diff --git a/pyproject.toml b/pyproject.toml
index b7c53e3..8de8ce2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,7 +13,10 @@ classifiers = [
 dynamic = ["version"]
 readme = "README.md"
 dependencies = [
-    "torch>=2.7"
+    "torch>=2.7",
+    "opentelemetry-exporter-otlp-proto-http>=1.37.0",
+    "opentelemetry-sdk>=1.37.0",
+    "opentelemetry-api>=1.37.0",
 ]
 
 [project.urls]
diff --git a/torchft/otel.py b/torchft/otel.py
new file mode 100644
index 0000000..6db99dc
--- /dev/null
+++ b/torchft/otel.py
@@ -0,0 +1,111 @@
+import json
+import logging
+import os
+import time
+from typing import List, Sequence
+
+from opentelemetry._logs import set_logger_provider
+
+from opentelemetry.exporter.otlp.proto.http._log_exporter import OTLPLogExporter
+from opentelemetry.sdk._logs import LoggerProvider, LoggingHandler
+from opentelemetry.sdk._logs._internal import LogData
+from opentelemetry.sdk._logs.export import (
+    BatchLogRecordProcessor,
+    ConsoleLogExporter,
+    LogExporter,
+)
+from opentelemetry.sdk.resources import Resource
+
+_LOGGER_PROVIDER: LoggerProvider | None = None
+# Path to the file containing OTEL resource attributes
+TORCHFT_OTEL_RESOURCE_ATTRIBUTES_JSON = "TORCHFT_OTEL_RESOURCE_ATTRIBUTES_JSON"
+
+
+class TeeLogExporter(LogExporter):
+    """Exporter that writes to multiple exporters."""
+
+    def __init__(
+        self,
+        exporters: List[LogExporter],
+    ) -> None:
+        self._exporters = exporters
+
+    def export(self, batch: Sequence[LogData]) -> None:
+        for e in self._exporters:
+            e.export(batch)
+
+    def shutdown(self) -> None:
+        for e in self._exporters:
+            e.shutdown()
+
+
+def setup_logger() -> None:
+    torchft_otel_resource_attributes_json = os.environ.get(
+        TORCHFT_OTEL_RESOURCE_ATTRIBUTES_JSON
+    )
+
+    if torchft_otel_resource_attributes_json is not None:
+        with open(torchft_otel_resource_attributes_json) as f:
+            attributes = json.loads(f.read())
+            resource = Resource.create(attributes=attributes)
+    else:
+        resource = Resource.create()
+
+    logger_provider = LoggerProvider(resource=resource)
+    set_logger_provider(logger_provider)
+
+    exporter = TeeLogExporter(
+        exporters=[
+            ConsoleLogExporter(),
+            OTLPLogExporter(
+                timeout=5,
+            ),
+        ],
+    )
+    logger_provider.add_log_record_processor(BatchLogRecordProcessor(exporter))
+    handler = LoggingHandler(level=logging.NOTSET, logger_provider=logger_provider)
+
+    logging.getLogger().setLevel(logging.NOTSET)
+
+    # Attach OTLP handler to root logger
+    logging.getLogger().addHandler(handler)
+
+    global _LOGGER_PROVIDER
+    _LOGGER_PROVIDER = logger_provider
+
+
+def shutdown() -> None:
+    assert _LOGGER_PROVIDER is not None
+    _LOGGER_PROVIDER.shutdown()
+
+
+# Example usage of the logger
+def main() -> None:
+    setup_logger()
+
+    while True:
+        time.sleep(1)
+        logging.debug(
+            "Quick zephyrs blow, vexing daft Jim.",
+            extra={
+                "test_attr": "value1",
+            },
+        )
+        logging.info("Jackdaws love my big sphinx of quartz.")
+
+        # Create different namespaced logger
+        logger = logging.getLogger("myapp.area1")
+
+        logger.debug(
+            "Quick zephyrs blow, vexing daft Jim.",
+            extra={
+                "test_attr": "value2",
+            },
+        )
+        logger.info("How quickly daft jumping zebras vex.")
+
+        print("Example done; exiting...")
+
+
+if __name__ == "__main__":
+    main()