diff --git a/src/data/roadmaps/mongodb/content/in@Wd20OKQYYuW_bT6U-yRxT.md b/src/data/roadmaps/mongodb/content/in@Wd20OKQYYuW_bT6U-yRxT.md
index 79819768c..e915fbb22 100644
--- a/src/data/roadmaps/mongodb/content/in@Wd20OKQYYuW_bT6U-yRxT.md
+++ b/src/data/roadmaps/mongodb/content/in@Wd20OKQYYuW_bT6U-yRxT.md
@@ -5,4 +5,4 @@ The `$in` operator in MongoDB selects documents where a field value matches any
 Visit the following resources to learn more:
 
 - [@official@Aggregation Operators](https://www.mongodb.com/docs/manual/reference/operator/aggregation/)
-- [@official@\$in](https://www.mongodb.com/docs/manual/reference/operator/aggregation/gte/)
+- [@official@\$in](https://www.mongodb.com/docs/manual/reference/operator/aggregation/in/)
diff --git a/src/data/roadmaps/mongodb/content/lookup@strw_oGTkZEH-o8zA4IRP.md b/src/data/roadmaps/mongodb/content/lookup@strw_oGTkZEH-o8zA4IRP.md
index 8bf11443a..58768746e 100644
--- a/src/data/roadmaps/mongodb/content/lookup@strw_oGTkZEH-o8zA4IRP.md
+++ b/src/data/roadmaps/mongodb/content/lookup@strw_oGTkZEH-o8zA4IRP.md
@@ -4,5 +4,5 @@ The `$lookup` aggregation stage performs left outer joins between collections, s
 
 Visit the following resources to learn more:
 
-- [@official@\$limit](https://www.mongodb.com/docs/manual/reference/operator/aggregation/limit/)
+- [@official@\$lookup](https://www.mongodb.com/docs/manual/reference/operator/aggregation/lookup/)
 - [@official@Aggregation Operators](https://www.mongodb.com/docs/manual/reference/operator/aggregation/)
diff --git a/src/data/roadmaps/mongodb/content/nor@7xq_mdQOlUTuhfnogOl8h.md b/src/data/roadmaps/mongodb/content/nor@7xq_mdQOlUTuhfnogOl8h.md
index 0b35bf35b..73759ba4e 100644
--- a/src/data/roadmaps/mongodb/content/nor@7xq_mdQOlUTuhfnogOl8h.md
+++ b/src/data/roadmaps/mongodb/content/nor@7xq_mdQOlUTuhfnogOl8h.md
@@ -4,5 +4,5 @@ The `$nor` operator in MongoDB performs logical NOR operation, selecting documen
 
 Visit the following resources to learn more:
 
-- [@official@\$nor](https://www.mongodb.com/docs/manual/reference/operator/aggregation/nor/)
+- [@official@\$nor](https://www.mongodb.com/docs/manual/reference/operator/query/nor/)
 - [@official@Aggregation Operators](https://www.mongodb.com/docs/manual/reference/operator/aggregation/)