diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index b55cc9c..8d2833c 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -2,6 +2,27 @@
 Changelog
 =========
 
+8.7.0 (2023-03-30)
+------------------
+
+Added
+^^^^^
+
+* Added a new NLP model task type "text_similarity" (`#486`_)
+* Added a new NLP model task type "text_expansion" (`#520`_)
+* Added support for exporting an Elastic ML model as a scikit-learn pipeline via ``MLModel.export_model()`` (`#509`_)
+
+Fixed
+^^^^^
+
+* Fixed an issue that occurred when LightGBM was installed but libomp wasn't installed on the system. (`#499`_)
+
+.. _#486: https://github.com/elastic/eland/pull/486
+.. _#499: https://github.com/elastic/eland/pull/499
+.. _#509: https://github.com/elastic/eland/pull/509
+.. _#520: https://github.com/elastic/eland/pull/520
+
+
 8.3.0 (2022-07-11)
 ------------------
 
diff --git a/eland/_version.py b/eland/_version.py
index c72685d..9201c1b 100644
--- a/eland/_version.py
+++ b/eland/_version.py
@@ -18,7 +18,7 @@
 __title__ = "eland"
 __description__ = "Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch"
 __url__ = "https://github.com/elastic/eland"
-__version__ = "8.3.0"
+__version__ = "8.7.0"
 __author__ = "Steve Dodson"
 __author_email__ = "steve.dodson@elastic.co"
 __maintainer__ = "Seth Michael Larson"