diff --git a/docs/source/reference/event-logging.md b/docs/source/reference/event-logging.md
index 19d08702..1dbf8b94 100644
--- a/docs/source/reference/event-logging.md
+++ b/docs/source/reference/event-logging.md
@@ -1,27 +1,27 @@
 # Event logging and telemetry
 
-JupyterHub can be configured to record structured events from a running server using Jupyter's [Telemetry System]. The types of events that JupyterHub emits are defined by [JSON schemas] listed at the bottom of this page.
+JupyterHub can be configured to record structured events from a running server using Jupyter's [Events System]. The types of events that JupyterHub emits are defined by [JSON schemas] listed at the bottom of this page.
 
 ## How to emit events
 
-Event logging is handled by its `Eventlog` object. This leverages Python's standing [logging] library to emit, filter, and collect event data.
+Event logging is handled by its `EventLogger` object. This leverages Python's standing [logging] library to emit, filter, and collect event data.
 
 To begin recording events, you'll need to set two configurations:
 
-> 1. `handlers`: tells the EventLog _where_ to route your events. This trait is a list of Python logging handlers that route events to the event log file.
-> 2. `allows_schemas`: tells the EventLog _which_ events should be recorded. No events are emitted by default; all recorded events must be listed here.
+> 1. `handlers`: tells the EventLogger _where_ to route your events. This trait is a list of Python logging handlers that route events to the event log file.
+> 2. `allows_schemas`: tells the EventLogger _which_ events should be recorded. No events are emitted by default; all recorded events must be listed here.
 
 Here's a basic example:
 
 ```
 import logging
 
-c.EventLog.handlers = [
+c.EventLogger.handlers = [
     logging.FileHandler('event.log'),
 ]
 
-c.EventLog.allowed_schemas = [
-    'hub.jupyter.org/server-action'
+c.EventLogger.allowed_schemas = [
+    'https://schema.jupyter.org/jupyterhub/events/server-action',
 ]
 ```
 
@@ -37,6 +37,15 @@ The output is a file, `"event.log"`, with events recorded as JSON data.
 server-actions
 ```
 
+:::{versionchanged} 5.0
+JupyterHub 5.0 changes from the deprecated jupyter-telemetry to jupyter-events.
+
+The main changes are:
+
+- `EventLog` configuration is now called `EventLogger`
+- The `hub.jupyter.org/server-action` schema is now called `https://schema.jupyter.org/jupyterhub/events/server-action`
+  :::
+
 [json schemas]: https://json-schema.org/
 [logging]: https://docs.python.org/3/library/logging.html
-[telemetry system]: https://github.com/jupyter/telemetry
+[events system]: https://jupyter-events.readthedocs.io
diff --git a/jupyterhub/app.py b/jupyterhub/app.py
index 10a7d5e2..97f62c98 100644
--- a/jupyterhub/app.py
+++ b/jupyterhub/app.py
@@ -21,6 +21,7 @@ from datetime import datetime, timedelta, timezone
 from functools import partial
 from getpass import getuser
 from operator import itemgetter
+from pathlib import Path
 from textwrap import dedent
 from typing import Optional
 from urllib.parse import unquote, urlparse, urlunparse
@@ -29,7 +30,7 @@ import tornado.httpserver
 import tornado.options
 from dateutil.parser import parse as parse_date
 from jinja2 import ChoiceLoader, Environment, FileSystemLoader, PrefixLoader
-from jupyter_telemetry.eventlog import EventLog
+from jupyter_events.logger import EventLogger
 from sqlalchemy.exc import OperationalError, SQLAlchemyError
 from sqlalchemy.orm import joinedload
 from tornado import gen, web
@@ -3251,13 +3252,10 @@ class JupyterHub(Application):
 
     def init_eventlog(self):
         """Set up the event logging system."""
-        self.eventlog = EventLog(parent=self)
+        self.eventlog = EventLogger(parent=self)
 
-        for dirname, _, files in os.walk(os.path.join(here, 'event-schemas')):
-            for file in files:
-                if not file.endswith('.yaml'):
-                    continue
-                self.eventlog.register_schema_file(os.path.join(dirname, file))
+        for schema in (Path(here) / "event-schemas").glob("**/*.yaml"):
+            self.eventlog.register_event_schema(schema)
 
     def write_pid_file(self):
         pid = os.getpid()
diff --git a/jupyterhub/event-schemas/server-actions/v1.yaml b/jupyterhub/event-schemas/server-actions/v1.yaml
index 9023b105..06443cd1 100644
--- a/jupyterhub/event-schemas/server-actions/v1.yaml
+++ b/jupyterhub/event-schemas/server-actions/v1.yaml
@@ -1,4 +1,4 @@
-"$id": hub.jupyter.org/server-action
+"$id": https://schema.jupyter.org/jupyterhub/events/server-action
 version: 1
 title: JupyterHub server events
 description: |
diff --git a/jupyterhub/handlers/base.py b/jupyterhub/handlers/base.py
index 69331465..a5d33b9e 100644
--- a/jupyterhub/handlers/base.py
+++ b/jupyterhub/handlers/base.py
@@ -1128,10 +1128,13 @@ class BaseHandler(RequestHandler):
             SERVER_SPAWN_DURATION_SECONDS.labels(
                 status=ServerSpawnStatus.success
             ).observe(time.perf_counter() - spawn_start_time)
-            self.eventlog.record_event(
-                'hub.jupyter.org/server-action',
-                1,
-                {'action': 'start', 'username': user.name, 'servername': server_name},
+            self.eventlog.emit(
+                schema_id='https://schema.jupyter.org/jupyterhub/events/server-action',
+                data={
+                    'action': 'start',
+                    'username': user.name,
+                    'servername': server_name,
+                },
             )
             proxy_add_start_time = time.perf_counter()
             spawner._proxy_pending = True
@@ -1334,10 +1337,9 @@ class BaseHandler(RequestHandler):
                 SERVER_STOP_DURATION_SECONDS.labels(
                     status=ServerStopStatus.success
                 ).observe(toc - tic)
-                self.eventlog.record_event(
-                    'hub.jupyter.org/server-action',
-                    1,
-                    {
+                self.eventlog.emit(
+                    schema_id='https://schema.jupyter.org/jupyterhub/events/server-action',
+                    data={
                         'action': 'stop',
                         'username': user.name,
                         'servername': server_name,
diff --git a/jupyterhub/tests/test_eventlog.py b/jupyterhub/tests/test_eventlog.py
index 0e83a840..416c3673 100644
--- a/jupyterhub/tests/test_eventlog.py
+++ b/jupyterhub/tests/test_eventlog.py
@@ -22,7 +22,7 @@ from traitlets.config import Config
 # { ( '<schema id>', <version> ) : { <event_data> } }
 valid_events = [
     (
-        'hub.jupyter.org/server-action',
+        'https://schema.jupyter.org/jupyterhub/events/server-action',
         1,
         dict(action='start', username='test-username', servername='test-servername'),
     )
@@ -32,7 +32,11 @@ valid_events = [
 # { ( '<schema id>', <version> ) : { <event_data> } }
 invalid_events = [
     # Missing required keys
-    ('hub.jupyter.org/server-action', 1, dict(action='start'))
+    (
+        'https://schema.jupyter.org/jupyterhub/events/server-action',
+        1,
+        dict(action='start'),
+    )
 ]
 
 
@@ -41,11 +45,11 @@ def eventlog_sink(app):
     """Return eventlog and sink objects"""
     sink = io.StringIO()
     handler = logging.StreamHandler(sink)
-    # Update the EventLog config with handler
+    # Update the EventLogger config with handler
     cfg = Config()
-    cfg.EventLog.handlers = [handler]
+    cfg.EventLogger.handlers = [handler]
 
-    with mock.patch.object(app.config, 'EventLog', cfg.EventLog):
+    with mock.patch.object(app.config, 'EventLogger', cfg.EventLogger):
         # recreate the eventlog object with our config
         app.init_eventlog()
         # return the sink from the fixture
@@ -59,7 +63,7 @@ def test_valid_events(eventlog_sink, schema, version, event):
     eventlog, sink = eventlog_sink
     eventlog.allowed_schemas = [schema]
     # Record event
-    eventlog.record_event(schema, version, event)
+    eventlog.emit(schema_id=schema, data=event)
     # Inspect consumed event
     output = sink.getvalue()
     assert output
@@ -75,4 +79,4 @@ def test_invalid_events(eventlog_sink, schema, version, event):
 
     # Make sure an error is thrown when bad events are recorded
     with pytest.raises(jsonschema.ValidationError):
-        recorded_event = eventlog.record_event(schema, version, event)
+        recorded_event = eventlog.emit(schema_id=schema, data=event)
diff --git a/requirements.txt b/requirements.txt
index 2a8a28ae..30b3028e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,7 +4,7 @@ certipy>=0.1.2
 idna
 importlib_metadata>=3.6; python_version < '3.10'
 jinja2>=2.11.0
-jupyter_telemetry>=0.1.0
+jupyter_events
 oauthlib>=3.0
 packaging
 pamela>=1.1.0; sys_platform != 'win32'