diff --git a/web/book/src/reference/stdlib/transforms/window.md b/web/book/src/reference/stdlib/transforms/window.md
index 1f3c02d391ed..bf0290e06fe4 100644
--- a/web/book/src/reference/stdlib/transforms/window.md
+++ b/web/book/src/reference/stdlib/transforms/window.md
@@ -17,13 +17,11 @@ one of:
 The bounds of the range are inclusive. If a bound is omitted, the segment will
 extend until the edge of the table or group.
 
-<!-- TODO: rows vs range example, with visualization -->
-
 For ease of use, there are two flags that override `rows` or `range`:
 
 - `expanding:true` is an alias for `rows:..0`. A sum using this window is also
   known as "cumulative sum".
-- `rolling:n` is an alias for `row:(-n+1)..0`, where `n` is an integer. This
+- `rolling:n` is an alias for `rows:(-n+1)..0`, where `n` is an integer. This
   will include `n` last values, including current row. An average using this
   window is also knows as a Simple Moving Average.
 
@@ -66,6 +64,54 @@ group {order_month} (
 )
 ```
 
+Rows vs Range:
+
+```prql
+from [
+  {time_id=1, value=15},
+  {time_id=2, value=11},
+  {time_id=3, value=16},
+  {time_id=4, value=9},
+  {time_id=7, value=20},
+  {time_id=8, value=22},
+]
+window rows:-2..0 (
+  sort time_id
+  derive {sma3rows = average value}
+)
+window range:-2..0 (
+  sort time_id
+  derive {sma3range = average value}
+)
+```
+
+| time_id | value | sma3rows | sma3range |
+| ------- | ----- | -------- | --------- |
+| 1       | 15    | 15       | 15        |
+| 2       | 11    | 13       | 13        |
+| 3       | 16    | 14       | 14        |
+| 4       | 9     | 12       | 12        |
+| 7       | 20    | 15       | 20        |
+| 8       | 22    | 17       | 21        |
+
+We can see that rows having `time_id` of 5 and 6 are missing in example data; we
+can say there are gaps in our time series data.
+
+When computing SMA 3 for the fifth row (`time_id==7`) then:
+
+- "rows" will compute average on 3 rows (`time_id` in `3, 4, 7`)
+- "range" will compute average on single row only (`time_id==7`)
+
+When computing SMA 3 for the sixth row (`time_id==8`) then:
+
+- "rows" will compute average on 3 rows (`time_id` in `4, 7, 8`)
+- "range" will compute average on 2 rows (`time_id` in `7, 8`)
+
+We can observe that "rows" ignores the content of the `time_id`, only uses its
+order; we can say its window operates on physical rows. On the other hand
+"range" looks at the content of the `time_id` and based on the content decides
+how many rows fits into window; we can say window operates on logical rows.
+
 ## Windowing by default
 
 If you use window functions without `window` transform, they will be applied to
diff --git a/web/book/tests/documentation/snapshots/documentation__book__reference__stdlib__transforms__window__example__2.snap b/web/book/tests/documentation/snapshots/documentation__book__reference__stdlib__transforms__window__example__2.snap
new file mode 100644
index 000000000000..24d23ea1c75e
--- /dev/null
+++ b/web/book/tests/documentation/snapshots/documentation__book__reference__stdlib__transforms__window__example__2.snap
@@ -0,0 +1,50 @@
+---
+source: web/book/tests/documentation/book.rs
+expression: "from [\n  {time_id=1, value=15},\n  {time_id=2, value=11},\n  {time_id=3, value=16},\n  {time_id=4, value=9},\n  {time_id=7, value=20},\n  {time_id=8, value=22},\n]\nwindow rows:-2..0 (\n  sort time_id\n  derive {sma3rows = average value}\n)\nwindow range:-2..0 (\n  sort time_id\n  derive {sma3range = average value}\n)\n"
+---
+WITH table_0 AS (
+  SELECT
+    1 AS time_id,
+    15 AS value
+  UNION
+  ALL
+  SELECT
+    2 AS time_id,
+    11 AS value
+  UNION
+  ALL
+  SELECT
+    3 AS time_id,
+    16 AS value
+  UNION
+  ALL
+  SELECT
+    4 AS time_id,
+    9 AS value
+  UNION
+  ALL
+  SELECT
+    7 AS time_id,
+    20 AS value
+  UNION
+  ALL
+  SELECT
+    8 AS time_id,
+    22 AS value
+)
+SELECT
+  time_id,
+  value,
+  AVG(value) OVER (
+    ORDER BY
+      time_id ROWS BETWEEN 2 PRECEDING AND CURRENT ROW
+  ) AS sma3rows,
+  AVG(value) OVER (
+    ORDER BY
+      time_id RANGE BETWEEN 2 PRECEDING AND CURRENT ROW
+  ) AS sma3range
+FROM
+  table_0
+ORDER BY
+  time_id
+