diff --git a/misc-resources/web-scraping/workshop_2024/session1_intro-to-web-scraping.html b/misc-resources/web-scraping/workshop_2024/session1_intro-to-web-scraping.html
index 1848a0f..4acf543 100644
--- a/misc-resources/web-scraping/workshop_2024/session1_intro-to-web-scraping.html
+++ b/misc-resources/web-scraping/workshop_2024/session1_intro-to-web-scraping.html
@@ -546,9 +546,10 @@ <h2>A note on ~AI~</h2>
 <h2>Homework: Installations for Next Time</h2>
 <ul>
 <li>Install Python via Anaconda - see guidance from PUG’s Python Installation training <a href="https://ui-research.github.io/python-at-urban/content/installation.html">here</a></li>
-<li>Install the following Python packages: <code>requests</code>, <code>beautifulsoup4</code>, <code>lxml</code>, and <code>selenium</code></li>
+<li>Install the following Python packages: <code>requests</code>, <code>beautifulsoup4</code>, <code>lxml</code>, <code>selenium</code>, and <code>webdriver-manager</code>.</li>
 <li>Launch a new Jupyter Notebook if you’ve never done so before - see guidance from PUG’s Intro to Python training <a href="https://ui-research.github.io/python-at-urban/content/intro-to-python.html">here</a></li>
 <li>If you have any issues, please use the #python-users channel and we’d love to help. Someone else probably has the same question!</li>
+<li>Sign up for GitHub using <a href="https://ui-research.github.io/reproducibility-at-urban/git-installation.html">this guide</a> if you haven’t so that you can access these workshop materials!</li>
 </ul>
 </section>
 <section id="next-session" class="slide level2">
diff --git a/misc-resources/web-scraping/workshop_2024/session1_intro-to-web-scraping.qmd b/misc-resources/web-scraping/workshop_2024/session1_intro-to-web-scraping.qmd
index 8ca3f68..993a3a4 100644
--- a/misc-resources/web-scraping/workshop_2024/session1_intro-to-web-scraping.qmd
+++ b/misc-resources/web-scraping/workshop_2024/session1_intro-to-web-scraping.qmd
@@ -110,9 +110,10 @@ sm.report('display')
 
 ## Homework: Installations for Next Time
 - Install Python via Anaconda - see guidance from PUG's Python Installation training [here](https://ui-research.github.io/python-at-urban/content/installation.html)
-- Install the following Python packages: `requests`, `beautifulsoup4`, `lxml`, and `selenium`
+- Install the following Python packages: `requests`, `beautifulsoup4`, `lxml`, `selenium`, and `webdriver-manager`.
 - Launch a new Jupyter Notebook if you've never done so before - see guidance from PUG's Intro to Python training [here](https://ui-research.github.io/python-at-urban/content/intro-to-python.html)
 - If you have any issues, please use the #python-users channel and we'd love to help. Someone else probably has the same question!
+- Sign up for GitHub using [this guide](https://ui-research.github.io/reproducibility-at-urban/git-installation.html) if you haven't so that you can access these workshop materials!
 
 ## Next Session
 - How to scrape text from static webpages using BeautifulSoup
diff --git a/site/content/web-scraping-dynamic.ipynb b/site/content/web-scraping-dynamic.ipynb
index ead7048..9ab1e1c 100644
--- a/site/content/web-scraping-dynamic.ipynb
+++ b/site/content/web-scraping-dynamic.ipynb
@@ -48,6 +48,8 @@
         "from selenium.webdriver.common.by import By\n",
         "from selenium.webdriver.chrome.service import Service \n",
         "from webdriver_manager.chrome import ChromeDriverManager\n",
+        "from selenium.webdriver.chrome.options import Options\n",
+        "\n",
         "## NOTE: Some users may want to try a Firefox Driver instead;\n",
         "## Can comment above two lines and uncomment the below two lines\n",
         "# from selenium.webdriver.firefox.service import Service\n",
@@ -55,7 +57,13 @@
         "from selenium.webdriver.support import expected_conditions as EC\n",
         "from selenium.webdriver.support.ui import Select, WebDriverWait\n",
         "import pandas as pd\n",
-        "import time"
+        "import time\n",
+        "\n",
+        "# Set Chrome options - NOTE: you can remove these options and still have the code work when running things locally\n",
+        "options = Options()\n",
+        "options.add_argument(\"--headless\")  # Run Chrome in headless mode\n",
+        "options.add_argument(\"--no-sandbox\")\n",
+        "options.add_argument(\"--disable-dev-shm-usage\")"
       ]
     },
     {
@@ -71,7 +79,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 2,
+      "execution_count": 3,
       "id": "3b5b3848",
       "metadata": {},
       "outputs": [],