diff --git a/scripts/convert_pftrace_to_json.sh b/scripts/convert_pftrace_to_json.sh
new file mode 100644
index 0000000..87bedb5
--- /dev/null
+++ b/scripts/convert_pftrace_to_json.sh
@@ -0,0 +1,79 @@
+OUTPUT_JSON_PATH=""
+INPUT_PFTRACE_PATH=""
+TRACECONV=""
+
+log() {
+    local message="$1"
+    local timestamp=$(date '+%Y-%m-%d %H:%M:%S')
+    echo "[${timestamp}] ${message}" 2>&1
+}
+
+usage() {
+    echo "Usage: $0 [OPTIONS]"
+    echo "Options:"
+    echo "  -f, --pftrace PFTRACE_PATH  Path to the merged pftrace file to convert to JSON"
+    echo "  -o, --output  OUTPUT_PATH   Path to the output JSON file"
+    echo "  -h, --help                  Print this help message and exit"
+    exit 1
+}
+
+for arg in "$@"; do
+    shift
+    case "$arg" in
+        --pftrace)        set -- "$@" "-f" ;;
+        --output)         set -- "$@" "-o" ;;
+        --help)           set -- "$@" "-h" ;;
+        *)                set -- "$@" "$arg";;
+    esac
+done
+
+download_traceconv() {
+    log "Downloading traceconv binary..."
+    curl -LO https://get.perfetto.dev/traceconv
+    chmod u+x ./traceconv
+    TRACECONV=$(realpath ./traceconv)
+    log "traceconv saved to $TRACECONV"
+}
+
+while getopts "f:o:h-:" opt; do
+    case $opt in
+        f)
+            INPUT_PFTRACE_PATH="$OPTARG"
+            ;;
+        o)
+            OUTPUT_JSON_PATH="$OPTARG"
+            ;;
+        h)
+            usage
+            ;;
+        -)
+            echo "Invalid option: --$OPTARG" >&2
+            usage
+            ;;
+        \?)
+            echo "Invalid option: -$OPTARG" >&2
+            usage
+            ;;
+    esac
+done
+
+assert_input_file_present() {
+    if [ -z "$INPUT_PFTRACE_PATH" ]; then
+        log "Empty pftrace path. Exiting"
+        exit 1
+    fi
+    if [ ! -f "$INPUT_PFTRACE_PATH" ]; then
+        log "Invalid pftrace filepath. Exiting"
+        exit 1
+    fi
+}
+
+main() {
+    assert_input_file_present
+    download_traceconv
+    log "Generating JSON from $INPUT_PFTRACE_PATH..."
+    "$TRACECONV" json "$INPUT_PFTRACE_PATH" "$OUTPUT_JSON_PATH"
+    log "Generated JSON. Saved to $OUTPUT_JSON_PATH."
+}
+
+main
diff --git a/scripts/rocprof_capture.sh b/scripts/rocprof_capture.sh
index 2344351..5c4524b 100755
--- a/scripts/rocprof_capture.sh
+++ b/scripts/rocprof_capture.sh
@@ -35,7 +35,7 @@ fi
 
 export PYTHONPATH="${REPO_ROOT}/src:${PYTHONPATH:-}"
 
-rocprofv3 "${ROC_PROF_ARGS[@]}" -d "${RUN_DIR}" -- \
+rocprofv3 "${ROC_PROF_ARGS[@]}" -d "${RUN_DIR}" --output-format pftrace -- \
   torchrun \
     --standalone \
     --nproc_per_node "${GPU_COUNT}" \