diff --git a/docs/docs/use_cases/web_scraping.ipynb b/docs/docs/use_cases/web_scraping.ipynb
index 5802eec8fc..da53e4bf6f 100644
--- a/docs/docs/use_cases/web_scraping.ipynb
+++ b/docs/docs/use_cases/web_scraping.ipynb
@@ -308,7 +308,7 @@
       "source": [
         "### Run the web scraper w/ BeautifulSoup\n",
         "\n",
-        "As shown above, we'll using `BeautifulSoupTransformer`."
+        "As shown above, we'll be using `BeautifulSoupTransformer`."
       ]
     },
     {
@@ -661,4 +661,4 @@
   },
   "nbformat": 4,
   "nbformat_minor": 5
-}
\ No newline at end of file
+}