diff --git a/.buildkite/scripts/get-latest-test-mutes.sh b/.buildkite/scripts/get-latest-test-mutes.sh
index 9a76a29ba436e..5721e29f1b773 100755
--- a/.buildkite/scripts/get-latest-test-mutes.sh
+++ b/.buildkite/scripts/get-latest-test-mutes.sh
@@ -9,16 +9,12 @@ testMuteFile="$(mktemp)"
 
 # If this PR contains changes to muted-tests.yml, we disable this functionality
 # Otherwise, we wouldn't be able to test unmutes
-# if [[ ! $(gh pr diff "$BUILDKITE_PULL_REQUEST" --name-only | grep 'muted-tests.yml') ]]; then # TODO add back before PR review/merge
-  echo "Getting latest muted tests..."
+if [[ ! $(gh pr diff "$BUILDKITE_PULL_REQUEST" --name-only | grep 'muted-tests.yml') ]]; then
   gh api -H 'Accept: application/vnd.github.v3.raw' "repos/elastic/elasticsearch/contents/muted-tests.yml?ref=$testMuteBranch" > "$testMuteFile"
-  echo "Saved to file: $testMuteFile"
-  cat "$testMuteFile"
 
   if [[ -s "$testMuteFile" ]]; then
     mkdir -p ~/.gradle
     # This is using gradle.properties instead of an env var so that it's easily compatible with the Windows pre-command hook
     echo "org.gradle.project.org.elasticsearch.additional.muted.tests=$testMuteFile" >> ~/.gradle/gradle.properties
-    cat ~/.gradle/gradle.properties
   fi
-# fi
+fi
diff --git a/muted-tests.yml b/muted-tests.yml
index 534cca952ef5c..1f092de410f8e 100644
--- a/muted-tests.yml
+++ b/muted-tests.yml
@@ -1 +1,284 @@
-tests: []
+tests:
+- class: "org.elasticsearch.client.RestClientSingleHostIntegTests"
+  issue: "https://github.com/elastic/elasticsearch/issues/102717"
+  method: "testRequestResetAndAbort"
+- class: org.elasticsearch.xpack.restart.FullClusterRestartIT
+  method: testSingleDoc {cluster=UPGRADED}
+  issue: https://github.com/elastic/elasticsearch/issues/111434
+- class: org.elasticsearch.xpack.restart.FullClusterRestartIT
+  method: testDataStreams {cluster=UPGRADED}
+  issue: https://github.com/elastic/elasticsearch/issues/111448
+- class: org.elasticsearch.smoketest.WatcherYamlRestIT
+  method: test {p0=watcher/usage/10_basic/Test watcher usage stats output}
+  issue: https://github.com/elastic/elasticsearch/issues/112189
+- class: org.elasticsearch.ingest.geoip.IngestGeoIpClientYamlTestSuiteIT
+  issue: https://github.com/elastic/elasticsearch/issues/111497
+- class: org.elasticsearch.packaging.test.PackagesSecurityAutoConfigurationTests
+  method: test20SecurityNotAutoConfiguredOnReInstallation
+  issue: https://github.com/elastic/elasticsearch/issues/112635
+- class: org.elasticsearch.xpack.sql.qa.single_node.JdbcSqlSpecIT
+  method: test {case-functions.testSelectInsertWithLcaseAndLengthWithOrderBy}
+  issue: https://github.com/elastic/elasticsearch/issues/112642
+- class: org.elasticsearch.xpack.sql.qa.single_node.JdbcSqlSpecIT
+  method: test {case-functions.testUcaseInline1}
+  issue: https://github.com/elastic/elasticsearch/issues/112641
+- class: org.elasticsearch.xpack.sql.qa.single_node.JdbcSqlSpecIT
+  method: test {case-functions.testUpperCasingTheSecondLetterFromTheRightFromFirstName}
+  issue: https://github.com/elastic/elasticsearch/issues/112640
+- class: org.elasticsearch.xpack.sql.qa.single_node.JdbcSqlSpecIT
+  method: test {case-functions.testUcaseInline3}
+  issue: https://github.com/elastic/elasticsearch/issues/112643
+- class: org.elasticsearch.xpack.sql.qa.security.JdbcSqlSpecIT
+  method: test {case-functions.testUcaseInline1}
+  issue: https://github.com/elastic/elasticsearch/issues/112641
+- class: org.elasticsearch.xpack.sql.qa.security.JdbcSqlSpecIT
+  method: test {case-functions.testUcaseInline3}
+  issue: https://github.com/elastic/elasticsearch/issues/112643
+- class: org.elasticsearch.xpack.sql.qa.security.JdbcSqlSpecIT
+  method: test {case-functions.testUpperCasingTheSecondLetterFromTheRightFromFirstName}
+  issue: https://github.com/elastic/elasticsearch/issues/112640
+- class: org.elasticsearch.xpack.sql.qa.security.JdbcSqlSpecIT
+  method: test {case-functions.testSelectInsertWithLcaseAndLengthWithOrderBy}
+  issue: https://github.com/elastic/elasticsearch/issues/112642
+- class: org.elasticsearch.packaging.test.WindowsServiceTests
+  method: test30StartStop
+  issue: https://github.com/elastic/elasticsearch/issues/113160
+- class: org.elasticsearch.packaging.test.WindowsServiceTests
+  method: test33JavaChanged
+  issue: https://github.com/elastic/elasticsearch/issues/113177
+- class: org.elasticsearch.smoketest.MlWithSecurityIT
+  method: test {yaml=ml/sparse_vector_search/Test sparse_vector search with query vector and pruning config}
+  issue: https://github.com/elastic/elasticsearch/issues/108997
+- class: org.elasticsearch.packaging.test.WindowsServiceTests
+  method: test80JavaOptsInEnvVar
+  issue: https://github.com/elastic/elasticsearch/issues/113219
+- class: org.elasticsearch.packaging.test.WindowsServiceTests
+  method: test81JavaOptsInJvmOptions
+  issue: https://github.com/elastic/elasticsearch/issues/113313
+- class: org.elasticsearch.backwards.MixedClusterClientYamlTestSuiteIT
+  method: test {p0=mtermvectors/10_basic/Tests catching other exceptions per item}
+  issue: https://github.com/elastic/elasticsearch/issues/113325
+- class: org.elasticsearch.integration.KibanaUserRoleIntegTests
+  method: testFieldMappings
+  issue: https://github.com/elastic/elasticsearch/issues/113592
+- class: org.elasticsearch.integration.KibanaUserRoleIntegTests
+  method: testSearchAndMSearch
+  issue: https://github.com/elastic/elasticsearch/issues/113593
+- class: org.elasticsearch.xpack.transform.integration.TransformIT
+  method: testStopWaitForCheckpoint
+  issue: https://github.com/elastic/elasticsearch/issues/106113
+- class: org.elasticsearch.xpack.esql.qa.mixed.MixedClusterEsqlSpecIT
+  method: test {categorize.Categorize SYNC}
+  issue: https://github.com/elastic/elasticsearch/issues/113722
+- class: org.elasticsearch.kibana.KibanaThreadPoolIT
+  method: testBlockedThreadPoolsRejectUserRequests
+  issue: https://github.com/elastic/elasticsearch/issues/113939
+- class: org.elasticsearch.xpack.inference.TextEmbeddingCrudIT
+  method: testPutE5Small_withPlatformAgnosticVariant
+  issue: https://github.com/elastic/elasticsearch/issues/113983
+- class: org.elasticsearch.xpack.inference.TextEmbeddingCrudIT
+  method: testPutE5WithTrainedModelAndInference
+  issue: https://github.com/elastic/elasticsearch/issues/114023
+- class: org.elasticsearch.xpack.inference.TextEmbeddingCrudIT
+  method: testPutE5Small_withPlatformSpecificVariant
+  issue: https://github.com/elastic/elasticsearch/issues/113950
+- class: org.elasticsearch.smoketest.DocsClientYamlTestSuiteIT
+  method: test {yaml=reference/rest-api/usage/line_38}
+  issue: https://github.com/elastic/elasticsearch/issues/113694
+- class: org.elasticsearch.xpack.remotecluster.RemoteClusterSecurityWithApmTracingRestIT
+  method: testTracingCrossCluster
+  issue: https://github.com/elastic/elasticsearch/issues/112731
+- class: org.elasticsearch.xpack.inference.DefaultEndPointsIT
+  method: testInferDeploysDefaultE5
+  issue: https://github.com/elastic/elasticsearch/issues/115361
+- class: org.elasticsearch.xpack.restart.MLModelDeploymentFullClusterRestartIT
+  method: testDeploymentSurvivesRestart {cluster=UPGRADED}
+  issue: https://github.com/elastic/elasticsearch/issues/115528
+- class: org.elasticsearch.oldrepos.OldRepositoryAccessIT
+  method: testOldRepoAccess
+  issue: https://github.com/elastic/elasticsearch/issues/115631
+- class: org.elasticsearch.action.update.UpdateResponseTests
+  method: testToAndFromXContent
+  issue: https://github.com/elastic/elasticsearch/issues/115689
+- class: org.elasticsearch.xpack.shutdown.NodeShutdownIT
+  method: testStalledShardMigrationProperlyDetected
+  issue: https://github.com/elastic/elasticsearch/issues/115697
+- class: org.elasticsearch.xpack.test.rest.XPackRestIT
+  method: test {p0=transform/transforms_start_stop/Verify start transform reuses destination index}
+  issue: https://github.com/elastic/elasticsearch/issues/115808
+- class: org.elasticsearch.smoketest.DocsClientYamlTestSuiteIT
+  method: test {yaml=reference/watcher/example-watches/example-watch-clusterstatus/line_137}
+  issue: https://github.com/elastic/elasticsearch/issues/115809
+- class: org.elasticsearch.search.StressSearchServiceReaperIT
+  method: testStressReaper
+  issue: https://github.com/elastic/elasticsearch/issues/115816
+- class: org.elasticsearch.search.SearchServiceTests
+  method: testWaitOnRefreshTimeout
+  issue: https://github.com/elastic/elasticsearch/issues/115935
+- class: org.elasticsearch.search.SearchServiceTests
+  method: testParseSourceValidation
+  issue: https://github.com/elastic/elasticsearch/issues/115936
+- class: org.elasticsearch.xpack.application.connector.ConnectorIndexServiceTests
+  issue: https://github.com/elastic/elasticsearch/issues/116087
+- class: org.elasticsearch.backwards.MixedClusterClientYamlTestSuiteIT
+  method: test {p0=cat.shards/10_basic/Help}
+  issue: https://github.com/elastic/elasticsearch/issues/116110
+- class: org.elasticsearch.xpack.ml.integration.DatafeedJobsRestIT
+  method: testLookbackWithIndicesOptions
+  issue: https://github.com/elastic/elasticsearch/issues/116127
+- class: org.elasticsearch.xpack.esql.qa.multi_node.EsqlSpecIT
+  method: test {categorize.Categorize SYNC}
+  issue: https://github.com/elastic/elasticsearch/issues/113054
+- class: org.elasticsearch.xpack.esql.qa.multi_node.EsqlSpecIT
+  method: test {categorize.Categorize ASYNC}
+  issue: https://github.com/elastic/elasticsearch/issues/113055
+- class: org.elasticsearch.xpack.test.rest.XPackRestIT
+  method: test {p0=transform/transforms_start_stop/Test start already started transform}
+  issue: https://github.com/elastic/elasticsearch/issues/98802
+- class: org.elasticsearch.action.search.SearchPhaseControllerTests
+  method: testProgressListener
+  issue: https://github.com/elastic/elasticsearch/issues/116149
+- class: org.elasticsearch.xpack.test.rest.XPackRestIT
+  method: test {p0=terms_enum/10_basic/Test security}
+  issue: https://github.com/elastic/elasticsearch/issues/116178
+- class: org.elasticsearch.search.basic.SearchWithRandomDisconnectsIT
+  method: testSearchWithRandomDisconnects
+  issue: https://github.com/elastic/elasticsearch/issues/116175
+- class: org.elasticsearch.xpack.deprecation.DeprecationHttpIT
+  method: testDeprecatedSettingsReturnWarnings
+  issue: https://github.com/elastic/elasticsearch/issues/108628
+- class: org.elasticsearch.action.search.SearchQueryThenFetchAsyncActionTests
+  method: testBottomFieldSort
+  issue: https://github.com/elastic/elasticsearch/issues/116249
+- class: org.elasticsearch.xpack.shutdown.NodeShutdownIT
+  method: testAllocationPreventedForRemoval
+  issue: https://github.com/elastic/elasticsearch/issues/116363
+- class: org.elasticsearch.xpack.esql.qa.mixed.MixedClusterEsqlSpecIT
+  method: test {categorize.Categorize ASYNC}
+  issue: https://github.com/elastic/elasticsearch/issues/116373
+- class: org.elasticsearch.threadpool.SimpleThreadPoolIT
+  method: testThreadPoolMetrics
+  issue: https://github.com/elastic/elasticsearch/issues/108320
+- class: org.elasticsearch.xpack.downsample.ILMDownsampleDisruptionIT
+  method: testILMDownsampleRollingRestart
+  issue: https://github.com/elastic/elasticsearch/issues/114233
+- class: org.elasticsearch.reservedstate.service.FileSettingsServiceTests
+  method: testInvalidJSON
+  issue: https://github.com/elastic/elasticsearch/issues/116521
+- class: org.elasticsearch.xpack.searchablesnapshots.SearchableSnapshotsCanMatchOnCoordinatorIntegTests
+  method: testSearchableSnapshotShardsAreSkippedBySearchRequestWithoutQueryingAnyNodeWhenTheyAreOutsideOfTheQueryRange
+  issue: https://github.com/elastic/elasticsearch/issues/116523
+- class: org.elasticsearch.xpack.esql.ccq.MultiClusterSpecIT
+  method: test {categorize.Categorize}
+  issue: https://github.com/elastic/elasticsearch/issues/116434
+- class: org.elasticsearch.upgrades.SearchStatesIT
+  method: testBWCSearchStates
+  issue: https://github.com/elastic/elasticsearch/issues/116617
+- class: org.elasticsearch.upgrades.SearchStatesIT
+  method: testCanMatch
+  issue: https://github.com/elastic/elasticsearch/issues/116618
+- class: org.elasticsearch.reservedstate.service.RepositoriesFileSettingsIT
+  method: testSettingsApplied
+  issue: https://github.com/elastic/elasticsearch/issues/116694
+- class: org.elasticsearch.xpack.security.authc.ldap.ActiveDirectoryGroupsResolverTests
+  issue: https://github.com/elastic/elasticsearch/issues/116182
+- class: org.elasticsearch.xpack.test.rest.XPackRestIT
+  method: test {p0=snapshot/20_operator_privileges_disabled/Operator only settings can be set and restored by non-operator user when operator privileges is disabled}
+  issue: https://github.com/elastic/elasticsearch/issues/116775
+- class: org.elasticsearch.xpack.searchablesnapshots.hdfs.SecureHdfsSearchableSnapshotsIT
+  issue: https://github.com/elastic/elasticsearch/issues/116851
+- class: org.elasticsearch.search.basic.SearchWithRandomIOExceptionsIT
+  method: testRandomDirectoryIOExceptions
+  issue: https://github.com/elastic/elasticsearch/issues/114824
+- class: org.elasticsearch.xpack.restart.QueryBuilderBWCIT
+  method: testQueryBuilderBWC {p0=UPGRADED}
+  issue: https://github.com/elastic/elasticsearch/issues/116989
+- class: org.elasticsearch.upgrades.QueryBuilderBWCIT
+  method: testQueryBuilderBWC {cluster=UPGRADED}
+  issue: https://github.com/elastic/elasticsearch/issues/116990
+- class: org.elasticsearch.xpack.apmdata.APMYamlTestSuiteIT
+  method: test {yaml=/10_apm/Test template reinstallation}
+  issue: https://github.com/elastic/elasticsearch/issues/116445
+- class: org.elasticsearch.xpack.inference.DefaultEndPointsIT
+  method: testMultipleInferencesTriggeringDownloadAndDeploy
+  issue: https://github.com/elastic/elasticsearch/issues/117208
+- class: org.elasticsearch.ingest.geoip.EnterpriseGeoIpDownloaderIT
+  method: testEnterpriseDownloaderTask
+  issue: https://github.com/elastic/elasticsearch/issues/115163
+- class: org.elasticsearch.versioning.ConcurrentSeqNoVersioningIT
+  method: testSeqNoCASLinearizability
+  issue: https://github.com/elastic/elasticsearch/issues/117249
+- class: org.elasticsearch.discovery.ClusterDisruptionIT
+  method: testAckedIndexing
+  issue: https://github.com/elastic/elasticsearch/issues/117024
+- class: org.elasticsearch.xpack.test.rest.XPackRestIT
+  method: test {p0=snapshot/10_basic/Create a source only snapshot and then restore it}
+  issue: https://github.com/elastic/elasticsearch/issues/117295
+- class: org.elasticsearch.xpack.searchablesnapshots.RetrySearchIntegTests
+  method: testRetryPointInTime
+  issue: https://github.com/elastic/elasticsearch/issues/117116
+- class: org.elasticsearch.xpack.inference.DefaultEndPointsIT
+  method: testInferDeploysDefaultElser
+  issue: https://github.com/elastic/elasticsearch/issues/114913
+- class: org.elasticsearch.xpack.inference.InferenceRestIT
+  method: test {p0=inference/40_semantic_text_query/Query a field that uses the default ELSER 2 endpoint}
+  issue: https://github.com/elastic/elasticsearch/issues/117027
+- class: org.elasticsearch.xpack.inference.InferenceRestIT
+  method: test {p0=inference/30_semantic_text_inference/Calculates embeddings using the default ELSER 2 endpoint}
+  issue: https://github.com/elastic/elasticsearch/issues/117349
+- class: org.elasticsearch.xpack.test.rest.XPackRestIT
+  method: test {p0=transform/transforms_reset/Test reset running transform}
+  issue: https://github.com/elastic/elasticsearch/issues/117473
+- class: org.elasticsearch.xpack.esql.qa.single_node.FieldExtractorIT
+  method: testConstantKeywordField
+  issue: https://github.com/elastic/elasticsearch/issues/117524
+- class: org.elasticsearch.xpack.esql.qa.multi_node.FieldExtractorIT
+  method: testConstantKeywordField
+  issue: https://github.com/elastic/elasticsearch/issues/117524
+- class: org.elasticsearch.repositories.s3.RepositoryS3EcsClientYamlTestSuiteIT
+  issue: https://github.com/elastic/elasticsearch/issues/117525
+- class: org.elasticsearch.xpack.esql.qa.mixed.FieldExtractorIT
+  method: testConstantKeywordField
+  issue: https://github.com/elastic/elasticsearch/issues/117531
+- class: org.elasticsearch.backwards.MixedClusterClientYamlTestSuiteIT
+  method: test {p0=synonyms/90_synonyms_reloading_for_synset/Reload analyzers for specific synonym set}
+  issue: https://github.com/elastic/elasticsearch/issues/116777
+
+# Examples:
+#
+#  Mute a single test case in a YAML test suite:
+#  - class: org.elasticsearch.analysis.common.CommonAnalysisClientYamlTestSuiteIT
+#    method: test {yaml=analysis-common/30_tokenizers/letter}
+#    issue: https://github.com/elastic/elasticsearch/...
+#
+#  Mute several methods of a Java test:
+#  - class: org.elasticsearch.common.CharArraysTests
+#    methods:
+#      - testCharsBeginsWith
+#      - testCharsToBytes
+#      - testConstantTimeEquals
+#    issue: https://github.com/elastic/elasticsearch/...
+#
+#  Mute an entire test class:
+#  - class: org.elasticsearch.common.unit.TimeValueTests
+#    issue: https://github.com/elastic/elasticsearch/...
+#
+#  Mute a single method in a test class:
+#  - class: org.elasticsearch.xpack.esql.expression.function.scalar.convert.ToIPTests
+#    method: testCrankyEvaluateBlockWithoutNulls
+#    issue: https://github.com/elastic/elasticsearch/...
+#
+#  Mute a single test in an ES|QL csv-spec test file:
+#  - class: "org.elasticsearch.xpack.esql.CsvTests"
+#    method: "test {union_types.MultiIndexIpStringStatsInline}"
+#    issue: "https://github.com/elastic/elasticsearch/..."
+#  Note that this mutes for the unit-test-like CsvTests only.
+#  Muting all the integration tests can be done using the class "org.elasticsearch.xpack.esql.**".
+#  Consider however, that some tests are named as "test {file.test SYNC}" and "ASYNC" in the integration tests.
+#  To mute all 3 tests safely everywhere use:
+#  - class: "org.elasticsearch.xpack.esql.**"
+#    method: "test {union_types.MultiIndexIpStringStatsInline}"
+#    issue: "https://github.com/elastic/elasticsearch/..."
+#  - class: "org.elasticsearch.xpack.esql.**"
+#    method: "test {union_types.MultiIndexIpStringStatsInline *}"
+#    issue: "https://github.com/elastic/elasticsearch/..."