diff --git a/dev/archery/archery/release/core.py b/dev/archery/archery/release/core.py
index d6eab45e1804c..bbaba2f648f29 100644
--- a/dev/archery/archery/release/core.py
+++ b/dev/archery/archery/release/core.py
@@ -25,7 +25,6 @@
 
 from git import Repo
 from github import Github
-from jira import JIRA
 from semver import VersionInfo as SemVer
 
 from ..utils.source import ArrowSources
@@ -50,14 +49,6 @@ def __init__(self, released=False, release_date=None, **kwargs):
     def parse(cls, version, **kwargs):
         return cls(**SemVer.parse(version).to_dict(), **kwargs)
 
-    @classmethod
-    def from_jira(cls, jira_version):
-        return cls.parse(
-            jira_version.name,
-            released=jira_version.released,
-            release_date=getattr(jira_version, 'releaseDate', None)
-        )
-
     @classmethod
     def from_milestone(cls, milestone):
         return cls.parse(
@@ -76,14 +67,6 @@ def __init__(self, key, type, summary, github_issue=None):
         self.github_issue_id = getattr(github_issue, "number", None)
         self._github_issue = github_issue
 
-    @classmethod
-    def from_jira(cls, jira_issue):
-        return cls(
-            key=jira_issue.key,
-            type=jira_issue.fields.issuetype.name,
-            summary=jira_issue.fields.summary
-        )
-
     @classmethod
     def from_github(cls, github_issue):
         return cls(
@@ -117,15 +100,6 @@ def is_pr(self):
         return bool(self._github_issue and self._github_issue.pull_request)
 
 
-class Jira(JIRA):
-
-    def __init__(self, url='https://issues.apache.org/jira'):
-        super().__init__(url)
-
-    def issue(self, key):
-        return Issue.from_jira(super().issue(key))
-
-
 class IssueTracker:
 
     def __init__(self, github_token=None):
@@ -401,10 +375,6 @@ def commits(self):
         commit_range = f"{lower}..{upper}"
         return list(map(Commit, self.repo.iter_commits(commit_range)))
 
-    @cached_property
-    def jira_instance(self):
-        return Jira()
-
     @cached_property
     def default_branch(self):
         default_branch_name = os.getenv("ARCHERY_DEFAULT_BRANCH")
@@ -459,20 +429,12 @@ def curate(self, minimal=False):
                 else:
                     outside.append(
                         (self.issue_tracker.issue(int(c.issue_id)), c))
-            elif c.project == 'ARROW':
-                if c.issue in release_issues:
-                    within.append((release_issues[c.issue], c))
-                else:
-                    outside.append((self.jira_instance.issue(c.issue), c))
-            elif c.project == 'PARQUET':
-                parquet.append((self.jira_instance.issue(c.issue), c))
             else:
                 warnings.warn(
-                    f'Issue {c.issue} does not pertain to GH' +
-                    ', ARROW or PARQUET')
+                    f'Issue {c.issue} does not pertain to GH')
                 outside.append((c.issue, c))
 
-        # remaining jira tickets
+        # remaining tickets
         within_keys = {i.key for i, c in within}
         # Take into account that some issues milestoned are prs
         nopatch = [issue for key, issue in release_issues.items()
@@ -488,12 +450,10 @@ def changelog(self):
         # get organized report for the release
         curation = self.curate()
 
-        # jira tickets having patches in the release
+        # issues having patches in the release
         issue_commit_pairs.extend(curation.within)
-        # parquet patches in the release
-        issue_commit_pairs.extend(curation.parquet)
 
-        # jira tickets without patches
+        # issues without patches
         for issue in curation.nopatch:
             issue_commit_pairs.append((issue, None))
 
@@ -576,7 +536,7 @@ def cherry_pick_commits(self, recreate_branch=True):
             logger.info(f"Checking out branch {self.branch}")
             self.repo.git.checkout(self.branch)
 
-        # cherry pick the commits based on the jira tickets
+        # cherry pick the commits based on the GH issue
         for commit in self.commits_to_pick():
             logger.info(f"Cherry-picking commit {commit.hexsha}")
             self.repo.git.cherry_pick(commit.hexsha)
diff --git a/dev/archery/archery/release/tests/test_release.py b/dev/archery/archery/release/tests/test_release.py
index 22b43c7cb3bc4..fae2bdcea04a0 100644
--- a/dev/archery/archery/release/tests/test_release.py
+++ b/dev/archery/archery/release/tests/test_release.py
@@ -21,7 +21,6 @@
     Release, MajorRelease, MinorRelease, PatchRelease,
     IssueTracker, Version, Issue, CommitTitle, Commit
 )
-from archery.testing import DotDict
 
 
 # subset of issues per revision
@@ -141,22 +140,6 @@ def test_issue(fake_issue_tracker):
     assert i.project == "PARQUET"
     assert i.number == 1111
 
-    fake_jira_issue = DotDict({
-        'key': 'ARROW-2222',
-        'fields': {
-            'issuetype': {
-                'name': 'Feature'
-            },
-            'summary': 'Issue title'
-        }
-    })
-    i = Issue.from_jira(fake_jira_issue)
-    assert i.key == "ARROW-2222"
-    assert i.type == "Feature"
-    assert i.summary == "Issue title"
-    assert i.project == "ARROW"
-    assert i.number == 2222
-
 
 def test_commit_title():
     t = CommitTitle.parse(
diff --git a/dev/archery/archery/templates/release_changelog.md.j2 b/dev/archery/archery/templates/release_changelog.md.j2
index 0eedb217a8b84..9fa9a1476af6f 100644
--- a/dev/archery/archery/templates/release_changelog.md.j2
+++ b/dev/archery/archery/templates/release_changelog.md.j2
@@ -23,11 +23,7 @@
 ## {{ category }}
 
 {% for issue, commit in issue_commit_pairs -%}
-{% if issue.project in ('ARROW', 'PARQUET') -%}
-* [{{ issue.key }}](https://issues.apache.org/jira/browse/{{ issue.key }}) - {{ commit.title.to_string(with_issue=False) if commit else issue.summary | md }}
-{% else -%}
 * [GH-{{ issue.key }}](https://github.com/apache/arrow/issues/{{ issue.key }}) - {{ commit.title.to_string(with_issue=False) if commit else issue.summary | md }}
-{% endif -%}
 {% endfor %}
 
 {% endfor %}
diff --git a/dev/archery/archery/testing.py b/dev/archery/archery/testing.py
index 471a54d4c72cf..3b1061ac85fa4 100644
--- a/dev/archery/archery/testing.py
+++ b/dev/archery/archery/testing.py
@@ -21,19 +21,6 @@
 import re
 
 
-class DotDict(dict):
-
-    def __getattr__(self, key):
-        try:
-            item = self[key]
-        except KeyError:
-            raise AttributeError(key)
-        if isinstance(item, dict):
-            return DotDict(item)
-        else:
-            return item
-
-
 class PartialEnv(dict):
 
     def __eq__(self, other):
diff --git a/dev/archery/setup.py b/dev/archery/setup.py
index f1e0df6231436..6587e61546b5a 100755
--- a/dev/archery/setup.py
+++ b/dev/archery/setup.py
@@ -39,9 +39,9 @@
     'lint': ['numpydoc==1.1.0', 'autopep8', 'flake8==6.1.0', 'cython-lint',
              'cmake_format==0.6.13', 'sphinx-lint==0.9.1'],
     'numpydoc': ['numpydoc==1.1.0'],
-    'release': ['pygithub', jinja_req, 'jira', 'semver', 'gitpython'],
+    'release': ['pygithub', jinja_req, 'semver', 'gitpython'],
 }
-extras['bot'] = extras['crossbow'] + ['pygithub', 'jira']
+extras['bot'] = extras['crossbow'] + ['pygithub']
 extras['all'] = list(set(functools.reduce(operator.add, extras.values())))
 
 setup(