
+
+
+### Testing
+
+The SDK uses local references in the `go.mod` file, i.e. the `github.com/numaproj/numaflow-go` dependency is pointing to your local
+`numaflow-go` directory. Thus, you can automatically test your SDK changes without the need to push to your forked repository or modify the `go.mod` file.
+Simply make your changes, build and push the desired example image, and you are ready to use it in any pipeline.
+
+### Deploying
+
+1. Create a PR for your changes. Once merged, it will trigger a workflow to build and push the images for all the examples, 
+with the tag `stable`. This consistent tag name is used so that the tags in the E2E test pipelines do not need to be 
+updated each time a new change is made. 
+2. After the changes have been merged it is encouraged to update the dependency management files so that the version 
+displayed in the `go.mod` file reflects the commit SHA of the merged changes. This can be done simply by getting the
+commit SHA of the merged changes and using it with the update script: 
+```shell
+./update_examples -c <commit-sha>
+```
+After running the script, create another PR for these changes.
+
+Updating the version may not seem necessary since we are using local references. However, the client prints
+out information related to the server, which includes the SDK version, which is retrieved from the `go.mod` file.
+After a change is merged, even though the images will be using the most up to date SDK
+version, if the dependency management files are not updated, the logs will print the previous commit SHA as the SDK version.
+Thus, in order for the correctness of the server information, consistency, and to avoid future confusion, it is recommended 
+to update the `numaflow-go` dependency version across all the example directories, after a change has been made to the SDK.
+
+
+