diff --git a/src/sentry/sentry_metrics/configuration.py b/src/sentry/sentry_metrics/configuration.py
index 9e9aec0514e981..bd82d87196bb95 100644
--- a/src/sentry/sentry_metrics/configuration.py
+++ b/src/sentry/sentry_metrics/configuration.py
@@ -153,6 +153,7 @@ def initialize_subprocess_state(config: MetricsIngestConfiguration) -> None:
     """
 
     sentry_sdk.set_tag("sentry_metrics.use_case_key", config.use_case_id.value)
+    sentry_sdk.set_attribute("sentry_metrics.use_case_key", config.use_case_id.value)
 
 
 def initialize_main_process_state(config: MetricsIngestConfiguration) -> None:
@@ -164,6 +165,7 @@ def initialize_main_process_state(config: MetricsIngestConfiguration) -> None:
     """
 
     sentry_sdk.set_tag("sentry_metrics.use_case_key", config.use_case_id.value)
+    sentry_sdk.set_attribute("sentry_metrics.use_case_key", config.use_case_id.value)
 
     from sentry.utils.metrics import add_global_tags
 
diff --git a/src/sentry/sentry_metrics/consumers/indexer/batch.py b/src/sentry/sentry_metrics/consumers/indexer/batch.py
index b27465770069fc..3d27ce205e4828 100644
--- a/src/sentry/sentry_metrics/consumers/indexer/batch.py
+++ b/src/sentry/sentry_metrics/consumers/indexer/batch.py
@@ -31,7 +31,7 @@
 from sentry.sentry_metrics.indexer.base import Metadata
 from sentry.sentry_metrics.use_case_id_registry import UseCaseID
 from sentry.snuba.metrics.naming_layer.mri import extract_use_case_id
-from sentry.utils import metrics
+from sentry.utils import json, metrics
 
 logger = logging.getLogger(__name__)
 
@@ -237,6 +237,7 @@ def _validate_message(self, parsed_payload: ParsedMessage) -> None:
         if self.tags_validator(tags) is False:
             # sentry doesn't seem to actually capture nested logger.error extra args
             sentry_sdk.set_extra("all_metric_tags", tags)
+            sentry_sdk.set_attribute("all_metric_tags", json.dumps(tags))
             logger.error(
                 "process_messages.invalid_tags",
                 extra={
@@ -314,6 +315,7 @@ def reconstruct_messages(
             use_case_id = old_payload_value["use_case_id"]
             cogs_usage[use_case_id] += 1
             sentry_sdk.set_tag("sentry_metrics.organization_id", org_id)
+            sentry_sdk.set_attribute("sentry_metrics.organization_id", org_id)
             tags = old_payload_value.get("tags", {})
             used_tags.add(metric_name)
 
diff --git a/src/sentry/services/eventstore/base.py b/src/sentry/services/eventstore/base.py
index 876998ee1db4a1..59932d21b48c37 100644
--- a/src/sentry/services/eventstore/base.py
+++ b/src/sentry/services/eventstore/base.py
@@ -340,6 +340,7 @@ def bind_nodes(self, object_list: Sequence[Event]) -> None:
         fetched on any attempt to access a property.
         """
         sentry_sdk.set_tag("eventstore.backend", "nodestore")
+        sentry_sdk.set_attribute("eventstore.backend", "nodestore")
 
         with sentry_sdk.start_span(op="eventstore.base.bind_nodes"):
             object_node_list = [(i, i.data) for i in object_list if i.data.id]
diff --git a/src/sentry/services/eventstore/snuba/backend.py b/src/sentry/services/eventstore/snuba/backend.py
index 2d677de72d2ba6..b4e657d9301c19 100644
--- a/src/sentry/services/eventstore/snuba/backend.py
+++ b/src/sentry/services/eventstore/snuba/backend.py
@@ -483,6 +483,7 @@ def get_event_by_id(
 
         if group_id is not None:
             sentry_sdk.set_tag("nodestore.event_type", event.get_event_type())
+            sentry_sdk.set_attribute("nodestore.event_type", event.get_event_type())
 
         if group_id is not None and (
             event.get_event_type() == "error"
diff --git a/src/sentry/snuba/rpc_dataset_common.py b/src/sentry/snuba/rpc_dataset_common.py
index a29faa85c82ade..89278f80e22c14 100644
--- a/src/sentry/snuba/rpc_dataset_common.py
+++ b/src/sentry/snuba/rpc_dataset_common.py
@@ -252,6 +252,8 @@ def get_table_rpc_request(cls, query: TableQuery) -> TableRequest:
         """Make the query"""
         resolver = query.resolver
         sentry_sdk.set_tag("query.sampling_mode", query.sampling_mode)
+        if query.sampling_mode is not None:
+            sentry_sdk.set_attribute("query.sampling_mode", query.sampling_mode)
         meta = resolver.resolve_meta(
             referrer=query.referrer,
             sampling_mode=query.sampling_mode,
@@ -413,6 +415,9 @@ def _run_table_query(
         sentry_sdk.set_tag(
             "query.storage_meta.tier", rpc_response.meta.downsampled_storage_meta.tier
         )
+        sentry_sdk.set_attribute(
+            "query.storage_meta.tier", rpc_response.meta.downsampled_storage_meta.tier
+        )
 
         return cls.process_table_response(
             rpc_response, table_request, debug=debug, context=cls.build_rpc_table_row_context(query)
diff --git a/src/sentry/tsdb/redissnuba.py b/src/sentry/tsdb/redissnuba.py
index eae4f40a08a4cc..5592f8818c3196 100644
--- a/src/sentry/tsdb/redissnuba.py
+++ b/src/sentry/tsdb/redissnuba.py
@@ -81,7 +81,9 @@ def method(self, *a, **kw):
         backend = selector_func(key, callargs, self.switchover_timestamp)
 
         sentry_sdk.set_tag("tsdb.backend", backend)
+        sentry_sdk.set_attribute("tsdb.backend", backend)
         sentry_sdk.set_tag("tsdb.method", key)
+        sentry_sdk.set_attribute("tsdb.method", key)
 
         return getattr(self.backends[backend], key)(*a, **kw)