diff --git a/README.md b/README.md
index 8d5979f83..62e029520 100644
--- a/README.md
+++ b/README.md
@@ -23,7 +23,7 @@ Easy integration with Athena, Glue, Redshift, Timestream, QuickSight, Chime, Clo
| **[PyPi](https://pypi.org/project/awswrangler/)** | [![PyPI Downloads](https://pepy.tech/badge/awswrangler)](https://pypi.org/project/awswrangler/) | `pip install awswrangler` |
| **[Conda](https://anaconda.org/conda-forge/awswrangler)** | [![Conda Downloads](https://img.shields.io/conda/dn/conda-forge/awswrangler.svg)](https://anaconda.org/conda-forge/awswrangler) | `conda install -c conda-forge awswrangler` |
-> ⚠️ **For platforms without PyArrow 3 support (e.g. [EMR](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#emr-cluster), [Glue PySpark Job](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#aws-glue-pyspark-jobs)):** `pip install pyarrow==2 awswrangler`
+> ⚠️ **For platforms without PyArrow 3 support (e.g. [EMR](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#emr-cluster), [Glue PySpark](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#aws-glue-pyspark-jobs)):** `pip install pyarrow==2 awswrangler`
Powered By [](https://arrow.apache.org/powered_by/)
@@ -40,7 +40,7 @@ Powered By [](http
Installation command: `pip install awswrangler`
-> ⚠️ **For platforms without PyArrow 3 support (e.g. [EMR](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#emr-cluster), [Glue PySpark Job](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#aws-glue-pyspark-jobs)):** `pip install pyarrow==2 awswrangler`
+> ⚠️ **For platforms without PyArrow 3 support (e.g. [EMR](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#emr-cluster), [Glue PySpark](https://aws-data-wrangler.readthedocs.io/en/stable/install.html#aws-glue-pyspark-jobs)):** `pip install pyarrow==2 awswrangler`
```py3
import awswrangler as wr