diff --git a/integration/configs.go b/integration/configs.go
index 07d9e78b152..c95a6bdc764 100644
--- a/integration/configs.go
+++ b/integration/configs.go
@@ -63,14 +63,6 @@ receivers:
     labels: {}
     annotations: {}	
 `
-
-	cortexRulerEvalStaleNanConfigYaml = `groups:
-- name: rule
-  interval: 1s
-  rules:
-  - record: stale_nan_eval
-    expr: a_sometimes_stale_nan_series * 2
-`
 )
 
 var (
diff --git a/integration/ruler_test.go b/integration/ruler_test.go
index 2da8db2e014..c05fd2ceb40 100644
--- a/integration/ruler_test.go
+++ b/integration/ruler_test.go
@@ -10,7 +10,6 @@ import (
 	"crypto/x509/pkix"
 	"encoding/json"
 	"fmt"
-	"math"
 	"math/rand"
 	"net/http"
 	"os"
@@ -24,7 +23,6 @@ import (
 	"github.com/prometheus/common/model"
 	"github.com/prometheus/prometheus/model/labels"
 	"github.com/prometheus/prometheus/model/rulefmt"
-	"github.com/prometheus/prometheus/model/value"
 	"github.com/prometheus/prometheus/prompb"
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
@@ -200,119 +198,6 @@ func TestRulerAPISingleBinary(t *testing.T) {
 	require.NoError(t, cortexRestarted.WaitSumMetrics(e2e.Equals(1), "cortex_ruler_managers_total"))
 }
 
-func TestRulerEvaluationDelay(t *testing.T) {
-	s, err := e2e.NewScenario(networkName)
-	require.NoError(t, err)
-	defer s.Close()
-
-	namespace := "ns"
-	user := "fake"
-
-	evaluationDelay := time.Minute * 5
-
-	configOverrides := map[string]string{
-		"-ruler-storage.local.directory":   filepath.Join(e2e.ContainerSharedDir, "ruler_configs"),
-		"-ruler.poll-interval":             "2s",
-		"-ruler.rule-path":                 filepath.Join(e2e.ContainerSharedDir, "rule_tmp/"),
-		"-ruler.evaluation-delay-duration": evaluationDelay.String(),
-	}
-
-	// Start Cortex components.
-	require.NoError(t, copyFileToSharedDir(s, "docs/configuration/single-process-config-blocks-local.yaml", cortexConfigFile))
-	require.NoError(t, writeFileToSharedDir(s, filepath.Join("ruler_configs", user, namespace), []byte(cortexRulerEvalStaleNanConfigYaml)))
-	cortex := e2ecortex.NewSingleBinaryWithConfigFile("cortex", cortexConfigFile, configOverrides, "", 9009, 9095)
-	require.NoError(t, s.StartAndWaitReady(cortex))
-
-	// Create a client with the ruler address configured
-	c, err := e2ecortex.NewClient(cortex.HTTPEndpoint(), cortex.HTTPEndpoint(), "", cortex.HTTPEndpoint(), "")
-	require.NoError(t, err)
-
-	now := time.Now()
-
-	// Generate series that includes stale nans
-	samplesToSend := 10
-	series := prompb.TimeSeries{
-		Labels: []prompb.Label{
-			{Name: "__name__", Value: "a_sometimes_stale_nan_series"},
-			{Name: "instance", Value: "sometimes-stale"},
-		},
-	}
-	series.Samples = make([]prompb.Sample, samplesToSend)
-	posStale := 2
-
-	// Create samples, that are delayed by the evaluation delay with increasing values.
-	for pos := range series.Samples {
-		series.Samples[pos].Timestamp = e2e.TimeToMilliseconds(now.Add(-evaluationDelay).Add(time.Duration(pos) * time.Second))
-		series.Samples[pos].Value = float64(pos + 1)
-
-		// insert staleness marker at the positions marked by posStale
-		if pos == posStale {
-			series.Samples[pos].Value = math.Float64frombits(value.StaleNaN)
-		}
-	}
-
-	// Insert metrics
-	res, err := c.Push([]prompb.TimeSeries{series})
-	require.NoError(t, err)
-	require.Equal(t, 200, res.StatusCode)
-
-	// Get number of rule evaluations just after push
-	ruleEvaluationsAfterPush, err := cortex.SumMetrics([]string{"cortex_prometheus_rule_evaluations_total"})
-	require.NoError(t, err)
-
-	// Wait until the rule is evaluated for the first time
-	require.NoError(t, cortex.WaitSumMetrics(e2e.Greater(ruleEvaluationsAfterPush[0]), "cortex_prometheus_rule_evaluations_total"))
-
-	// Query the timestamp of the latest result to ensure the evaluation is delayed
-	result, err := c.Query("timestamp(stale_nan_eval)", now)
-	require.NoError(t, err)
-	require.Equal(t, model.ValVector, result.Type())
-
-	vector := result.(model.Vector)
-	require.Equal(t, 1, vector.Len(), "expect one sample returned")
-
-	// 290 seconds gives 10 seconds of slack between the rule evaluation and the query
-	// to account for CI latency, but ensures the latest evaluation was in the past.
-	var maxDiff int64 = 290_000
-	require.GreaterOrEqual(t, e2e.TimeToMilliseconds(time.Now())-int64(vector[0].Value)*1000, maxDiff)
-
-	// Wait until all the pushed samples have been evaluated by the rule. This
-	// ensures that rule results are successfully written even after a
-	// staleness period.
-	require.NoError(t, cortex.WaitSumMetrics(e2e.GreaterOrEqual(ruleEvaluationsAfterPush[0]+float64(samplesToSend)), "cortex_prometheus_rule_evaluations_total"))
-
-	// query all results to verify rules have been evaluated correctly
-	result, err = c.QueryRange("stale_nan_eval", now.Add(-evaluationDelay), now, time.Second)
-	require.NoError(t, err)
-	require.Equal(t, model.ValMatrix, result.Type())
-
-	matrix := result.(model.Matrix)
-	require.GreaterOrEqual(t, 1, matrix.Len(), "expect at least a series returned")
-
-	// Iterate through the values recorded and ensure they exist as expected.
-	inputPos := 0
-	for _, m := range matrix {
-		for _, v := range m.Values {
-			// Skip values for stale positions
-			if inputPos == posStale {
-				inputPos++
-			}
-
-			expectedValue := model.SampleValue(2 * (inputPos + 1))
-			require.Equal(t, expectedValue, v.Value)
-
-			// Look for next value
-			inputPos++
-
-			// We have found all input values
-			if inputPos >= len(series.Samples) {
-				break
-			}
-		}
-	}
-	require.Equal(t, len(series.Samples), inputPos, "expect to have returned all evaluations")
-}
-
 func TestRulerSharding(t *testing.T) {
 	const numRulesGroups = 100