diff --git a/pom.xml b/pom.xml
index 5be9d2e374..cd5142c64a 100644
--- a/pom.xml
+++ b/pom.xml
@@ -49,6 +49,7 @@
     <no-test-jar>false</no-test-jar>
     <useBeta>true</useBeta>
     <gitHubRepo>jenkinsci/${project.artifactId}-plugin</gitHubRepo>
+    <pipeline-model-definition-plugin.version>2.2109.vb_27c2f52c324</pipeline-model-definition-plugin.version> <!-- TODO https://github.com/jenkinsci/pipeline-model-definition-plugin/pull/533 -->
   </properties>
 
   <dependencies>
@@ -119,6 +120,7 @@
     <dependency>
       <groupId>org.jenkins-ci.plugins.workflow</groupId>
       <artifactId>workflow-cps</artifactId>
+      <version>2725.v7b_c717eb_12ce</version> <!-- TODO until in BOM -->
       <optional>true</optional>
     </dependency>
     <dependency>
@@ -136,13 +138,14 @@
     <dependency>
       <groupId>org.jenkins-ci.plugins.workflow</groupId>
       <artifactId>workflow-durable-task-step</artifactId>
-      <version>1174.v73a_9a_17edce0</version> <!-- TODO until in BOM -->
+      <version>1217.v0a_5c299d0a_59</version> <!-- TODO https://github.com/jenkinsci/workflow-durable-task-step-plugin/pull/180 -->
     </dependency>
 
     <!-- for testing -->
     <dependency>
       <groupId>org.jenkins-ci.plugins.workflow</groupId>
       <artifactId>workflow-job</artifactId>
+      <version>1186.v8def1a_5f3944</version> <!-- TODO until in BOM -->
       <scope>test</scope>
     </dependency>
     <dependency>
@@ -165,6 +168,7 @@
       <groupId>org.jenkins-ci.plugins.workflow</groupId>
       <artifactId>workflow-cps</artifactId>
       <classifier>tests</classifier>
+      <version>2725.v7b_c717eb_12ce</version> <!-- TODO until in BOM -->
       <scope>test</scope>
     </dependency>
     <dependency>
@@ -220,6 +224,12 @@
       <groupId>io.jenkins.configuration-as-code</groupId>
       <artifactId>test-harness</artifactId>
       <scope>test</scope>
+      <exclusions>
+        <exclusion> <!-- TODO bom bug? -->
+          <groupId>org.jenkins-ci.main</groupId>
+          <artifactId>jenkins-test-harness</artifactId>
+        </exclusion>
+      </exclusions>
     </dependency>
     <dependency>
       <groupId>org.jenkins-ci.plugins</groupId>
@@ -257,6 +267,37 @@
         <scope>import</scope>
         <type>pom</type>
       </dependency>
+      <dependency>
+        <groupId>org.jenkins-ci.plugins</groupId>
+        <artifactId>script-security</artifactId>
+        <version>1172.v35f6a_0b_8207e</version> <!-- TODO until in BOM -->
+      </dependency>
+      <dependency> <!-- TODO as above -->
+        <groupId>org.jenkinsci.plugins</groupId>
+        <artifactId>pipeline-model-api</artifactId>
+        <version>${pipeline-model-definition-plugin.version}</version>
+      </dependency>
+      <dependency> <!-- TODO as above -->
+        <groupId>org.jenkinsci.plugins</groupId>
+        <artifactId>pipeline-model-definition</artifactId>
+        <version>${pipeline-model-definition-plugin.version}</version>
+      </dependency>
+      <dependency> <!-- TODO as above -->
+        <groupId>org.jenkinsci.plugins</groupId>
+        <artifactId>pipeline-model-definition</artifactId>
+        <version>${pipeline-model-definition-plugin.version}</version>
+        <classifier>tests</classifier>
+      </dependency>
+      <dependency> <!-- TODO as above -->
+        <groupId>org.jenkinsci.plugins</groupId>
+        <artifactId>pipeline-model-extensions</artifactId>
+        <version>${pipeline-model-definition-plugin.version}</version>
+      </dependency>
+      <dependency> <!-- TODO as above -->
+        <groupId>org.jenkinsci.plugins</groupId>
+        <artifactId>pipeline-stage-tags-metadata</artifactId>
+        <version>${pipeline-model-definition-plugin.version}</version>
+      </dependency>
       <!-- Fix InjectedTest -->
       <dependency>
         <groupId>org.jenkins-ci.plugins</groupId>
diff --git a/src/main/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgent.java b/src/main/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgent.java
index d3a397b359..103962e3ea 100644
--- a/src/main/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgent.java
+++ b/src/main/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgent.java
@@ -13,7 +13,6 @@
 import org.csanchez.jenkins.plugins.kubernetes.pod.yaml.YamlMergeStrategy;
 import org.csanchez.jenkins.plugins.kubernetes.volumes.workspace.WorkspaceVolume;
 import org.jenkinsci.Symbol;
-import org.jenkinsci.plugins.pipeline.modeldefinition.agent.DeclarativeAgent;
 import org.jenkinsci.plugins.pipeline.modeldefinition.agent.DeclarativeAgentDescriptor;
 import org.jenkinsci.plugins.variant.OptionalExtension;
 import org.kohsuke.accmod.Restricted;
@@ -30,8 +29,9 @@
 import java.util.logging.Level;
 import java.util.logging.Logger;
 import java.util.stream.Collectors;
+import org.jenkinsci.plugins.pipeline.modeldefinition.agent.RetryableDeclarativeAgent;
 
-public class KubernetesDeclarativeAgent extends DeclarativeAgent<KubernetesDeclarativeAgent> {
+public class KubernetesDeclarativeAgent extends RetryableDeclarativeAgent<KubernetesDeclarativeAgent> {
 
     private static final Logger LOGGER = Logger.getLogger(KubernetesDeclarativeAgent.class.getName());
 
diff --git a/src/main/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/SecretsMasker.java b/src/main/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/SecretsMasker.java
index 60f51458fd..d65d1edbc6 100644
--- a/src/main/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/SecretsMasker.java
+++ b/src/main/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/SecretsMasker.java
@@ -84,7 +84,13 @@ protected Class<TaskListenerDecorator> type() {
 
         @Override
         protected TaskListenerDecorator get(DelegatedContext context) throws IOException, InterruptedException {
-            KubernetesComputer c = context.get(KubernetesComputer.class);
+            KubernetesComputer c;
+            try {
+                c = context.get(KubernetesComputer.class);
+            } catch (IOException | InterruptedException x) {
+                LOGGER.log(Level.FINE, "Unable to look up KubernetesComputer", x);
+                return null;
+            }
             if (c == null) {
                 return null;
             }
diff --git a/src/main/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgent/config.jelly b/src/main/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgent/config.jelly
index c023738226..78a4c0047d 100644
--- a/src/main/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgent/config.jelly
+++ b/src/main/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgent/config.jelly
@@ -1,5 +1,5 @@
 <?jelly escape-by-default='true'?>
-<j:jelly xmlns:j="jelly:core" xmlns:f="/lib/form">
+<j:jelly xmlns:j="jelly:core" xmlns:f="/lib/form" xmlns:st="jelly:stapler">
   <f:entry field="cloud" title="${%Cloud to use}">
     <f:select/>
   </f:entry>
@@ -49,5 +49,6 @@
     <f:entry title="${%Workspace Volume}" description="${%Volume to use for sharing the workspace}">
       <f:dropdownDescriptorSelector field="workspaceVolume" default="${descriptor.defaultWorkspaceVolume}"/>
     </f:entry>
+    <st:include page="retries" class="${descriptor.clazz}"/>
   </f:advanced>
 </j:jelly>
diff --git a/src/main/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgentScript.groovy b/src/main/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgentScript.groovy
index 8023becaeb..fe316e2e19 100644
--- a/src/main/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgentScript.groovy
+++ b/src/main/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgentScript.groovy
@@ -49,27 +49,36 @@ public class KubernetesDeclarativeAgentScript extends DeclarativeAgentScript<Kub
                 script.echo '[WARNING] containerTemplate option is deprecated, use yaml syntax to define containers.'
             }
             script.podTemplate(describable.asArgs) {
-                script.node(describable.labelExpression ?: script.POD_LABEL) {
-                    CheckoutScript.doCheckout(script, describable, describable.customWorkspace) {
-                        // what container to use for the main body
-                        def container = describable.defaultContainer ?: 'jnlp'
+                Closure run = {
+                    script.node(describable.labelExpression ?: script.POD_LABEL) {
+                        CheckoutScript.doCheckout(script, describable, describable.customWorkspace) {
+                            // what container to use for the main body
+                            def container = describable.defaultContainer ?: 'jnlp'
 
-                        if (describable.containerTemplate != null) {
-                            // run inside the container declared for backwards compatibility
-                            container = describable.containerTemplate.asArgs
-                        }
+                            if (describable.containerTemplate != null) {
+                                // run inside the container declared for backwards compatibility
+                                container = describable.containerTemplate.asArgs
+                            }
 
-                        // call the main body
-                        if (container == 'jnlp') {
-                            // If default container is not changed by the pipeline user,
-                            // do not enclose the body with a `container` statement.
-                            body.call()
-                        } else {
-                            script.container(container) {
+                            // call the main body
+                            if (container == 'jnlp') {
+                                // If default container is not changed by the pipeline user,
+                                // do not enclose the body with a `container` statement.
                                 body.call()
+                            } else {
+                                script.container(container) {
+                                    body.call()
+                                }
                             }
-                        }
-                    }.call()
+                        }.call()
+                    }
+                }
+                if (describable.retries > 1) {
+                    script.retry(count: describable.retries, conditions: [script.kubernetesAgent(), script.nonresumable()]) {
+                        run.call()
+                    }
+                } else {
+                    run.call()
                 }
             }
         }
diff --git a/src/test/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgentTest.java b/src/test/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgentTest.java
index e18d27eeae..b965e225f4 100644
--- a/src/test/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgentTest.java
+++ b/src/test/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/KubernetesDeclarativeAgentTest.java
@@ -33,6 +33,8 @@
 import hudson.model.Result;
 import jenkins.plugins.git.GitSampleRepoRule;
 import jenkins.plugins.git.GitStep;
+import static org.csanchez.jenkins.plugins.kubernetes.KubernetesTestUtil.deletePods;
+import static org.csanchez.jenkins.plugins.kubernetes.KubernetesTestUtil.getLabels;
 import org.csanchez.jenkins.plugins.kubernetes.pod.retention.OnFailure;
 import org.jenkinsci.plugins.structs.describable.UninstantiatedDescribable;
 import org.jenkinsci.plugins.workflow.actions.ArgumentsAction;
@@ -194,4 +196,18 @@ public void declarativeShowRawYamlFalse() throws Exception {
         // check yaml metadata labels not logged
         r.assertLogNotContains("class: KubernetesDeclarativeAgentTest", b);
     }
+
+    @Issue("JENKINS-49707")
+    @Test
+    public void declarativeRetries() throws Exception {
+        assertNotNull(createJobThenScheduleRun());
+        r.waitForMessage("+ sleep", b);
+        deletePods(cloud.connect(), getLabels(this, name), false);
+        r.waitForMessage("busybox --", b);
+        r.waitForMessage("jnlp --", b);
+        r.waitForMessage("was deleted; cancelling node body", b);
+        r.waitForMessage("Retrying", b);
+        r.assertBuildStatusSuccess(r.waitForCompletion(b));
+    }
+
 }
diff --git a/src/test/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/RestartPipelineTest.java b/src/test/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/RestartPipelineTest.java
index 3869594b52..2bc9ffa2be 100644
--- a/src/test/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/RestartPipelineTest.java
+++ b/src/test/java/org/csanchez/jenkins/plugins/kubernetes/pipeline/RestartPipelineTest.java
@@ -45,9 +45,11 @@
 import org.csanchez.jenkins.plugins.kubernetes.model.KeyValueEnvVar;
 import org.csanchez.jenkins.plugins.kubernetes.model.SecretEnvVar;
 import org.csanchez.jenkins.plugins.kubernetes.model.TemplateEnvVar;
+import org.csanchez.jenkins.plugins.kubernetes.pod.retention.Reaper;
 import org.jenkinsci.plugins.workflow.job.WorkflowJob;
 import org.jenkinsci.plugins.workflow.job.WorkflowRun;
-import org.jenkinsci.plugins.workflow.support.steps.ExecutorStepExecution;
+import org.jenkinsci.plugins.workflow.steps.durable_task.DurableTaskStep;
+import org.jenkinsci.plugins.workflow.support.steps.ExecutorStepDynamicContext;
 import org.junit.BeforeClass;
 import org.junit.ClassRule;
 import org.junit.Rule;
@@ -245,12 +247,14 @@ public void terminatedPodAfterRestart() throws Exception {
             projectName.set(b.getParent().getFullName());
             r.waitForMessage("+ sleep", b);
         });
+        logs.record(DurableTaskStep.class, Level.FINE).record(Reaper.class, Level.FINE).record(ExecutorStepDynamicContext.class, Level.FINE);
         story.then(r -> {
             WorkflowRun b = r.jenkins.getItemByFullName(projectName.get(), WorkflowJob.class).getBuildByNumber(1);
             r.waitForMessage("Ready to run", b);
             deletePods(cloud.connect(), getLabels(this, name), false);
-            r.assertBuildStatus(Result.ABORTED, r.waitForCompletion(b));
-            r.waitForMessage(new ExecutorStepExecution.RemovedNodeCause().getShortDescription(), b);
+            r.waitForMessage("Agent was removed", b);
+            r.waitForMessage("Retrying", b);
+            r.assertBuildStatusSuccess(r.waitForCompletion(b));
         });
     }
 
diff --git a/src/test/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/declarativeRetries.groovy b/src/test/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/declarativeRetries.groovy
new file mode 100644
index 0000000000..bf63cb20fc
--- /dev/null
+++ b/src/test/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/declarativeRetries.groovy
@@ -0,0 +1,26 @@
+pipeline {
+  agent {
+    kubernetes {
+      yaml '''
+spec:
+  containers:
+  - name: busybox
+    image: busybox
+    command:
+    - sleep
+    - 99d
+  terminationGracePeriodSeconds: 3
+      '''
+      defaultContainer 'busybox'
+      retries 2
+    }
+  }
+  stages {
+    stage('Run') {
+      steps {
+        sh 'echo hello world'
+        sh 'sleep 15'
+      }
+    }
+  }
+}
diff --git a/src/test/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/terminatedPodAfterRestart.groovy b/src/test/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/terminatedPodAfterRestart.groovy
index d1eca4791b..b4b5ef61ab 100644
--- a/src/test/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/terminatedPodAfterRestart.groovy
+++ b/src/test/resources/org/csanchez/jenkins/plugins/kubernetes/pipeline/terminatedPodAfterRestart.groovy
@@ -1,11 +1,20 @@
 package org.csanchez.jenkins.plugins.kubernetes.pipeline
 
-podTemplate(label: '$NAME', containers: [
-        containerTemplate(name: 'busybox', image: 'busybox', ttyEnabled: true, command: '/bin/cat'),
-]) {
-    node ('$NAME') {
+podTemplate(yaml: '''
+spec:
+  containers:
+  - name: busybox
+    image: busybox
+    command:
+    - sleep
+    - 99d
+  terminationGracePeriodSeconds: 3
+''') {
+  retry(count: 2, conditions: [kubernetesAgent()]) {
+    node(POD_LABEL) {
         container('busybox') {
-                sh 'sleep 9999999'
+            sh 'sleep 15'
         }
     }
+  }
 }