diff --git a/nb/01-16-2022_throughput_mini.ipynb b/nb/01-16-2022_throughput_mini.ipynb
new file mode 100644
index 000000000..db092f339
--- /dev/null
+++ b/nb/01-16-2022_throughput_mini.ipynb
@@ -0,0 +1,464 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "from pathlib import Path"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# from skylark.benchmark.utils import provision, split_list\n",
+    "\n",
+    "\n",
+    "# def count_pairs(n):\n",
+    "#     pairs = []\n",
+    "#     for i in range(n):\n",
+    "#         for j in range(n):\n",
+    "#             if i != j:\n",
+    "#                 pairs.append((i, j))\n",
+    "#     num_groups = len(split_list(pairs))\n",
+    "#     return num_groups\n",
+    "\n",
+    "\n",
+    "# x = range(1, 90)\n",
+    "# y1 = [i ** 2 for i in x]\n",
+    "# y2 = [count_pairs(i) for i in x]\n",
+    "\n",
+    "# # plot y1 and y2 against x (white background)\n",
+    "# fig, ax = plt.subplots(figsize=(10, 6))\n",
+    "# df = pd.DataFrame({\"x\": x, \"y1\": y1, \"y2\": y2})\n",
+    "# df.plot(x=\"x\", y=[\"y1\", \"y2\"], ax=ax)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>src_region</th>\n",
+       "      <th>src_tier</th>\n",
+       "      <th>src_instance_class</th>\n",
+       "      <th>dst_region</th>\n",
+       "      <th>dst_tier</th>\n",
+       "      <th>dst_instance_class</th>\n",
+       "      <th>iperf3_connections</th>\n",
+       "      <th>iperf3_runtime</th>\n",
+       "      <th>tag</th>\n",
+       "      <th>stdout_path</th>\n",
+       "      <th>stderr_path</th>\n",
+       "      <th>throughput_sent</th>\n",
+       "      <th>throughput_recieved</th>\n",
+       "      <th>cpu_utilization</th>\n",
+       "      <th>success</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>aws:eu-south-1</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>m5.8xlarge</td>\n",
+       "      <td>gcp:europe-west6-a</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>n2-standard-32</td>\n",
+       "      <td>128</td>\n",
+       "      <td>5</td>\n",
+       "      <td>aws:eu-south-1:PREMIUM_gcp:europe-west6-a:PREMIUM</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>4.971794e+09</td>\n",
+       "      <td>4.774205e+09</td>\n",
+       "      <td>13.606795</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>aws:us-west-2</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>m5.8xlarge</td>\n",
+       "      <td>azure:uksouth</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>Standard_D32_v4</td>\n",
+       "      <td>128</td>\n",
+       "      <td>5</td>\n",
+       "      <td>aws:us-west-2:PREMIUM_azure:uksouth:PREMIUM</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>4.420184e+09</td>\n",
+       "      <td>3.766669e+09</td>\n",
+       "      <td>3.057994</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>azure:northcentralus</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>Standard_D32_v4</td>\n",
+       "      <td>gcp:australia-southeast2-a</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>n2-standard-32</td>\n",
+       "      <td>128</td>\n",
+       "      <td>5</td>\n",
+       "      <td>azure:northcentralus:PREMIUM_gcp:australia-sou...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>4.216118e+09</td>\n",
+       "      <td>3.887627e+09</td>\n",
+       "      <td>3.515970</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>aws:eu-south-1</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>m5.8xlarge</td>\n",
+       "      <td>azure:uksouth</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>Standard_D32_v4</td>\n",
+       "      <td>128</td>\n",
+       "      <td>5</td>\n",
+       "      <td>aws:eu-south-1:PREMIUM_azure:uksouth:PREMIUM</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>5.070947e+09</td>\n",
+       "      <td>4.687085e+09</td>\n",
+       "      <td>8.627373</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>gcp:europe-west6-a</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>n2-standard-32</td>\n",
+       "      <td>aws:us-west-2</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>m5.8xlarge</td>\n",
+       "      <td>128</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gcp:europe-west6-a:PREMIUM_aws:us-west-2:PREMIUM</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>2.443600e+09</td>\n",
+       "      <td>2.410540e+09</td>\n",
+       "      <td>18.808889</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>235</th>\n",
+       "      <td>aws:us-west-2</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>m5.8xlarge</td>\n",
+       "      <td>gcp:australia-southeast2-a</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>n2-standard-32</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>aws:us-west-2:PREMIUM_gcp:australia-southeast2...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>1.089067e+08</td>\n",
+       "      <td>1.084774e+08</td>\n",
+       "      <td>6.081526</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>236</th>\n",
+       "      <td>aws:eu-south-1</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>m5.8xlarge</td>\n",
+       "      <td>azure:northcentralus</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>Standard_D32_v4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>aws:eu-south-1:PREMIUM_azure:northcentralus:PR...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>1.714826e+08</td>\n",
+       "      <td>1.675395e+08</td>\n",
+       "      <td>4.732755</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>237</th>\n",
+       "      <td>aws:us-west-2</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>m5.8xlarge</td>\n",
+       "      <td>gcp:europe-west6-a</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>n2-standard-32</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>aws:us-west-2:PREMIUM_gcp:europe-west6-a:PREMIUM</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>1.096871e+08</td>\n",
+       "      <td>1.084270e+08</td>\n",
+       "      <td>6.094878</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>238</th>\n",
+       "      <td>azure:uksouth</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>Standard_D32_v4</td>\n",
+       "      <td>aws:eu-south-1</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>m5.8xlarge</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>azure:uksouth:PREMIUM_aws:eu-south-1:PREMIUM</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>5.124880e+08</td>\n",
+       "      <td>5.081933e+08</td>\n",
+       "      <td>2.445026</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>239</th>\n",
+       "      <td>gcp:australia-southeast2-a</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>n2-standard-32</td>\n",
+       "      <td>aws:us-west-2</td>\n",
+       "      <td>PREMIUM</td>\n",
+       "      <td>m5.8xlarge</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>gcp:australia-southeast2-a:PREMIUM_aws:us-west...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>/home/ubuntu/skylark/data/logs/throughput_grid...</td>\n",
+       "      <td>5.933219e+07</td>\n",
+       "      <td>5.529081e+07</td>\n",
+       "      <td>5.917863</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>240 rows × 15 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     src_region src_tier src_instance_class  \\\n",
+       "0                aws:eu-south-1  PREMIUM         m5.8xlarge   \n",
+       "1                 aws:us-west-2  PREMIUM         m5.8xlarge   \n",
+       "2          azure:northcentralus  PREMIUM    Standard_D32_v4   \n",
+       "3                aws:eu-south-1  PREMIUM         m5.8xlarge   \n",
+       "4            gcp:europe-west6-a  PREMIUM     n2-standard-32   \n",
+       "..                          ...      ...                ...   \n",
+       "235               aws:us-west-2  PREMIUM         m5.8xlarge   \n",
+       "236              aws:eu-south-1  PREMIUM         m5.8xlarge   \n",
+       "237               aws:us-west-2  PREMIUM         m5.8xlarge   \n",
+       "238               azure:uksouth  PREMIUM    Standard_D32_v4   \n",
+       "239  gcp:australia-southeast2-a  PREMIUM     n2-standard-32   \n",
+       "\n",
+       "                     dst_region dst_tier dst_instance_class  \\\n",
+       "0            gcp:europe-west6-a  PREMIUM     n2-standard-32   \n",
+       "1                 azure:uksouth  PREMIUM    Standard_D32_v4   \n",
+       "2    gcp:australia-southeast2-a  PREMIUM     n2-standard-32   \n",
+       "3                 azure:uksouth  PREMIUM    Standard_D32_v4   \n",
+       "4                 aws:us-west-2  PREMIUM         m5.8xlarge   \n",
+       "..                          ...      ...                ...   \n",
+       "235  gcp:australia-southeast2-a  PREMIUM     n2-standard-32   \n",
+       "236        azure:northcentralus  PREMIUM    Standard_D32_v4   \n",
+       "237          gcp:europe-west6-a  PREMIUM     n2-standard-32   \n",
+       "238              aws:eu-south-1  PREMIUM         m5.8xlarge   \n",
+       "239               aws:us-west-2  PREMIUM         m5.8xlarge   \n",
+       "\n",
+       "     iperf3_connections  iperf3_runtime  \\\n",
+       "0                   128               5   \n",
+       "1                   128               5   \n",
+       "2                   128               5   \n",
+       "3                   128               5   \n",
+       "4                   128               5   \n",
+       "..                  ...             ...   \n",
+       "235                   1               5   \n",
+       "236                   1               5   \n",
+       "237                   1               5   \n",
+       "238                   1               5   \n",
+       "239                   1               5   \n",
+       "\n",
+       "                                                   tag  \\\n",
+       "0    aws:eu-south-1:PREMIUM_gcp:europe-west6-a:PREMIUM   \n",
+       "1          aws:us-west-2:PREMIUM_azure:uksouth:PREMIUM   \n",
+       "2    azure:northcentralus:PREMIUM_gcp:australia-sou...   \n",
+       "3         aws:eu-south-1:PREMIUM_azure:uksouth:PREMIUM   \n",
+       "4     gcp:europe-west6-a:PREMIUM_aws:us-west-2:PREMIUM   \n",
+       "..                                                 ...   \n",
+       "235  aws:us-west-2:PREMIUM_gcp:australia-southeast2...   \n",
+       "236  aws:eu-south-1:PREMIUM_azure:northcentralus:PR...   \n",
+       "237   aws:us-west-2:PREMIUM_gcp:europe-west6-a:PREMIUM   \n",
+       "238       azure:uksouth:PREMIUM_aws:eu-south-1:PREMIUM   \n",
+       "239  gcp:australia-southeast2-a:PREMIUM_aws:us-west...   \n",
+       "\n",
+       "                                           stdout_path  \\\n",
+       "0    /home/ubuntu/skylark/data/logs/throughput_grid...   \n",
+       "1    /home/ubuntu/skylark/data/logs/throughput_grid...   \n",
+       "2    /home/ubuntu/skylark/data/logs/throughput_grid...   \n",
+       "3    /home/ubuntu/skylark/data/logs/throughput_grid...   \n",
+       "4    /home/ubuntu/skylark/data/logs/throughput_grid...   \n",
+       "..                                                 ...   \n",
+       "235  /home/ubuntu/skylark/data/logs/throughput_grid...   \n",
+       "236  /home/ubuntu/skylark/data/logs/throughput_grid...   \n",
+       "237  /home/ubuntu/skylark/data/logs/throughput_grid...   \n",
+       "238  /home/ubuntu/skylark/data/logs/throughput_grid...   \n",
+       "239  /home/ubuntu/skylark/data/logs/throughput_grid...   \n",
+       "\n",
+       "                                           stderr_path  throughput_sent  \\\n",
+       "0    /home/ubuntu/skylark/data/logs/throughput_grid...     4.971794e+09   \n",
+       "1    /home/ubuntu/skylark/data/logs/throughput_grid...     4.420184e+09   \n",
+       "2    /home/ubuntu/skylark/data/logs/throughput_grid...     4.216118e+09   \n",
+       "3    /home/ubuntu/skylark/data/logs/throughput_grid...     5.070947e+09   \n",
+       "4    /home/ubuntu/skylark/data/logs/throughput_grid...     2.443600e+09   \n",
+       "..                                                 ...              ...   \n",
+       "235  /home/ubuntu/skylark/data/logs/throughput_grid...     1.089067e+08   \n",
+       "236  /home/ubuntu/skylark/data/logs/throughput_grid...     1.714826e+08   \n",
+       "237  /home/ubuntu/skylark/data/logs/throughput_grid...     1.096871e+08   \n",
+       "238  /home/ubuntu/skylark/data/logs/throughput_grid...     5.124880e+08   \n",
+       "239  /home/ubuntu/skylark/data/logs/throughput_grid...     5.933219e+07   \n",
+       "\n",
+       "     throughput_recieved  cpu_utilization  success  \n",
+       "0           4.774205e+09        13.606795     True  \n",
+       "1           3.766669e+09         3.057994     True  \n",
+       "2           3.887627e+09         3.515970     True  \n",
+       "3           4.687085e+09         8.627373     True  \n",
+       "4           2.410540e+09        18.808889     True  \n",
+       "..                   ...              ...      ...  \n",
+       "235         1.084774e+08         6.081526     True  \n",
+       "236         1.675395e+08         4.732755     True  \n",
+       "237         1.084270e+08         6.094878     True  \n",
+       "238         5.081933e+08         2.445026     True  \n",
+       "239         5.529081e+07         5.917863     True  \n",
+       "\n",
+       "[240 rows x 15 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fname = \"/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.17_08.58_vainly-self-supporting-oro-spillway_5s_128c/throughput.csv\"\n",
+    "df = pd.read_csv(fname)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot line plot of iperf3_connections versus throughput_recieved\n",
+    "# one bar per src-dst pair\n",
+    "fig, ax = plt.subplots(figsize=(10, 6))\n",
+    "for key, group_df in df.groupby([\"src_region\", \"dst_region\"]):\n",
+    "    label = f\"{key[0]} => {key[1]}\"\n",
+    "    group_df[\"throughput_recieved\"] = group_df[\"throughput_recieved\"] / 1024 / 1024 / 1024\n",
+    "    group_df.plot(x=\"iperf3_connections\", y=\"throughput_recieved\", kind=\"line\", label=key, ax=ax)\n",
+    "fig.patch.set_facecolor(\"white\")\n",
+    "\n",
+    "# hide legend\n",
+    "ax.legend().set_visible(False)\n",
+    "ax.set_xlabel(\"Number of iperf3 connections\")\n",
+    "ax.set_ylabel(\"Throughput received (GB)\")\n",
+    "ax.set_title(\"Throughput vs. Number of iperf3 connections\")\n",
+    "\n",
+    "fig.savefig(Path(fname).parent / \"throughput_vs_iperf3_connections.png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "interpreter": {
+   "hash": "e615813c5489b1590d5f8b2d596a39a5f3baf5ccbb6dde5ecf5546914cc6cb8b"
+  },
+  "kernelspec": {
+   "display_name": "Python 3.8.12 64-bit ('base': conda)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.12"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/profiles/throughput_mini.csv b/profiles/throughput_mini.csv
new file mode 100644
index 000000000..2b89a4fb1
--- /dev/null
+++ b/profiles/throughput_mini.csv
@@ -0,0 +1,871 @@
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diff --git a/scripts/az_cleanup.sh b/scripts/az_cleanup.sh
new file mode 100755
index 000000000..d4b582c79
--- /dev/null
+++ b/scripts/az_cleanup.sh
@@ -0,0 +1,35 @@
+#!/bin/bash
+
+echo "If you want to filter this list to a subset, pass an argument as a prefix: az_cleanup.sh <prefix>"
+
+AZURE_GROUPS=$(az group list | jq -c ".[].name")
+
+# if argument is passed, filter output with grep
+if [ -n "$1" ]; then
+  AZURE_GROUPS=$(echo $AZURE_GROUPS | grep $1)
+fi
+
+# exit if no groups found
+if [ -z "$AZURE_GROUPS" ]; then
+  echo "No groups found"
+  exit 0
+fi
+
+# confirm with user that they want to delete all resources
+echo "This will delete all resources in all groups in your subscription."
+for AZ_GROUP in $AZURE_GROUPS; do
+  echo "    Group: $AZ_GROUP"
+done
+
+echo "Are you sure you want to delete all resources in all groups in your subscription?"
+select yn in "Yes" "No"; do
+    case $yn in
+        Yes ) break;;
+        No ) exit;;
+    esac
+done
+
+set -xe
+az group list | jq -c ".[].name" | xargs -L 1 echo | parallel --progress -j0 az group delete --yes --no-wait --name {}
+echo "\n Queued cleanup of resource groups. Watching for completion..."
+az group list | jq -c ".[].name" | xargs -L 1 echo | parallel --progress -j0 az group delete --yes --name {}
diff --git a/skylark/cli/cli.py b/skylark/cli/cli.py
index a874410d4..15cf78ddf 100644
--- a/skylark/cli/cli.py
+++ b/skylark/cli/cli.py
@@ -26,6 +26,7 @@
 from skylark import GB, MB, print_header, config_file
 import skylark.cli.cli_aws
 import skylark.cli.cli_azure
+import skylark.cli.experiments
 from skylark.cli.cli_helper import (
     copy_local_local,
     copy_local_s3,
@@ -40,6 +41,7 @@
 from skylark.replicate.replicator_client import ReplicatorClient
 
 app = typer.Typer(name="skylark")
+app.add_typer(skylark.cli.experiments.app, name="experiments")
 app.add_typer(skylark.cli.cli_aws.app, name="aws")
 app.add_typer(skylark.cli.cli_azure.app, name="azure")
 
diff --git a/skylark/cli/cli_azure.py b/skylark/cli/cli_azure.py
index f02311e1a..645ff4b1c 100644
--- a/skylark/cli/cli_azure.py
+++ b/skylark/cli/cli_azure.py
@@ -11,6 +11,7 @@
 from azure.identity import DefaultAzureCredential
 from azure.mgmt.compute import ComputeManagementClient
 from loguru import logger
+from skylark.cli.cli_helper import load_config
 from skylark.compute.azure.azure_cloud_provider import AzureCloudProvider
 from skylark.utils.utils import do_parallel
 
@@ -28,6 +29,10 @@ def get_valid_skus(
     prefix: str = typer.Option("", "--prefix", help="Filter by prefix"),
     top_k: int = typer.Option(-1, "--top-k", help="Print top k entries"),
 ):
+    config = load_config()
+    azure_subscription = azure_subscription or config.get("azure_subscription_id")
+    typer.secho(f"Loaded from config file: azure_subscription={azure_subscription}", fg="blue")
+
     credential = DefaultAzureCredential()
 
     # query azure API for each region to get available SKUs for each resource type
diff --git a/skylark/cli/experiments/__init__.py b/skylark/cli/experiments/__init__.py
new file mode 100644
index 000000000..d1c6aee32
--- /dev/null
+++ b/skylark/cli/experiments/__init__.py
@@ -0,0 +1,6 @@
+import typer
+
+from skylark.cli.experiments.throughput import throughput_grid
+
+app = typer.Typer(name="experiments")
+app.command()(throughput_grid)
diff --git a/skylark/cli/experiments/throughput.py b/skylark/cli/experiments/throughput.py
new file mode 100644
index 000000000..e93140662
--- /dev/null
+++ b/skylark/cli/experiments/throughput.py
@@ -0,0 +1,305 @@
+from functools import partial
+import json
+from pathlib import Path
+from typing import List, Optional, Tuple
+import sys
+from datetime import datetime, timezone
+import os
+
+from tqdm import tqdm
+import pandas as pd
+import typer
+import questionary
+
+from skylark import GB, skylark_root
+from skylark.benchmark.utils import provision, split_list
+from skylark.cli.cli_helper import load_config
+from skylark.compute.aws.aws_cloud_provider import AWSCloudProvider
+from skylark.compute.azure.azure_cloud_provider import AzureCloudProvider
+from skylark.compute.gcp.gcp_cloud_provider import GCPCloudProvider
+from skylark.compute.server import Server
+from skylark.utils.utils import do_parallel
+
+# aws_regions = AWSCloudProvider.region_list()
+# azure_regions = AzureCloudProvider.region_list()
+# gcp_regions = GCPCloudProvider.region_list()
+
+aws_regions = [
+    "eu-south-1",
+    "us-west-2",
+    "us-east-2",
+    "ap-northeast-3",
+    "eu-central-1",
+    "eu-north-1",
+    "us-west-1",
+    "sa-east-1",
+    "eu-west-2",
+    "ap-southeast-3",
+]
+
+azure_regions = [
+    "northcentralus",
+    "uksouth",
+    "swedencentral",
+    "canadacentral",
+    "australiaeast",
+    "westeurope",
+    "centralindia",
+    "francecentral",
+    "norwayeast",
+    "switzerlandnorth",
+]
+
+gcp_regions = [
+    "australia-southeast2-a",
+    "europe-west6-a",
+    "australia-southeast1-a",
+    "southamerica-west1-a",
+    "southamerica-east1-a",
+    "asia-southeast1-a",
+    "europe-west4-a",
+    "asia-southeast2-a",
+    "northamerica-northeast1-a",
+    "northamerica-northeast2-a",
+]
+
+
+log_info = partial(typer.secho, fg="blue")
+log_success = partial(typer.secho, fg="green")
+log_error = partial(typer.secho, fg="red")
+
+
+def setup(instance: Server):
+    instance.run_command()
+
+
+def start_iperf3_client(arg_pair: Tuple[Server, Server], iperf3_log_dir: Path, iperf3_runtime: int, iperf3_connections: int):
+    instance_src, instance_dst = arg_pair
+    tag = f"{instance_src.region_tag}:{instance_src.network_tier()}_{instance_dst.region_tag}:{instance_dst.network_tier()}"
+
+    # run benchmark
+    stdout, stderr = instance_src.run_command(
+        f"iperf3 -J -Z -C cubic -t {iperf3_runtime} -P {iperf3_connections} -c {instance_dst.public_ip()}"
+    )
+
+    # save logs
+    with (iperf3_log_dir / f"{tag}.stdout").open("w") as f:
+        f.write(stdout)
+    if stderr:
+        with (iperf3_log_dir / f"{tag}.stderr").open("w") as f:
+            f.write(stderr)
+        log_error(f"{tag} stderr: {stderr}")
+
+    out_rec = dict(
+        tag=tag,
+        stdout_path=str(iperf3_log_dir / f"{tag}.stdout"),
+        stderr_path=str(iperf3_log_dir / f"{tag}.stderr"),
+    )
+    try:
+        result = json.loads(stdout)
+    except json.JSONDecodeError as e:
+        log_error(f"({instance_src.region_tag} -> {instance_dst.region_tag}) iperf3 client failed: {stdout} {stderr}")
+        out_rec["success"] = False
+        out_rec["exception"] = str(e)
+        return out_rec
+
+    out_rec["throughput_sent"] = result["end"]["sum_sent"]["bits_per_second"]
+    out_rec["throughput_recieved"] = result["end"]["sum_received"]["bits_per_second"]
+    out_rec["cpu_utilization"] = result["end"]["cpu_utilization_percent"]["host_total"]
+    out_rec["success"] = True
+
+    instance_src.close_server()
+    instance_dst.close_server()
+    return out_rec
+
+
+def throughput_grid(
+    resume: Optional[Path] = typer.Option(
+        None, help="Resume from a past result. Pass the resulting CSV for the past result to resume. Default is None."
+    ),
+    copy_resume_file: bool = typer.Option(True, help="Copy the resume file to the output CSV. Default is True."),
+    # regions
+    aws_region_list: List[str] = typer.Option(aws_regions, "-aws"),
+    azure_region_list: List[str] = typer.Option(azure_regions, "-azure"),
+    gcp_region_list: List[str] = typer.Option(gcp_regions, "-gcp"),
+    enable_aws: bool = typer.Option(True),
+    enable_azure: bool = typer.Option(True),
+    enable_gcp: bool = typer.Option(True),
+    # instances to provision
+    aws_instance_class: str = typer.Option("m5.8xlarge", help="AWS instance class to use"),
+    azure_instance_class: str = typer.Option("Standard_D32_v4", help="Azure instance class to use"),
+    gcp_instance_class: str = typer.Option("n2-standard-32", help="GCP instance class to use"),
+    # cloud options
+    gcp_test_standard_network: bool = typer.Option(False, help="Test GCP standard network in addition to premium (default to false)"),
+    azure_test_standard_network: bool = typer.Option(False, help="Test Azure standard network in addition to premium (default to false)"),
+    gcp_project: Optional[str] = None,
+    azure_subscription: Optional[str] = None,
+    # iperf3 options
+    iperf3_runtime: int = typer.Option(5, help="Runtime for iperf3 in seconds"),
+    iperf3_connections: int = typer.Option(64, help="Number of connections to test"),
+):
+    config = load_config()
+    gcp_project = gcp_project or config.get("gcp_project_id")
+    azure_subscription = azure_subscription or config.get("azure_subscription_id")
+    log_info(f"Loaded from config file: gcp_project={gcp_project}, azure_subscription={azure_subscription}")
+
+    if resume:
+        index_key = [
+            "iperf3_connections",
+            "iperf3_runtime",
+            "src_instance_class",
+            "dst_instance_class",
+            "src_tier",
+            "dst_tier",
+            "src_region",
+            "dst_region",
+        ]
+        resume_from_trial = pd.read_csv(resume).set_index(index_key)
+        resume_keys = resume_from_trial.index.unique().tolist()
+    else:
+        resume_keys = []
+
+    # validate arguments
+    aws_region_list = aws_region_list if enable_aws else []
+    azure_region_list = azure_region_list if enable_azure else []
+    gcp_region_list = gcp_region_list if enable_gcp else []
+    if not enable_aws and not enable_azure and not enable_gcp:
+        log_error("At least one of -aws, -azure, -gcp must be enabled.")
+        typer.Abort()
+    if not all(r in aws_regions for r in aws_region_list):
+        log_error(f"Invalid AWS region list: {aws_region_list}")
+        typer.Abort()
+    if not all(r in azure_regions for r in azure_region_list):
+        log_error(f"Invalid Azure region list: {azure_region_list}")
+        typer.Abort()
+    if not all(r in gcp_regions for r in gcp_region_list):
+        log_error(f"Invalid GCP region list: {gcp_region_list}")
+        typer.Abort()
+    assert not gcp_test_standard_network, "GCP standard network is not supported yet"
+    assert not azure_test_standard_network, "Azure standard network is not supported yet"
+
+    # provision servers
+    aws = AWSCloudProvider()
+    azure = AzureCloudProvider(azure_subscription)
+    gcp = GCPCloudProvider(gcp_project)
+    aws_instances, azure_instances, gcp_instances = provision(
+        aws=aws,
+        azure=azure,
+        gcp=gcp,
+        aws_regions_to_provision=aws_region_list,
+        azure_regions_to_provision=azure_region_list,
+        gcp_regions_to_provision=gcp_region_list,
+        aws_instance_class=aws_instance_class,
+        azure_instance_class=azure_instance_class,
+        gcp_instance_class=gcp_instance_class,
+        gcp_use_premium_network=not gcp_test_standard_network,
+    )
+    instance_list: List[Server] = [i for ilist in aws_instances.values() for i in ilist]
+    instance_list.extend([i for ilist in azure_instances.values() for i in ilist])
+    instance_list.extend([i for ilist in gcp_instances.values() for i in ilist])
+
+    # setup instances
+    def setup(server: Server):
+        sysctl_updates = {
+            "net.core.rmem_max": 2147483647,
+            "net.core.wmem_max": 2147483647,
+            "net.ipv4.tcp_rmem": "4096 87380 1073741824",
+            "net.ipv4.tcp_wmem": "4096 65536 1073741824",
+        }
+        server.run_command("sudo sysctl -w {}".format(" ".join(f"{k}={v}" for k, v in sysctl_updates.items())))
+        server.run_command("(sudo apt-get update && sudo apt-get install -y iperf3); pkill iperf3; iperf3 -s -D -J")
+
+    do_parallel(setup, instance_list, progress_bar=True, n=-1, desc="Setup")
+
+    # build experiment
+    instance_pairs_all = [(i1, i2) for i1 in instance_list for i2 in instance_list if i1 != i2]
+    instance_pairs = []
+    for i1, i2 in instance_pairs_all:
+        # ["iperf3_connections", "iperf3_runtime", "src_instance_class", "dst_instance_class", "src_tier", "dst_tier", "src_region",  "dst_region"]
+        exp_key = (
+            iperf3_connections,
+            iperf3_runtime,
+            i1.instance_class(),
+            i2.instance_class(),
+            i1.network_tier(),
+            i2.network_tier(),
+            i1.region_tag,
+            i2.region_tag,
+        )
+        if exp_key in resume_keys:
+            log_success(f"Key already in resume set: {exp_key}")
+        else:
+            instance_pairs.append((i1, i2))
+    groups = split_list(instance_pairs)
+
+    # confirm experiment
+    experiment_tag_words = os.popen("bash scripts/utils/get_random_word_hash.sh").read().strip()
+    timestamp = datetime.now(timezone.utc).strftime("%Y.%m.%d_%H.%M")
+    experiment_tag = f"{timestamp}_{experiment_tag_words}_{iperf3_runtime}s_{iperf3_connections}c"
+    typer.secho(f"\nExperiment configuration: (total pairs = {len(instance_pairs)})", fg="red", bold=True)
+    for group_idx, group in enumerate(groups):
+        typer.secho(f"\tGroup {group_idx}: ({len(group)} items)", fg="green", bold=True)
+        for instance_pair in group:
+            typer.secho(f"\t{instance_pair[0].region_tag} -> {instance_pair[1].region_tag}")
+    gbyte_sent = len(instance_pairs) * 5.0 / 8 * iperf3_runtime
+    typer.secho(f"\niperf_runtime={iperf3_runtime}, iperf3_connections={iperf3_connections}", fg="blue")
+    typer.secho(f"Approximate runtime: {len(groups) * (10 + iperf3_runtime)}s (assuming 10s startup time)", fg="blue")
+    typer.secho(f"Approximate data to send: {gbyte_sent:.2f}GB (assuming 5Gbps)", fg="blue")
+    typer.secho(f"Approximate cost: ${gbyte_sent * 0.1:.2f} (assuming $0.10/GB)", fg="red")
+    sys.stdout.flush()
+    sys.stderr.flush()
+    if not questionary.confirm(f"Launch experiment {experiment_tag}?", default=False).ask():
+        log_error("Exiting")
+        sys.exit(1)
+
+    # make experiment directory
+    data_dir = skylark_root / "data"
+    log_dir = data_dir / "logs" / "throughput_grid" / f"{experiment_tag}"
+    log_dir.mkdir(exist_ok=True, parents=True)
+    raw_iperf3_log_dir = log_dir / "raw_iperf3_logs"
+    raw_iperf3_log_dir.mkdir(exist_ok=True, parents=True)
+    log_info(f"Experiment tag: {experiment_tag}")
+    log_info(f"Log directory: {log_dir}")
+    log_info(f"Raw iperf3 log directory: {raw_iperf3_log_dir}")
+
+    # define iperf3 client function
+    def client_fn(instance_pair):
+        instance_src, instance_dst = instance_pair
+        result_rec = dict(
+            src_region=instance_src.region_tag,
+            src_tier=instance_src.network_tier(),
+            src_instance_class=instance_src.instance_class(),
+            dst_region=instance_dst.region_tag,
+            dst_tier=instance_dst.network_tier(),
+            dst_instance_class=instance_dst.instance_class(),
+            iperf3_connections=iperf3_connections,
+            iperf3_runtime=iperf3_runtime,
+        )
+        rec = start_iperf3_client(
+            instance_pair, iperf3_log_dir=raw_iperf3_log_dir, iperf3_runtime=iperf3_runtime, iperf3_connections=iperf3_connections
+        )
+        if rec is not None:
+            result_rec.update(rec)
+        pbar.update(1)
+        tqdm.write(f"{result_rec['tag']}: {result_rec.get('throughput_sent', 0.) / GB:.2f}Gbps")
+        return result_rec
+
+    # run experiments
+    new_througput_results = []
+    output_file = log_dir / "throughput.csv"
+    with tqdm(total=len(instance_pairs), desc="Total throughput evaluation") as pbar:
+        for group_idx, group in enumerate(groups):
+            tag_fmt = lambda x: f"{x[0].region_tag}:{x[0].network_tier()} to {x[1].region_tag}:{x[1].network_tier()}"
+            results = do_parallel(client_fn, group, progress_bar=True, desc=f"Parallel eval group {group_idx}", n=-1, arg_fmt=tag_fmt)
+            new_througput_results.extend([rec for args, rec in results if rec is not None])
+
+            # build dataframe from results
+            tqdm.write(f"Saving intermediate results to {output_file}")
+            df = pd.DataFrame(new_througput_results)
+            if resume and copy_resume_file:
+                log_info(f"Copying old CSV entries from {resume}")
+                df = df.append(pd.read_csv(resume))
+            df.to_csv(output_file, index=False)
+
+    log_success(f"Experiment complete: {experiment_tag}")
+    log_success(f"Results saved to {output_file}")
diff --git a/skylark/compute/aws/aws_cloud_provider.py b/skylark/compute/aws/aws_cloud_provider.py
index 3bd07dc3a..64d0fa977 100644
--- a/skylark/compute/aws/aws_cloud_provider.py
+++ b/skylark/compute/aws/aws_cloud_provider.py
@@ -28,6 +28,7 @@ def region_list() -> List[str]:
             "ap-northeast-1",
             "ap-northeast-2",
             "ap-northeast-3",
+            "ap-east-1",
             "ap-south-1",
             "ap-southeast-1",
             "ap-southeast-2",
diff --git a/skylark/compute/aws/aws_server.py b/skylark/compute/aws/aws_server.py
index a1bee957f..4a029e981 100644
--- a/skylark/compute/aws/aws_server.py
+++ b/skylark/compute/aws/aws_server.py
@@ -99,7 +99,7 @@ def instance_name(self) -> Optional[str]:
         return self.tags().get("Name", None)
 
     def network_tier(self):
-        return "STANDARD"
+        return "PREMIUM"
 
     def region(self):
         return self.aws_region
diff --git a/skylark/compute/gcp/gcp_cloud_provider.py b/skylark/compute/gcp/gcp_cloud_provider.py
index b3c8aa15a..e91816852 100644
--- a/skylark/compute/gcp/gcp_cloud_provider.py
+++ b/skylark/compute/gcp/gcp_cloud_provider.py
@@ -43,7 +43,7 @@ def region_list():
             "australia-southeast2-a",
             "europe-central2-a",
             "europe-north1-a",
-            "europe-west1-a",
+            "europe-west1-b",
             "europe-west2-a",
             "europe-west3-a",
             "europe-west4-a",