diff --git a/src/frontend/planner_test/tests/testdata/output/dynamic_filter.yaml b/src/frontend/planner_test/tests/testdata/output/dynamic_filter.yaml
index f819990200576..89aea24f2bd80 100644
--- a/src/frontend/planner_test/tests/testdata/output/dynamic_filter.yaml
+++ b/src/frontend/planner_test/tests/testdata/output/dynamic_filter.yaml
@@ -40,7 +40,7 @@
   stream_error: |-
     Not supported: streaming nested-loop join
     HINT: The non-equal join in the query requires a nested-loop join executor, which could be very expensive to run. Consider rewriting the query to use dynamic filter as a substitute if possible.
-    See also: https://github.com/risingwavelabs/rfcs/blob/main/rfcs/0033-dynamic-filter.md
+    See also: https://docs.risingwave.com/docs/current/sql-pattern-dynamic-filters/
 - name: With Simple Agg upstream materialized view on inner side
   before:
   - create_tables
@@ -97,7 +97,7 @@
   stream_error: |-
     Not supported: streaming nested-loop join
     HINT: The non-equal join in the query requires a nested-loop join executor, which could be very expensive to run. Consider rewriting the query to use dynamic filter as a substitute if possible.
-    See also: https://github.com/risingwavelabs/rfcs/blob/main/rfcs/0033-dynamic-filter.md
+    See also: https://docs.risingwave.com/docs/current/sql-pattern-dynamic-filters/
 - name: Ensure error on output columns from inner
   before:
   - create_tables
@@ -111,7 +111,7 @@
   stream_error: |-
     Not supported: streaming nested-loop join
     HINT: The non-equal join in the query requires a nested-loop join executor, which could be very expensive to run. Consider rewriting the query to use dynamic filter as a substitute if possible.
-    See also: https://github.com/risingwavelabs/rfcs/blob/main/rfcs/0033-dynamic-filter.md
+    See also: https://docs.risingwave.com/docs/current/sql-pattern-dynamic-filters/
 - name: Use Inner Join for equi condition
   before:
   - create_tables
diff --git a/src/frontend/planner_test/tests/testdata/output/expr.yaml b/src/frontend/planner_test/tests/testdata/output/expr.yaml
index 7f9f63049cd70..6875160cffa79 100644
--- a/src/frontend/planner_test/tests/testdata/output/expr.yaml
+++ b/src/frontend/planner_test/tests/testdata/output/expr.yaml
@@ -648,7 +648,7 @@
   stream_error: |-
     Not supported: streaming nested-loop join
     HINT: The non-equal join in the query requires a nested-loop join executor, which could be very expensive to run. Consider rewriting the query to use dynamic filter as a substitute if possible.
-    See also: https://github.com/risingwavelabs/rfcs/blob/main/rfcs/0033-dynamic-filter.md
+    See also: https://docs.risingwave.com/docs/current/sql-pattern-dynamic-filters/
 - name: without variadic keyword
   sql: |
     create table t(a varchar, b varchar);
diff --git a/src/frontend/planner_test/tests/testdata/output/over_window_function.yaml b/src/frontend/planner_test/tests/testdata/output/over_window_function.yaml
index fbdccf685ca2e..a1c014161988e 100644
--- a/src/frontend/planner_test/tests/testdata/output/over_window_function.yaml
+++ b/src/frontend/planner_test/tests/testdata/output/over_window_function.yaml
@@ -164,7 +164,7 @@
   stream_error: |-
     Not supported: streaming nested-loop join
     HINT: The non-equal join in the query requires a nested-loop join executor, which could be very expensive to run. Consider rewriting the query to use dynamic filter as a substitute if possible.
-    See also: https://github.com/risingwavelabs/rfcs/blob/main/rfcs/0033-dynamic-filter.md
+    See also: https://docs.risingwave.com/docs/current/sql-pattern-dynamic-filters/
 - id: aggregate with over clause, without ORDER BY and frame definition
   sql: |
     create table t(x int, y int, z int, w int);
diff --git a/src/frontend/planner_test/tests/testdata/output/subquery.yaml b/src/frontend/planner_test/tests/testdata/output/subquery.yaml
index e17f2f3cf699a..b981f8f968ed8 100644
--- a/src/frontend/planner_test/tests/testdata/output/subquery.yaml
+++ b/src/frontend/planner_test/tests/testdata/output/subquery.yaml
@@ -439,7 +439,7 @@
   stream_error: |-
     Not supported: streaming nested-loop join
     HINT: The non-equal join in the query requires a nested-loop join executor, which could be very expensive to run. Consider rewriting the query to use dynamic filter as a substitute if possible.
-    See also: https://github.com/risingwavelabs/rfcs/blob/main/rfcs/0033-dynamic-filter.md
+    See also: https://docs.risingwave.com/docs/current/sql-pattern-dynamic-filters/
 - sql: |
     SELECT 1 a, (SELECT regexp_matches('barbeque barbeque', '(bar)(beque)', 'g')) b
   optimized_logical_plan_for_batch: |-
@@ -658,7 +658,7 @@
   stream_error: |-
     Not supported: streaming nested-loop join
     HINT: The non-equal join in the query requires a nested-loop join executor, which could be very expensive to run. Consider rewriting the query to use dynamic filter as a substitute if possible.
-    See also: https://github.com/risingwavelabs/rfcs/blob/main/rfcs/0033-dynamic-filter.md
+    See also: https://docs.risingwave.com/docs/current/sql-pattern-dynamic-filters/
 - name: test over window subquery 3
   sql: |
     CREATE TABLE integers(i INTEGER);
@@ -715,7 +715,7 @@
   stream_error: |-
     Not supported: streaming nested-loop join
     HINT: The non-equal join in the query requires a nested-loop join executor, which could be very expensive to run. Consider rewriting the query to use dynamic filter as a substitute if possible.
-    See also: https://github.com/risingwavelabs/rfcs/blob/main/rfcs/0033-dynamic-filter.md
+    See also: https://docs.risingwave.com/docs/current/sql-pattern-dynamic-filters/
 - name: test over window subquery 5
   sql: |
     CREATE TABLE integers(i INTEGER, correlated_col int);
diff --git a/src/frontend/planner_test/tests/testdata/output/with_ordinality.yaml b/src/frontend/planner_test/tests/testdata/output/with_ordinality.yaml
index 4b9c4122a4222..37a68dba7f362 100644
--- a/src/frontend/planner_test/tests/testdata/output/with_ordinality.yaml
+++ b/src/frontend/planner_test/tests/testdata/output/with_ordinality.yaml
@@ -213,4 +213,4 @@
   stream_error: |-
     Not supported: streaming nested-loop join
     HINT: The non-equal join in the query requires a nested-loop join executor, which could be very expensive to run. Consider rewriting the query to use dynamic filter as a substitute if possible.
-    See also: https://github.com/risingwavelabs/rfcs/blob/main/rfcs/0033-dynamic-filter.md
+    See also: https://docs.risingwave.com/docs/current/sql-pattern-dynamic-filters/
diff --git a/src/frontend/src/optimizer/plan_node/logical_join.rs b/src/frontend/src/optimizer/plan_node/logical_join.rs
index 571efee542c2b..89cebd6a0c458 100644
--- a/src/frontend/src/optimizer/plan_node/logical_join.rs
+++ b/src/frontend/src/optimizer/plan_node/logical_join.rs
@@ -1339,10 +1339,9 @@ impl ToStream for LogicalJoin {
         } else {
             Err(RwError::from(ErrorCode::NotSupported(
                 "streaming nested-loop join".to_string(),
-                // TODO: replace the link with user doc
                 "The non-equal join in the query requires a nested-loop join executor, which could be very expensive to run. \
                  Consider rewriting the query to use dynamic filter as a substitute if possible.\n\
-                 See also: https://github.com/risingwavelabs/rfcs/blob/main/rfcs/0033-dynamic-filter.md".to_owned(),
+                 See also: https://docs.risingwave.com/docs/current/sql-pattern-dynamic-filters/".to_owned(),
             )))
         }
     }