diff --git a/backend/controller/observability/calls.go b/backend/controller/observability/calls.go
index 2e6dbb5479..cebaf46ca5 100644
--- a/backend/controller/observability/calls.go
+++ b/backend/controller/observability/calls.go
@@ -60,7 +60,7 @@ func (m *CallMetrics) BeginSpan(ctx context.Context, verb *schemapb.Ref) (contex
 	attrs := []attribute.KeyValue{
 		attribute.String(callVerbRefAttr, schema.RefFromProto(verb).String()),
 	}
-	return m.callTracer.Start(ctx, callMeterName, trace.WithAttributes(attrs...))
+	return observability.AddSpanToLogger(m.callTracer.Start(ctx, callMeterName, trace.WithAttributes(attrs...)))
 }
 func (m *CallMetrics) Request(ctx context.Context, verb *schemapb.Ref, startTime time.Time, maybeFailureMode optional.Option[string]) {
 	attrs := []attribute.KeyValue{
diff --git a/backend/controller/observability/controller.go b/backend/controller/observability/controller.go
index f3042be2a1..3a32a6a9ad 100644
--- a/backend/controller/observability/controller.go
+++ b/backend/controller/observability/controller.go
@@ -6,6 +6,8 @@ import (
 	"go.opentelemetry.io/otel"
 	"go.opentelemetry.io/otel/attribute"
 	"go.opentelemetry.io/otel/trace"
+
+	"github.com/TBD54566975/ftl/internal/observability"
 )
 
 const (
@@ -30,5 +32,5 @@ func (m *ControllerTracing) BeginSpan(ctx context.Context, name string) (context
 	attrs := []attribute.KeyValue{
 		attribute.String(operation, name),
 	}
-	return m.polling.Start(ctx, controllerPollingOperation, trace.WithAttributes(attrs...))
+	return observability.AddSpanToLogger(m.polling.Start(ctx, controllerPollingOperation, trace.WithAttributes(attrs...)))
 }
diff --git a/backend/runner/runner.go b/backend/runner/runner.go
index 0ab02ce5bf..904d0cd56c 100644
--- a/backend/runner/runner.go
+++ b/backend/runner/runner.go
@@ -35,6 +35,7 @@ import (
 	"github.com/TBD54566975/ftl/internal/identity"
 	"github.com/TBD54566975/ftl/internal/log"
 	"github.com/TBD54566975/ftl/internal/model"
+	ftlobservability "github.com/TBD54566975/ftl/internal/observability"
 	"github.com/TBD54566975/ftl/internal/rpc"
 	"github.com/TBD54566975/ftl/internal/schema"
 	"github.com/TBD54566975/ftl/internal/slices"
@@ -516,6 +517,7 @@ func (s *Service) getDeploymentLogger(ctx context.Context, deploymentKey model.D
 	if requestKey, _ := rpc.RequestKeyFromContext(ctx); requestKey.Ok() { //nolint:errcheck // best effort
 		attrs["request"] = requestKey.MustGet().String()
 	}
+	ctx = ftlobservability.AddSpanContextToLogger(ctx)
 
 	sink := newDeploymentLogsSink(s.deploymentLogQueue)
 	return log.FromContext(ctx).AddSink(sink).Attrs(attrs)
diff --git a/go-runtime/server/server.go b/go-runtime/server/server.go
index 56f99a6d39..bd3487321f 100644
--- a/go-runtime/server/server.go
+++ b/go-runtime/server/server.go
@@ -79,6 +79,7 @@ func HandleCall[Req, Resp any](verb any) Handler {
 			if err != nil {
 				return nil, fmt.Errorf("invalid request to verb %s: %w", ref, err)
 			}
+			ctx = observability.AddSpanContextToLogger(ctx)
 
 			// Call Verb.
 			resp, err := Call[Req, Resp](ref)(ctx, req)
diff --git a/internal/observability/logger.go b/internal/observability/logger.go
index d5c3af3876..881e0831cd 100644
--- a/internal/observability/logger.go
+++ b/internal/observability/logger.go
@@ -1,13 +1,37 @@
 package observability
 
 import (
+	"context"
 	"fmt"
+	"strconv"
 
 	"github.com/go-logr/logr"
+	"go.opentelemetry.io/otel/trace"
 
 	"github.com/TBD54566975/ftl/internal/log"
 )
 
+func AddSpanToLogger(ctx context.Context, span trace.Span) (context.Context, trace.Span) {
+	ctx = wrapLogger(ctx, span.SpanContext())
+	return ctx, span
+}
+
+func AddSpanContextToLogger(ctx context.Context) context.Context {
+	sc := trace.SpanContextFromContext(ctx)
+	return wrapLogger(ctx, sc)
+}
+func wrapLogger(ctx context.Context, sc trace.SpanContext) context.Context {
+	logger := log.FromContext(ctx)
+	attributes := map[string]string{}
+	if sc.HasSpanID() {
+		attributes["dd.span_id"] = convertTraceID(sc.SpanID().String())
+	}
+	if sc.HasTraceID() {
+		attributes["dd.trace_id"] = convertTraceID(sc.TraceID().String())
+	}
+	return log.ContextWithLogger(ctx, logger.Attrs(attributes))
+}
+
 type logSink struct {
 	keyValues map[string]interface{}
 	logger    *log.Logger
@@ -99,3 +123,17 @@ func otelLevelToLevel(level int) log.Level {
 		return log.Trace
 	}
 }
+func convertTraceID(id string) string {
+	// See https://docs.datadoghq.com/tracing/other_telemetry/connect_logs_and_traces/opentelemetry/?tab=go
+	if len(id) < 16 {
+		return ""
+	}
+	if len(id) > 16 {
+		id = id[16:]
+	}
+	intValue, err := strconv.ParseUint(id, 16, 64)
+	if err != nil {
+		return ""
+	}
+	return strconv.FormatUint(intValue, 10)
+}