diff --git a/Jenkinsfile b/Jenkinsfile
deleted file mode 100644
index 5f522a356..000000000
--- a/Jenkinsfile
+++ /dev/null
@@ -1,113 +0,0 @@
-// https://stackoverflow.com/questions/40760716/jenkins-abort-running-build-if-new-one-is-started
-// We should only abort older jobs in PR branches, so we have a nice CI history in "stable",
-// "testing", and "unstable".
-if (env.BRANCH_NAME != "stable" && env.BRANCH_NAME != "testing" && env.BRANCH_NAME != "unstable") {
-	def buildNumber = env.BUILD_NUMBER as int
-	if (buildNumber > 1) {
-		milestone(buildNumber - 1)
-	}
-	milestone(buildNumber)
-}
-
-def runStages(nodeDir) {
-	sh "mkdir -p ${nodeDir}"
-	dir(nodeDir) {
-		try {
-			stage("Clone") { timeout(15) {
-				/* source code checkout */
-				checkout scm
-				/* we need to update the submodules before caching kicks in */
-				sh "git submodule update --init --recursive"
-			} }
-
-			stage("Preparations") { timeout(10) {
-				sh """#!/bin/bash
-				set -e
-				# macOS shows scary warnings if there are old libraries and object files laying around
-				make clean
-				# to allow the following parallel stages
-				make -j${env.NPROC} QUICK_AND_DIRTY_COMPILER=1 update
-				./scripts/setup_scenarios.sh
-				"""
-			} }
-
-			stage("Tools") { timeout(30) {
-				sh """#!/bin/bash
-				set -e
-				make -j${env.NPROC} LOG_LEVEL=TRACE
-				"""
-			} }
-
-			stage("Test suite") { timeout(60) {
-				sh "make -j${env.NPROC} DISABLE_TEST_FIXTURES_SCRIPT=1 test"
-			} }
-
-			stage("REST test suite") { timeout(5) {
-				sh "make restapi-test"
-			} }
-
-			stage("Testnet finalization") { timeout(75) {
-				// EXECUTOR_NUMBER will be 0 or 1, since we have 2 executors per Jenkins node
-				sh """#!/bin/bash
-				make local-testnet-minimal
-				make local-testnet-mainnet
-				"""
-			} }
-		} catch(e) {
-			// we need to rethrow the exception here
-			throw e
-		} finally {
-			// archive testnet logs
-			sh """#!/bin/bash
-			for D in local_testnet0_data local_testnet1_data resttest0_data; do
-				[[ -d "\$D" ]] && tar czf "\${D}-\${NODE_NAME}.tar.gz" "\${D}"/*.txt || true
-			done
-			"""
-			try {
-				archiveArtifacts("*.tar.gz")
-			} catch(e) {
-				println("Couldn't archive artefacts.")
-				println(e.toString());
-				// we don't need to re-raise it here; it might be a PR build being cancelled by a newer one
-			}
-			// clean the workspace
-			cleanWs(disableDeferredWipeout: true, deleteDirs: true)
-		}
-	} // dir(...)
-}
-
-parallel(
-	"Linux": {
-		throttle(['nimbus-eth2']) {
-			timeout(time: 24, unit: 'HOURS') { // includes time in build queue
-				node("linux") {
-					withEnv(["NPROC=${sh(returnStdout: true, script: 'nproc').trim()}"]) {
-						runStages("linux")
-					}
-				}
-			}
-		}
-	},
-	"macOS (AMD64)": {
-		throttle(['nimbus-eth2']) {
-			timeout(time: 24, unit: 'HOURS') { // includes time in build queue
-				node("macos && x86_64") {
-					withEnv(["NPROC=${sh(returnStdout: true, script: 'sysctl -n hw.logicalcpu').trim()}"]) {
-						runStages("macos_amd64")
-					}
-				}
-			}
-		}
-	},
-	"macOS (ARM64)": {
-		throttle(['nimbus-eth2']) {
-			timeout(time: 24, unit: 'HOURS') { // includes time in build queue
-				node("macos && arm64") {
-					withEnv(["NPROC=${sh(returnStdout: true, script: 'sysctl -n hw.logicalcpu').trim()}"]) {
-						runStages("macos_arm64")
-					}
-				}
-			}
-		}
-	},
-)
diff --git a/Makefile b/Makefile
index 0df8219d5..b9a7803e6 100644
--- a/Makefile
+++ b/Makefile
@@ -159,12 +159,12 @@ restapi-test:
 
 local-testnet-minimal:
 	./scripts/launch_local_testnet.sh \
+		--data-dir $@ \
 		--preset minimal \
 		--nodes 4 \
 		--stop-at-epoch 5 \
 		--disable-htop \
 		--enable-logtrace \
-		--data-dir local_testnet0_data \
 		--base-port $$(( 9100 + EXECUTOR_NUMBER * 100 )) \
 		--base-rest-port $$(( 7100 + EXECUTOR_NUMBER * 100 )) \
 		--base-metrics-port $$(( 8108 + EXECUTOR_NUMBER * 100 )) \
@@ -177,11 +177,11 @@ local-testnet-minimal:
 
 local-testnet-mainnet:
 	./scripts/launch_local_testnet.sh \
+		--data-dir $@ \
 		--nodes 4 \
 		--stop-at-epoch 5 \
 		--disable-htop \
 		--enable-logtrace \
-		--data-dir local_testnet1_data \
 		--base-port $$(( 9100 + EXECUTOR_NUMBER * 100 )) \
 		--base-rest-port $$(( 7100 + EXECUTOR_NUMBER * 100 )) \
 		--base-metrics-port $$(( 8108 + EXECUTOR_NUMBER * 100 )) \
diff --git a/ci/Jenkinsfile b/ci/Jenkinsfile
new file mode 100644
index 000000000..528a25bbd
--- /dev/null
+++ b/ci/Jenkinsfile
@@ -0,0 +1,138 @@
+pipeline {
+  /* This way we run the same Jenkinsfile on different platforms. */
+  agent { label params.AGENT_LABEL }
+
+  parameters {
+    string(
+      name: 'AGENT_LABEL',
+      description: 'Label for targetted CI slave host: linux/macos',
+      defaultValue: params.AGENT_LABEL ?: getAgentLabel(),
+    )
+  }
+
+  options {
+    timestamps()
+    /* This also includes wait time in the queue. */
+    timeout(time: 24, unit: 'HOURS')
+    /* Limit builds retained. */
+    buildDiscarder(logRotator(
+      numToKeepStr: '5',
+      daysToKeepStr: '30',
+      artifactNumToKeepStr: '3',
+    ))
+    /* Throttle number of concurrent builds. */
+    throttleJobProperty(
+      categories: ['nimbus-eth2'],
+      throttleEnabled: true,
+      throttleOption: 'category'
+    )
+    /* Abort old builds for non-main branches. */
+    disableConcurrentBuilds(
+      abortPrevious: !isMainBranch()
+    )
+  }
+
+  environment {
+    NPROC = Runtime.getRuntime().availableProcessors()
+    MAKEFLAGS = "-j${env.NPROC}"
+  }
+
+  stages {
+    stage('Deps') {
+      steps { timeout(20) {
+        /* To allow the following parallel stages. */
+        sh 'make QUICK_AND_DIRTY_COMPILER=1 update'
+        /* Allow the following parallel stages. */
+        sh 'make deps'
+        /* Download test vectors. */
+        sh './scripts/setup_scenarios.sh'
+      } }
+    }
+
+    stage('Build') {
+      steps { timeout(30) {
+        sh 'make LOG_LEVEL=TRACE'
+      } }
+    }
+
+    stage('Tests') {
+      parallel {
+        stage('General') {
+          steps { timeout(60) {
+            sh 'make DISABLE_TEST_FIXTURES_SCRIPT=1 test'
+          } }
+        }
+
+        stage('REST') {
+          steps { timeout(5) {
+            sh 'make restapi-test'
+          } }
+        }
+      }
+    }
+
+    stage('Finalizations') {
+      /* TODO: Try in parallel. */
+      stages {
+        stage('minimal') {
+          steps { script { timeout(15) {
+            launchLocalTestnet('minimal')
+          } } }
+        }
+
+        stage('mainnet') {
+          steps { script { timeout(45) {
+            launchLocalTestnet('mainnet')
+          } } }
+        }
+      }
+    }
+
+    stage('Upload') {
+      steps { timeout(5) {
+        archiveArtifacts('*.tar.gz')
+      } }
+    }
+  }
+
+  post {
+    always {
+      cleanWs(
+        disableDeferredWipeout: true,
+        deleteDirs: true
+      )
+    }
+  }
+}
+
+def launchLocalTestnet(String name) {
+  /* We want to mark job as failed, but save the results. */
+  catchError(
+    message: "Local ${name} testnet finalization failure!",
+    buildResult: 'FAILURE',
+    stageResult: 'FAILURE'
+  ) {
+    sh "make local-testnet-${name}"
+  }
+  /* Archive test results regardless of outcome. */
+  sh "tar cjf local-testnet-${name}.tar.gz local-testnet-${name}/*.txt"
+}
+
+def isMainBranch() {
+  return ['stable', 'testing', 'unstable'].contains(env.BRANCH_NAME)
+}
+
+/* This allows us to use one Jenkinsfile and run
+ * jobs on different platforms based on job name. */
+def getAgentLabel() {
+    if (params.AGENT_LABEL) { return params.AGENT_LABEL }
+    /* We extract the name of the job from currentThread because
+     * before an agent is picket env is not available. */
+    def tokens = Thread.currentThread().getName().split('/')
+    def labels = []
+    /* Check if the job path contains any of the valid labels. */
+    ['linux', 'macos', 'x86_64', 'aarch64', 'arm64'].each {
+        if (tokens.contains(it)) { labels.add(it) }
+    }
+    return labels.join(' && ')
+}
diff --git a/Jenkinsfile.benchmarks b/ci/Jenkinsfile.benchmarks
similarity index 100%
rename from Jenkinsfile.benchmarks
rename to ci/Jenkinsfile.benchmarks