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The following commit(s) were added to refs/heads/master by this push:
     new 8af7123da05 docs: Update links (#19329)
8af7123da05 is described below

commit 8af7123da05a8209669c64f2dadd16b3039cd80c
Author: Victoria Lim <[email protected]>
AuthorDate: Thu Apr 16 09:23:49 2026 -0700

    docs: Update links (#19329)
---
 docs/design/zookeeper.md                       |  2 +-
 docs/development/extensions-core/test-stats.md |  2 +-
 docs/multi-stage-query/examples.md             |  2 +-
 docs/querying/projections.md                   | 52 +++++++++++++-------------
 docs/querying/query-context-reference.md       |  2 +-
 5 files changed, 30 insertions(+), 30 deletions(-)

diff --git a/docs/design/zookeeper.md b/docs/design/zookeeper.md
index 0dba7cf9f31..df58b02a21d 100644
--- a/docs/design/zookeeper.md
+++ b/docs/design/zookeeper.md
@@ -40,7 +40,7 @@ The operations that happen over ZK are
 
 ## Coordinator Leader Election
 
-We use the Curator 
[LeaderLatch](https://curator.apache.org/curator-recipes/leader-latch.html) 
recipe to perform leader election at path
+We use the Curator 
[LeaderLatch](https://curator.apache.org/docs/recipes-leader-latch) recipe to 
perform leader election at path
 
 ```
 ${druid.zk.paths.coordinatorPath}/_COORDINATOR
diff --git a/docs/development/extensions-core/test-stats.md 
b/docs/development/extensions-core/test-stats.md
index 9b760a1fe3f..e37051b4356 100644
--- a/docs/development/extensions-core/test-stats.md
+++ b/docs/development/extensions-core/test-stats.md
@@ -30,7 +30,7 @@ Make sure to include `druid-stats` extension in order to use 
these aggregators.
 
 ## Z-Score for two sample ztests post aggregator
 
-Please refer to [Making Sense of the Two-Proportions 
Test](https://www.isixsigma.com/tools-templates/hypothesis-testing/making-sense-two-proportions-test/)
 and [An Introduction to Statistics: Comparing Two 
Means](https://userweb.ucs.louisiana.edu/~jcb0773/Berry_statbook/427bookall-August2024.pdf)
 for more details.
+Please refer to [Making Sense of the Two-Proportions 
Test](https://www.isixsigma.com/hypothesis-testing/making-sense-two-proportions-test/)
 and [An Introduction to Statistics: Comparing Two 
Means](https://userweb.ucs.louisiana.edu/~jcb0773/Berry_statbook/427bookall-August2024.pdf)
 for more details.
 
 ```
 z = (p1 - p2) / S.E.  (assuming null hypothesis is true)
diff --git a/docs/multi-stage-query/examples.md 
b/docs/multi-stage-query/examples.md
index 797af2ed351..b1e5ddcb0e5 100644
--- a/docs/multi-stage-query/examples.md
+++ b/docs/multi-stage-query/examples.md
@@ -29,7 +29,7 @@ This page describes SQL-based batch ingestion using the 
[multi-stage query task
 These example queries show you some of the things you can do when modifying 
queries for your use case. Copy the example queries into the **Query** view of 
the web console and run them to see what they do.
 
 :::tip
-When you insert or replace data with SQL-based ingestion, set the context 
parameter `finalizeAggregations` to `false`. This context parameter is 
automatically set for you if you use the Druid console. If you use the API, you 
must explicitly set it. For an example, see [SQL-based ingestion 
API](../api-reference/sql-ingestion-api#sample-request). For details on 
aggregations, see [Rollup](./concepts.md#rollup).
+When you insert or replace data with SQL-based ingestion, set the context 
parameter `finalizeAggregations` to `false`. This context parameter is 
automatically set for you if you use the Druid console. If you use the API, you 
must explicitly set it. For an example, see [SQL-based ingestion 
API](../api-reference/sql-ingestion-api.md#sample-request). For details on 
aggregations, see [Rollup](./concepts.md#rollup).
 :::
 
 ## INSERT with no rollup
diff --git a/docs/querying/projections.md b/docs/querying/projections.md
index 3e519c400ef..4471b9fd623 100644
--- a/docs/querying/projections.md
+++ b/docs/querying/projections.md
@@ -249,36 +249,36 @@ To use compaction on a datasource that includes 
projections, you need to set the
 <Tabs>
   <TabItem value="Coordinator duties">
 
-```json
-{
-    "type": "catalog",
-    "dataSource": YOUR_DATASOURCE,
-    "engine": "native",
-    "skipOffsetFromLatest": "PT0H",
-    "taskPriority": 25,
-    "inputSegmentSizeBytes": 100000000000000,
-    "taskContext": null
+  ```json
+  {
+      "type": "catalog",
+      "dataSource": YOUR_DATASOURCE,
+      "engine": "native",
+      "skipOffsetFromLatest": "PT0H",
+      "taskPriority": 25,
+      "inputSegmentSizeBytes": 100000000000000,
+      "taskContext": null
   }
-```
+  ```
+
+  </TabItem>
+  <TabItem value="Supervisors">
 
-</TabItem>
-  <TabItem value="Supervisors"> 
-  
   ```json
   {
-  "type": "autocompact",
-  "spec": {
-    "type": "catalog",
-    "dataSource": YOUR_DATASOURCE,
-    "engine": "native",
-    "skipOffsetFromLatest": "PT0H",
-    "taskPriority": 25,
-    "inputSegmentSizeBytes": 100000000000000,
-    "taskContext": null
-  },
-  "suspended": true
-}
-```
+      "type": "autocompact",
+      "spec": {
+        "type": "catalog",
+        "dataSource": YOUR_DATASOURCE,
+        "engine": "native",
+        "skipOffsetFromLatest": "PT0H",
+        "taskPriority": 25,
+        "inputSegmentSizeBytes": 100000000000000,
+        "taskContext": null
+      },
+      "suspended": true
+  }
+  ```
 
   </TabItem>
 </Tabs>
diff --git a/docs/querying/query-context-reference.md 
b/docs/querying/query-context-reference.md
index a7532b265d0..511e8b13b69 100644
--- a/docs/querying/query-context-reference.md
+++ b/docs/querying/query-context-reference.md
@@ -34,7 +34,7 @@ This reference contains context parameters organized by their 
scope:
 To learn how to set the query context, see [Set query 
context](./query-context.md).
 
 For reference on query context parameters specific to Druid SQL, visit [SQL 
query context](sql-query-context.md). 
-For context parameters related to SQL-based ingestion, see the [SQL-based 
ingestion reference](../multi-stage-query/reference/#context-parameters).
+For context parameters related to SQL-based ingestion, see the [SQL-based 
ingestion reference](../multi-stage-query/reference.md#context-parameters).
 
 
 ## General parameters


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