diff --git a/poetry.lock b/poetry.lock
index 59adace..19cf989 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -55,6 +55,18 @@ six = "*"
 [package.extras]
 visualize = ["Twisted (>=16.1.1)", "graphviz (>0.5.1)"]
 
+[[package]]
+name = "backoff"
+version = "2.2.1"
+description = "Function decoration for backoff and retry"
+category = "main"
+optional = false
+python-versions = ">=3.7,<4.0"
+files = [
+    {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
+    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
+]
+
 [[package]]
 name = "blinker"
 version = "1.7.0"
@@ -447,6 +459,24 @@ files = [
     {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
 ]
 
+[[package]]
+name = "deprecated"
+version = "1.2.14"
+description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"},
+    {file = "Deprecated-1.2.14.tar.gz", hash = "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"},
+]
+
+[package.dependencies]
+wrapt = ">=1.10,<2"
+
+[package.extras]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
+
 [[package]]
 name = "distlib"
 version = "0.3.7"
@@ -672,6 +702,24 @@ files = [
     {file = "future-0.18.3.tar.gz", hash = "sha256:34a17436ed1e96697a86f9de3d15a3b0be01d8bc8de9c1dffd59fb8234ed5307"},
 ]
 
+[[package]]
+name = "googleapis-common-protos"
+version = "1.61.0"
+description = "Common protobufs used in Google APIs"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "googleapis-common-protos-1.61.0.tar.gz", hash = "sha256:8a64866a97f6304a7179873a465d6eee97b7a24ec6cfd78e0f575e96b821240b"},
+    {file = "googleapis_common_protos-1.61.0-py2.py3-none-any.whl", hash = "sha256:22f1915393bb3245343f6efe87f6fe868532efc12aa26b391b15132e1279f1c0"},
+]
+
+[package.dependencies]
+protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0"
+
+[package.extras]
+grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
+
 [[package]]
 name = "greenlet"
 version = "3.0.1"
@@ -742,6 +790,73 @@ files = [
 docs = ["Sphinx"]
 test = ["objgraph", "psutil"]
 
+[[package]]
+name = "grpcio"
+version = "1.59.2"
+description = "HTTP/2-based RPC framework"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.59.2)"]
+
 [[package]]
 name = "gunicorn"
 version = "21.2.0"
@@ -1041,6 +1156,267 @@ quality = ["bandit", "black", "eradicate", "isort", "mypy", "pylama", "readme-re
 testing = ["freezegun", "pytest", "responses", "testfixtures"]
 types = ["types-requests"]
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.21.0"
+description = "OpenTelemetry Python API"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+importlib-metadata = ">=6.0,<7.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp"
+version = "1.21.0"
+description = "OpenTelemetry Collector Exporters"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_exporter_otlp-1.21.0-py3-none-any.whl", hash = "sha256:40552c016ad3f26c1650b0f08acbf0fef96d57b056a07d4dd00b6df3d5c27b7e"},
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+]
+
+[package.dependencies]
+opentelemetry-exporter-otlp-proto-grpc = "1.21.0"
+opentelemetry-exporter-otlp-proto-http = "1.21.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-common"
+version = "1.21.0"
+description = "OpenTelemetry Protobuf encoding"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_common-1.21.0-py3-none-any.whl", hash = "sha256:97b1022b38270ec65d11fbfa348e0cd49d12006485c2321ea3b1b7037d42b6ec"},
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+
+[package.dependencies]
+backoff = {version = ">=1.10.0,<3.0.0", markers = "python_version >= \"3.7\""}
+opentelemetry-proto = "1.21.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-grpc"
+version = "1.21.0"
+description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
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+[package.dependencies]
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+deprecated = ">=1.2.6"
+googleapis-common-protos = ">=1.52,<2.0"
+grpcio = ">=1.0.0,<2.0.0"
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.21.0"
+opentelemetry-proto = "1.21.0"
+opentelemetry-sdk = ">=1.21.0,<1.22.0"
+
+[package.extras]
+test = ["pytest-grpc"]
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-http"
+version = "1.21.0"
+description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
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+
+[package.dependencies]
+backoff = {version = ">=1.10.0,<3.0.0", markers = "python_version >= \"3.7\""}
+deprecated = ">=1.2.6"
+googleapis-common-protos = ">=1.52,<2.0"
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.21.0"
+opentelemetry-proto = "1.21.0"
+opentelemetry-sdk = ">=1.21.0,<1.22.0"
+requests = ">=2.7,<3.0"
+
+[package.extras]
+test = ["responses (==0.22.0)"]
+
+[[package]]
+name = "opentelemetry-instrumentation"
+version = "0.42b0"
+description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
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+
+[package.dependencies]
+opentelemetry-api = ">=1.4,<2.0"
+setuptools = ">=16.0"
+wrapt = ">=1.0.0,<2.0.0"
+
+[[package]]
+name = "opentelemetry-instrumentation-flask"
+version = "0.42b0"
+description = "Flask instrumentation for OpenTelemetry"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_instrumentation_flask-0.42b0-py3-none-any.whl", hash = "sha256:4350a1baddd4001d7052a9f4077729b2bd398d2e1231b2ae84020028e6d6b255"},
+    {file = "opentelemetry_instrumentation_flask-0.42b0.tar.gz", hash = "sha256:3bbf371e33e62d30c1f50b16f0cfe93d63366920caee7ee9143634d033416005"},
+]
+
+[package.dependencies]
+opentelemetry-api = ">=1.12,<2.0"
+opentelemetry-instrumentation = "0.42b0"
+opentelemetry-instrumentation-wsgi = "0.42b0"
+opentelemetry-semantic-conventions = "0.42b0"
+opentelemetry-util-http = "0.42b0"
+packaging = ">=21.0"
+
+[package.extras]
+instruments = ["flask (>=1.0,<3.0)", "werkzeug (<3.0.0)"]
+test = ["markupsafe (==2.1.2)", "opentelemetry-instrumentation-flask[instruments]", "opentelemetry-test-utils (==0.42b0)"]
+
+[[package]]
+name = "opentelemetry-instrumentation-requests"
+version = "0.42b0"
+description = "OpenTelemetry requests instrumentation"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_instrumentation_requests-0.42b0-py3-none-any.whl", hash = "sha256:927549572af1d8f5d8ad89431b2cfde1f290ac2b6244f6a3c6134226e2e948b9"},
+    {file = "opentelemetry_instrumentation_requests-0.42b0.tar.gz", hash = "sha256:cc25ca78cfd41e0484970892ba15836a52e36c40da5442f75cf42791e20f96ca"},
+]
+
+[package.dependencies]
+opentelemetry-api = ">=1.12,<2.0"
+opentelemetry-instrumentation = "0.42b0"
+opentelemetry-semantic-conventions = "0.42b0"
+opentelemetry-util-http = "0.42b0"
+
+[package.extras]
+instruments = ["requests (>=2.0,<3.0)"]
+test = ["httpretty (>=1.0,<2.0)", "opentelemetry-instrumentation-requests[instruments]", "opentelemetry-test-utils (==0.42b0)"]
+
+[[package]]
+name = "opentelemetry-instrumentation-sqlalchemy"
+version = "0.42b0"
+description = "OpenTelemetry SQLAlchemy instrumentation"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_instrumentation_sqlalchemy-0.42b0-py3-none-any.whl", hash = "sha256:e347a2aede11b58197fb0d33283bd858a2773533283be5b4bcd10c203d7ef652"},
+    {file = "opentelemetry_instrumentation_sqlalchemy-0.42b0.tar.gz", hash = "sha256:a329a9c24f39267622a5157b23cda5b7fa22ddc762d5c3e41248ff508d7ff52a"},
+]
+
+[package.dependencies]
+opentelemetry-api = ">=1.12,<2.0"
+opentelemetry-instrumentation = "0.42b0"
+opentelemetry-semantic-conventions = "0.42b0"
+packaging = ">=21.0"
+wrapt = ">=1.11.2"
+
+[package.extras]
+instruments = ["sqlalchemy"]
+test = ["opentelemetry-instrumentation-sqlalchemy[instruments]", "opentelemetry-sdk (>=1.12,<2.0)", "pytest"]
+
+[[package]]
+name = "opentelemetry-instrumentation-wsgi"
+version = "0.42b0"
+description = "WSGI Middleware for OpenTelemetry"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_instrumentation_wsgi-0.42b0-py3-none-any.whl", hash = "sha256:7fffd2be6f6eaa56418451d35a457a936644ea4c5b5144251dcc88c8255960d0"},
+    {file = "opentelemetry_instrumentation_wsgi-0.42b0.tar.gz", hash = "sha256:8bbd5ad0b314f8444cca1c1293a3af9cf0ca5c4fa067ca77eeb4935d34f690aa"},
+]
+
+[package.dependencies]
+opentelemetry-api = ">=1.12,<2.0"
+opentelemetry-instrumentation = "0.42b0"
+opentelemetry-semantic-conventions = "0.42b0"
+opentelemetry-util-http = "0.42b0"
+
+[package.extras]
+test = ["opentelemetry-test-utils (==0.42b0)"]
+
+[[package]]
+name = "opentelemetry-proto"
+version = "1.21.0"
+description = "OpenTelemetry Python Proto"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_proto-1.21.0-py3-none-any.whl", hash = "sha256:32fc4248e83eebd80994e13963e683f25f3b443226336bb12b5b6d53638f50ba"},
+    {file = "opentelemetry_proto-1.21.0.tar.gz", hash = "sha256:7d5172c29ed1b525b5ecf4ebe758c7138a9224441b3cfe683d0a237c33b1941f"},
+]
+
+[package.dependencies]
+protobuf = ">=3.19,<5.0"
+
+[[package]]
+name = "opentelemetry-sdk"
+version = "1.21.0"
+description = "OpenTelemetry Python SDK"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_sdk-1.21.0-py3-none-any.whl", hash = "sha256:9fe633243a8c655fedace3a0b89ccdfc654c0290ea2d8e839bd5db3131186f73"},
+    {file = "opentelemetry_sdk-1.21.0.tar.gz", hash = "sha256:3ec8cd3020328d6bc5c9991ccaf9ae820ccb6395a5648d9a95d3ec88275b8879"},
+]
+
+[package.dependencies]
+opentelemetry-api = "1.21.0"
+opentelemetry-semantic-conventions = "0.42b0"
+typing-extensions = ">=3.7.4"
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.42b0"
+description = "OpenTelemetry Semantic Conventions"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_semantic_conventions-0.42b0-py3-none-any.whl", hash = "sha256:5cd719cbfec448af658860796c5d0fcea2fdf0945a2bed2363f42cb1ee39f526"},
+    {file = "opentelemetry_semantic_conventions-0.42b0.tar.gz", hash = "sha256:44ae67a0a3252a05072877857e5cc1242c98d4cf12870159f1a94bec800d38ec"},
+]
+
+[[package]]
+name = "opentelemetry-util-http"
+version = "0.42b0"
+description = "Web util for OpenTelemetry"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_util_http-0.42b0-py3-none-any.whl", hash = "sha256:764069ed2f7e9a98ed1a7a87111f838000484e388e81f467405933be4b0306c6"},
+    {file = "opentelemetry_util_http-0.42b0.tar.gz", hash = "sha256:665e7d372837811aa08cbb9102d4da862441d1c9b1795d649ef08386c8a3cbbd"},
+]
+
 [[package]]
 name = "packaging"
 version = "23.2"
@@ -1098,6 +1474,27 @@ files = [
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
+[[package]]
+name = "protobuf"
+version = "4.25.0"
+description = ""
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "protobuf-4.25.0-cp310-abi3-win32.whl", hash = "sha256:5c1203ac9f50e4853b0a0bfffd32c67118ef552a33942982eeab543f5c634395"},
+    {file = "protobuf-4.25.0-cp310-abi3-win_amd64.whl", hash = "sha256:c40ff8f00aa737938c5378d461637d15c442a12275a81019cc2fef06d81c9419"},
+    {file = "protobuf-4.25.0-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:cf21faba64cd2c9a3ed92b7a67f226296b10159dbb8fbc5e854fc90657d908e4"},
+    {file = "protobuf-4.25.0-cp37-abi3-manylinux2014_aarch64.whl", hash = "sha256:32ac2100b0e23412413d948c03060184d34a7c50b3e5d7524ee96ac2b10acf51"},
+    {file = "protobuf-4.25.0-cp37-abi3-manylinux2014_x86_64.whl", hash = "sha256:683dc44c61f2620b32ce4927de2108f3ebe8ccf2fd716e1e684e5a50da154054"},
+    {file = "protobuf-4.25.0-cp38-cp38-win32.whl", hash = "sha256:1a3ba712877e6d37013cdc3476040ea1e313a6c2e1580836a94f76b3c176d575"},
+    {file = "protobuf-4.25.0-cp38-cp38-win_amd64.whl", hash = "sha256:b2cf8b5d381f9378afe84618288b239e75665fe58d0f3fd5db400959274296e9"},
+    {file = "protobuf-4.25.0-cp39-cp39-win32.whl", hash = "sha256:63714e79b761a37048c9701a37438aa29945cd2417a97076048232c1df07b701"},
+    {file = "protobuf-4.25.0-cp39-cp39-win_amd64.whl", hash = "sha256:d94a33db8b7ddbd0af7c467475fb9fde0c705fb315a8433c0e2020942b863a1f"},
+    {file = "protobuf-4.25.0-py3-none-any.whl", hash = "sha256:1a53d6f64b00eecf53b65ff4a8c23dc95df1fa1e97bb06b8122e5a64f49fc90a"},
+    {file = "protobuf-4.25.0.tar.gz", hash = "sha256:68f7caf0d4f012fd194a301420cf6aa258366144d814f358c5b32558228afa7c"},
+]
+
 [[package]]
 name = "psycopg2-binary"
 version = "2.9.9"
diff --git a/pyproject.toml b/pyproject.toml
index 9e1175a..537164c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -51,6 +51,13 @@ Flask-Session = "^0.5.0"
 # Flask-Session seems to be incompatible with werkzeug-3.0.0
 werkzeug = "<3.0.0"
 
+# tracing support
+opentelemetry-exporter-otlp = "^1.21.0"
+opentelemetry-instrumentation = "^0.42b0"
+opentelemetry-instrumentation-flask = "^0.42b0"
+opentelemetry-instrumentation-sqlalchemy = "^0.42b0"
+opentelemetry-instrumentation-requests = "^0.42b0"
+
 [tool.poetry.extras]
 test = [
     "pytest",
diff --git a/resultsdb/__init__.py b/resultsdb/__init__.py
index 641bede..c28486d 100644
--- a/resultsdb/__init__.py
+++ b/resultsdb/__init__.py
@@ -40,6 +40,7 @@
 from resultsdb.controllers.api_v3 import api as api_v3, create_endpoints
 from resultsdb.messaging import load_messaging_plugin
 from resultsdb.models import db
+from resultsdb.tracing import setup_tracing
 from . import config
 
 
@@ -95,6 +96,8 @@ def create_app(config_obj=None):
 
     setup_logging(app)
 
+    setup_tracing(app)
+
     app.logger.info("Using configuration object: %s", config_obj)
     if openshift:
         app.logger.info("Using OpenShift configuration")
diff --git a/resultsdb/config.py b/resultsdb/config.py
index 1a32973..d5eca68 100644
--- a/resultsdb/config.py
+++ b/resultsdb/config.py
@@ -115,6 +115,8 @@ class Config(object):
 
     # Publish Taskotron-compatible fedmsgs on the 'taskotron' topic
     MESSAGE_BUS_PUBLISH_TASKOTRON = False
+    OTEL_EXPORTER_OTLP_METRICS_ENDPOINT = None
+    OTEL_EXPORTER_SERVICE_NAME = "resultsdb"
 
 
 class ProductionConfig(Config):
diff --git a/resultsdb/messaging.py b/resultsdb/messaging.py
index 17e0564..d04df41 100644
--- a/resultsdb/messaging.py
+++ b/resultsdb/messaging.py
@@ -37,6 +37,8 @@
     ConnectionException,
 )
 
+from opentelemetry.trace.propagation.tracecontext import TraceContextTextMapPropagator
+
 log = logging.getLogger(__name__)
 
 SERIALIZE = Serializer().serialize
@@ -152,6 +154,9 @@ class DummyPlugin(MessagingPlugin):
     history = []
 
     def publish(self, message):
+        # Add telemetry information. This includes an extra key
+        # traceparent.
+        TraceContextTextMapPropagator().inject(message)
         self.history.append(message)
         log.info("%r->%r" % (self, message))
 
@@ -209,6 +214,7 @@ def __init__(self, **kwargs):
 
     def publish(self, msg):
         msg = json.dumps(msg)
+
         kwargs = dict(body=msg, headers={}, destination=self.destination)
 
         conn = stomp.connect.StompConnection11(**self.connection)
diff --git a/resultsdb/tracing.py b/resultsdb/tracing.py
new file mode 100644
index 0000000..d029495
--- /dev/null
+++ b/resultsdb/tracing.py
@@ -0,0 +1,33 @@
+# SPDX-License-Identifier: GPL-2.0+
+
+from opentelemetry import trace
+from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter
+from opentelemetry.instrumentation.flask import FlaskInstrumentor
+from opentelemetry.instrumentation.requests import RequestsInstrumentor
+from opentelemetry.instrumentation.sqlalchemy import SQLAlchemyInstrumentor
+from opentelemetry.sdk.resources import SERVICE_NAME, Resource
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.trace.export import BatchSpanProcessor
+
+
+def setup_tracing(app):
+    endpoint = app.config.get("OTEL_EXPORTER_OTLP_METRICS_ENDPOINT")
+    service_name = app.config.get("OTEL_EXPORTER_SERVICE_NAME")
+    if not endpoint or not service_name:
+        return
+    resource = Resource(attributes={SERVICE_NAME: service_name})
+    provider = TracerProvider(resource=resource)
+    instrumentor = FlaskInstrumentor()
+    instrumentor.instrument_app(app)
+    SQLAlchemyInstrumentor().instrument(
+        enable_commenter=True,
+        commenter_options={
+            "db_driver": True,
+        },
+    )
+    RequestsInstrumentor().instrument()
+    otlp_exporter = OTLPSpanExporter(endpoint=app.config["OTEL_EXPORTER_OTLP_METRICS_ENDPOINT"])
+    processor = BatchSpanProcessor(otlp_exporter)
+    # processor = BatchSpanProcessor(ConsoleSpanExporter())
+    provider.add_span_processor(processor)
+    trace.set_tracer_provider(provider)