diff --git a/batch/README.md b/batch/README.md
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--- /dev/null
+++ b/batch/README.md
@@ -0,0 +1,11 @@
+## Batch Data Processing
+
+The script in this folder can be used to achieve batch data processing with Google's Pipelines API. 
+
+Usage:
+```
+bash submit_batch.sh batch.json batch.tsv
+```
+
+Options that apply to all samples in the batch are read from the JSON file. The tsv file (tab-separated) can be used to modify specific fields for each sample. In `submit_batch.sh`, the variable `n_concurrent` controls the number of concurrent jobs while `polling_interval` controls the polling interval. 
+
diff --git a/batch/batch.json b/batch/batch.json
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--- /dev/null
+++ b/batch/batch.json
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+{
+  "REF": "gs://sentieon-test/pipeline_test/reference/hs37d5.fa",
+  "ZONES": "us-central1-a,us-central1-b,us-central1-c,us-central1-f",
+  "PROJECT_ID": "{PROJECT_ID}"
+}
diff --git a/batch/batch.tsv b/batch/batch.tsv
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index 0000000..4ebeddf
--- /dev/null
+++ b/batch/batch.tsv
@@ -0,0 +1,6 @@
+FQ1	FQ2	OUTPUT_BUCKET
+gs://sentieon-test/pipeline_test/inputs/test_normal_1.fastq.gz	gs://sentieon-test/pipeline_test/inputs/test_normal_2.fastq.gz	gs://YOUR_BUCKET/folder/s1
+gs://sentieon-test/pipeline_test/inputs/test_normal2_1.fastq.gz	gs://sentieon-test/pipeline_test/inputs/test_normal2_2.fastq.gz	gs://YOUR_BUCKET/folder/s2
+gs://sentieon-test/pipeline_test/inputs/test_tumor_1.fastq.gz	gs://sentieon-test/pipeline_test/inputs/test_tumor_2.fastq.gz	gs://YOUR_BUCKET/folder/s3
+gs://sentieon-test/pipeline_test/inputs/test_tumor2_1.fastq.gz	gs://sentieon-test/pipeline_test/inputs/test_tumor2_2.fastq.gz	gs://YOUR_BUCKET/folder/s4
+gs://sentieon-test/pipeline_test/inputs/test1_1.fastq.gz	gs://sentieon-test/pipeline_test/inputs/test1_2.fastq.gz	gs://YOUR_BUCKET/folder/s5
diff --git a/batch/submit_batch.sh b/batch/submit_batch.sh
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--- /dev/null
+++ b/batch/submit_batch.sh
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+#!/usr/bin/env bash
+
+set -e
+
+n_concurrent=2
+runner_script=../runner/sentieon_runner.py
+polling_interval=20 # in seconds
+
+base_json=$1; shift
+batch_tsv=$1; shift
+
+header=()
+read -r header_line < "$batch_tsv"
+header=($header_line) # No JSON keys should contain a space
+
+jobs_to_run=()
+b=()
+job_base=$( grep -v "}" "$base_json")
+
+while IFS='' read -r line || [[ -n "$line" ]]; do
+    IFS='	' read -r -a line_arr <<< "$line"
+    
+    job="$job_base"
+    for idx in "${!line_arr[@]}"; do
+        job+=", \"${header[$idx]}\":\"${line_arr[$idx]}\""
+    done
+    job+=" }"
+    jobs_to_run+=("$job")
+done <<< "$(tail -n +2 "$batch_tsv")"
+
+running=()
+echo "${jobs_to_run[@]}"
+
+while [[ -n "${jobs_to_run[@]}" ]]; do
+    to_run="${jobs_to_run[0]}"
+    unset jobs_to_run[0]
+    jobs_to_run=( "${jobs_to_run[@]}" )
+
+    # Check running jobs
+    while [[ "${#running[@]}" -ge "$n_concurrent" ]]; do
+        sleep "${polling_interval}"
+
+        for idx in "${!running[@]}"; do
+            if ! ps -p ${running[$idx]} > /dev/null; then
+                echo "finished job with PID ${running[$idx]}"
+                unset running[$idx]
+                running=( "${running[@]}" )
+            fi
+        done
+    done
+
+    # Spawn new jobs
+    echo $to_run | python2 $runner_script /dev/stdin &
+    running+=( "$!" )
+
+    # Sleep
+    sleep "${polling_interval}"
+done