diff --git a/datafusion/expr/src/accumulator.rs b/datafusion/expr/src/accumulator.rs
index 523e4e21a640..fa2017586d21 100644
--- a/datafusion/expr/src/accumulator.rs
+++ b/datafusion/expr/src/accumulator.rs
@@ -21,11 +21,13 @@ use arrow::array::ArrayRef;
 use datafusion_common::{internal_err, DataFusionError, Result, ScalarValue};
 use std::fmt::Debug;
 
-/// Describes an aggregate functions's state.
+/// Tracks an aggregate function's state.
 ///
-/// `Accumulator`s are stateful objects that live throughout the
-/// evaluation of multiple rows and aggregate multiple values together
-/// into a final output aggregate.
+/// `Accumulator`s are stateful objects that implement a single group. They
+/// aggregate values from multiple rows together into a final output aggregate.
+///
+/// [`GroupsAccumulator]` is an additional more performant (but also complex) API
+/// that manages state for multiple groups at once.
 ///
 /// An accumulator knows how to:
 /// * update its state from inputs via [`update_batch`]
@@ -40,6 +42,7 @@ use std::fmt::Debug;
 /// [`state`] and combine the state from multiple accumulators'
 /// via [`merge_batch`], as part of efficient multi-phase grouping.
 ///
+/// [`GroupsAccumulator`]: crate::GroupsAccumulator
 /// [`update_batch`]: Self::update_batch
 /// [`retract_batch`]: Self::retract_batch
 /// [`state`]: Self::state
diff --git a/datafusion/expr/src/groups_accumulator.rs b/datafusion/expr/src/groups_accumulator.rs
index 6580de19bc68..2ffbfb266e9c 100644
--- a/datafusion/expr/src/groups_accumulator.rs
+++ b/datafusion/expr/src/groups_accumulator.rs
@@ -59,12 +59,24 @@ impl EmitTo {
 /// `GroupAccumulator` implements a single aggregate (e.g. AVG) and
 /// stores the state for *all* groups internally.
 ///
+/// # Notes on Implementing `GroupAccumulator`
+///
+/// All aggregates must first implement the simpler [`Accumulator`] trait, which
+/// handles state for a single group. Implementing `GroupsAccumulator` is
+/// optional and is harder to implement than `Accumulator`, but can be much
+/// faster for queries with many group values.  See the [Aggregating Millions of
+/// Groups Fast blog] for more background.
+///
+/// # Details
 /// Each group is assigned a `group_index` by the hash table and each
-/// accumulator manages the specific state, one per group_index.
+/// accumulator manages the specific state, one per `group_index`.
 ///
-/// group_indexes are contiguous (there aren't gaps), and thus it is
-/// expected that each GroupAccumulator will use something like `Vec<..>`
+/// `group_index`es are contiguous (there aren't gaps), and thus it is
+/// expected that each `GroupAccumulator` will use something like `Vec<..>`
 /// to store the group states.
+///
+/// [`Accumulator`]: crate::Accumulator
+/// [Aggregating Millions of Groups Fast blog]: https://arrow.apache.org/blog/2023/08/05/datafusion_fast_grouping/
 pub trait GroupsAccumulator: Send {
     /// Updates the accumulator's state from its arguments, encoded as
     /// a vector of [`ArrayRef`]s.
diff --git a/datafusion/expr/src/udaf.rs b/datafusion/expr/src/udaf.rs
index 444a4f1e8099..fb062e5830eb 100644
--- a/datafusion/expr/src/udaf.rs
+++ b/datafusion/expr/src/udaf.rs
@@ -37,12 +37,12 @@ use std::sync::Arc;
 /// functions (`GROUP BY` clause) as well as window functions (`OVER`
 /// clause).
 ///
-/// `AggregateUDF` provides DataFusion the information needed to plan
-/// and call aggregate functions, including name, type information,
-/// and a factory function to create [`Accumulator`], which peform the
-/// actual aggregation.
+/// `AggregateUDF` provides DataFusion the information needed to plan and call
+/// aggregate functions, including name, type information, and a factory
+/// function to create an [`Accumulator`] instance, to perform the actual
+/// aggregation.
 ///
-/// For more information, please see [the examples].
+/// For more information, please see [the examples]:
 ///
 /// 1. For simple (less performant) use cases, use [`create_udaf`] and [`simple_udaf.rs`].
 ///
@@ -58,7 +58,6 @@ use std::sync::Arc;
 /// [`create_udaf`]: crate::expr_fn::create_udaf
 /// [`simple_udaf.rs`]: https://github.com/apache/arrow-datafusion/blob/main/datafusion-examples/examples/simple_udaf.rs
 /// [`advanced_udaf.rs`]: https://github.com/apache/arrow-datafusion/blob/main/datafusion-examples/examples/advanced_udaf.rs
-
 #[derive(Debug, Clone)]
 pub struct AggregateUDF {
     inner: Arc<dyn AggregateUDFImpl>,
@@ -153,7 +152,7 @@ impl AggregateUDF {
         self.inner.return_type(args)
     }
 
-    /// Return an accumualator the given aggregate, given
+    /// Return an accumulator the given aggregate, given
     /// its return datatype.
     pub fn accumulator(&self, return_type: &DataType) -> Result<Box<dyn Accumulator>> {
         self.inner.accumulator(return_type)