diff --git a/.github/eks-workflow-files/job.yml b/.github/eks-workflow-files/job.yml
new file mode 100644
index 000000000..463f0ee31
--- /dev/null
+++ b/.github/eks-workflow-files/job.yml
@@ -0,0 +1,80 @@
+apiVersion: v1
+kind: Service
+metadata:
+  name: jax-headless-svc
+spec:
+  clusterIP: None # clusterIP must be None to create a headless service
+  selector:
+    job-name: PLACEHOLDER # must match Job name
+---
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: PLACEHOLDER
+spec:
+  completions: 2 # number of nodes
+  parallelism: 2 # number of nodes
+  completionMode: Indexed
+  template:
+    spec:
+      subdomain: jax-headless-svc # has to match Service name
+      restartPolicy: Never
+      containers:
+        - name: jax
+          image: PLACEHOLDER
+          ports:
+            - containerPort: 3389
+          command:
+            - sh
+            - -c
+            - |
+              install-efa.sh
+              nsys-jax \
+              --output=/opt/output/${JOB_NAME}-rank%q{JOB_COMPLETION_INDEX}.zip \
+              -- \
+              jax-nccl-test \
+              --coordinator-address \
+              ${JOB_NAME}-0.jax-headless-svc:3389 \
+              --distributed \
+              --gpus-per-process=8 \
+              --process-count=2 \
+              --process-id=$JOB_COMPLETION_INDEX
+              touch /opt/output/.done
+          env:
+            - name: JOB_NAME
+              value: PLACEHOLDER
+            - name: XLA_FLAGS
+              value: --xla_gpu_enable_command_buffer=
+          resources:
+            limits:
+              nvidia.com/gpu: 8
+              vpc.amazonaws.com/efa: 32
+          volumeMounts:
+            - mountPath: /dev/shm
+              name: shmem
+            - mountPath: /opt/output
+              name: output
+        - name: upload
+          image: amazon/aws-cli
+          command:
+            - sh
+            - -c
+            - |
+              while [[ ! -f /opt/output/.done ]]; do
+                sleep 1
+              done
+              aws s3 cp \
+                /opt/output/*rank${JOB_COMPLETION_INDEX}.zip \
+                s3://jax-toolbox-eks-output/
+          volumeMounts:
+            - mountPath: /opt/output
+              name: output
+      imagePullSecrets:
+        - name: PLACEHOLDER
+      volumes:
+        - name: output
+          emptyDir: {}
+        - name: shmem
+          emptyDir:
+            medium: Memory
+            sizeLimit: 8Gi
diff --git a/.github/eks-workflow-files/post-process-job.yml b/.github/eks-workflow-files/post-process-job.yml
new file mode 100644
index 000000000..989ddebe2
--- /dev/null
+++ b/.github/eks-workflow-files/post-process-job.yml
@@ -0,0 +1,46 @@
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: PLACEHOLDER
+spec:
+  template:
+    spec:
+      restartPolicy: Never
+      initContainers:
+        - name: download
+          image: amazon/aws-cli
+          command:
+            - aws
+            - s3
+            - cp
+            - --recursive
+            - --exclude
+            - "*"
+            - --include
+            - PLACEHOLDER
+            - s3://jax-toolbox-eks-output/
+            - /opt/output
+          volumeMounts:
+            - mountPath: /opt/output
+              name: output
+      containers:
+        - name: jax
+          image: PLACEHOLDER
+          command:
+            - bash
+            - -exo
+            - pipefail
+            - -c
+            - nsys-jax-combine -o /opt/output/combined.zip /opt/output/*.zip --analysis communication
+          # FIXME: GPU not actually needed, but the test cluster doesn't have appropriate non-GPU nodes
+          resources:
+            limits:
+              nvidia.com/gpu: 1
+          volumeMounts:
+            - mountPath: /opt/output
+              name: output
+      imagePullSecrets:
+        - name: PLACEHOLDER
+      volumes:
+        - name: output
+          emptyDir: {}
diff --git a/.github/workflows/_ci.yaml b/.github/workflows/_ci.yaml
index 2ca5d1a1e..a5f685ae1 100644
--- a/.github/workflows/_ci.yaml
+++ b/.github/workflows/_ci.yaml
@@ -440,6 +440,84 @@ jobs:
           popd
         done
 
+  test-nsys-jax-eks:
+    needs: build-jax
+    if: inputs.ARCHITECTURE == 'amd64' # arm64 runners n/a
+    runs-on: eks
+    env:
+      JAX_DOCKER_IMAGE: ${{ needs.build-jax.outputs.DOCKER_TAG_FINAL }}
+      JOB_NAME: ${{ github.run_id }}-${{ github.run_attempt }}-jax
+      POSTPROCESS_JOB_NAME: ${{ github.run_id }}-${{ github.run_attempt }}-postprocess
+      TOKEN_NAME: ${{ github.run_id }}-${{ github.run_attempt }}-token
+    steps:
+    - name: Check out the repository
+      uses: actions/checkout@v4
+    - name: Install yq
+      run: |
+        mkdir local_bin/
+        curl -L -o ./local_bin/yq https://github.com/mikefarah/yq/releases/latest/download/yq_linux_$(dpkg --print-architecture)
+        chmod 777 ./local_bin/yq
+        echo "${PWD}/local_bin" >> "${GITHUB_PATH}"
+    - name: Login to GitHub Container Registry
+      uses: docker/login-action@v3
+      with:
+        registry: ghcr.io
+        username: ${{ github.repository_owner }}
+        password: ${{ secrets.GITHUB_TOKEN }}
+    - name: Store GitHub Container Registry token as Kubernetes secret
+      run: |
+        kubectl create secret generic \
+          ${{ github.run_id }}-${{ github.run_attempt }}-token \
+          --from-file=.dockerconfigjson=$HOME/.docker/config.json \
+          --type=kubernetes.io/dockerconfigjson
+    - name: Configure Kubernetes job
+      run: |
+        yq -i ea 'select(di == 0).spec.selector.job-name = strenv(JOB_NAME)
+          | select(di == 1).metadata.name = strenv(JOB_NAME)
+          | select(di == 1).spec.template.spec.imagePullSecrets[].name = strenv(TOKEN_NAME)
+          | select(di == 1).spec.template.spec.containers[0].image = strenv(JAX_DOCKER_IMAGE)
+          | select(di == 1).spec.template.spec.containers[0].env[0].value = strenv(JOB_NAME)' \
+          .github/eks-workflow-files/job.yml
+        git diff .github/eks-workflow-files/job.yml
+    - name: Submit Kubernetes job
+      run: kubectl apply -f .github/eks-workflow-files/job.yml
+    - name: Wait for Kubernetes job to start
+      run: |
+        while [[ -n $(kubectl get pods --selector=batch.kubernetes.io/job-name=${{ github.run_id }}-${{ github.run_attempt }}-jax --output=jsonpath='{.items[?(@.status.phase == "Pending")].metadata.name}') ]]; do
+          sleep 2
+        done
+    - name: Stream Kubernetes job output
+      run: kubectl logs --all-containers=true --all-pods=true --follow job/${{ github.run_id }}-${{ github.run_attempt }}-jax
+    # Clean up in case of errors as well as success
+    - name: Delete Kubernetes job
+      if: always()
+      run: kubectl delete job ${{ github.run_id }}-${{ github.run_attempt }}-jax
+    - name: Configure post-processing job
+      run: |
+        export JOB_OUTPUT_PATTERN="${JOB_NAME}-rank*.zip"
+        yq -i '.metadata.name = strenv(POSTPROCESS_JOB_NAME)
+          | .spec.template.spec.containers[].image = strenv(JAX_DOCKER_IMAGE)
+          | .spec.template.spec.imagePullSecrets[].name = strenv(TOKEN_NAME)
+          | .spec.template.spec.initContainers[].command[7] = strenv(JOB_OUTPUT_PATTERN)' \
+          .github/eks-workflow-files/post-process-job.yml
+        git diff .github/eks-workflow-files/post-process-job.yml
+    - name: Submit post-processing Kubernetes job
+      run: kubectl apply -f .github/eks-workflow-files/post-process-job.yml
+    - name: Wait for post-processing Kubernetes job to start
+      run: |
+        while [[ -n $(kubectl get pods --selector=batch.kubernetes.io/job-name=${{ github.run_id }}-${{ github.run_attempt }}-postprocess --output=jsonpath='{.items[?(@.status.phase == "Pending")].metadata.name}') ]]; do
+          sleep 2
+        done
+    - name: Stream post-processing Kubernetes job output
+      run: kubectl logs --all-containers=true --all-pods=true --follow job/${{ github.run_id }}-${{ github.run_attempt }}-postprocess
+    # Clean up in case of errors as well as success
+    - name: Delete post-processing Kubernetes job
+      if: always()
+      run: kubectl delete job ${{ github.run_id }}-${{ github.run_attempt }}-postprocess
+    - name: Delete GitHub Container Registry token
+      if: always()
+      run: kubectl delete secret ${{ github.run_id }}-${{ github.run_attempt }}-token
+
   # test-equinox:
   #   needs: build-equinox
   #   if: inputs.ARCHITECTURE == 'amd64' # arm64 runners n/a