merge: Upgrade to OpenTelemetry 1.5

This pull request updates to OpenTelemetry version 1.5.0.

* Update dependency to OpenTelemetry 1.5
* Fix breaking changes in metrics API
* Eliminate unnecessary double to long conversions
* Simplify metric extraction for monitor

20 files changed, 311 insertions, 278 deletions

diff --git a/gradle/libs.versions.toml b/gradle/libs.versions.toml
index a15fa45d..4f2ec58c 100644
--- a/gradle/libs.versions.toml
+++ b/gradle/libs.versions.toml
@@ -3,8 +3,9 @@ junit-jupiter = "5.7.2"
 junit-platform = "1.7.2"
 slf4j = "1.7.32"
 log4j = "2.14.1"
-opentelemetry-main = "1.4.1"
-opentelemetry-metrics = "1.4.1-alpha"
+opentelemetry-main = "1.5.0"
+opentelemetry-metrics = "1.5.0-alpha"
+opentelemetry-semconv = "1.5.0-alpha"
 hadoop = "3.3.0"
 ktor = "1.6.2"
 jackson = "2.12.4"
@@ -23,6 +24,8 @@ opentelemetry-api-main = { module = "io.opentelemetry:opentelemetry-api", versio
 opentelemetry-sdk-main = { module = "io.opentelemetry:opentelemetry-sdk", version.ref = "opentelemetry-main" }
 opentelemetry-api-metrics = { module = "io.opentelemetry:opentelemetry-api-metrics", version.ref = "opentelemetry-metrics" }
 opentelemetry-sdk-metrics = { module = "io.opentelemetry:opentelemetry-sdk-metrics", version.ref = "opentelemetry-metrics" }
+opentelemetry-semconv = { module = "io.opentelemetry:opentelemetry-semconv", version.ref = "opentelemetry-semconv" }
+
 
 # Testing
 junit-jupiter-api = { module = "org.junit.jupiter:junit-jupiter-api", version.ref = "junit-jupiter" }
diff --git a/opendc-compute/opendc-compute-service/src/main/kotlin/org/opendc/compute/service/internal/ComputeServiceImpl.kt b/opendc-compute/opendc-compute-service/src/main/kotlin/org/opendc/compute/service/internal/ComputeServiceImpl.kt
index e7807177..d7a7e8f8 100644
--- a/opendc-compute/opendc-compute-service/src/main/kotlin/org/opendc/compute/service/internal/ComputeServiceImpl.kt
+++ b/opendc-compute/opendc-compute-service/src/main/kotlin/org/opendc/compute/service/internal/ComputeServiceImpl.kt
@@ -106,7 +106,7 @@ internal class ComputeServiceImpl(
     /**
      * The number of servers that have been submitted to the service for provisioning.
      */
-    private val _submittedServers = meter.longCounterBuilder("servers.submitted")
+    private val _submittedServers = meter.counterBuilder("servers.submitted")
         .setDescription("Number of start requests")
         .setUnit("1")
         .build()
@@ -114,7 +114,7 @@ internal class ComputeServiceImpl(
     /**
      * The number of servers that failed to be scheduled.
      */
-    private val _unscheduledServers = meter.longCounterBuilder("servers.unscheduled")
+    private val _unscheduledServers = meter.counterBuilder("servers.unscheduled")
         .setDescription("Number of unscheduled servers")
         .setUnit("1")
         .build()
@@ -122,7 +122,7 @@ internal class ComputeServiceImpl(
     /**
      * The number of servers that are waiting to be provisioned.
      */
-    private val _waitingServers = meter.longUpDownCounterBuilder("servers.waiting")
+    private val _waitingServers = meter.upDownCounterBuilder("servers.waiting")
         .setDescription("Number of servers waiting to be provisioned")
         .setUnit("1")
         .build()
@@ -130,7 +130,7 @@ internal class ComputeServiceImpl(
     /**
      * The number of servers that are waiting to be provisioned.
      */
-    private val _runningServers = meter.longUpDownCounterBuilder("servers.active")
+    private val _runningServers = meter.upDownCounterBuilder("servers.active")
         .setDescription("Number of servers currently running")
         .setUnit("1")
         .build()
@@ -138,7 +138,7 @@ internal class ComputeServiceImpl(
     /**
      * The number of servers that have finished running.
      */
-    private val _finishedServers = meter.longCounterBuilder("servers.finished")
+    private val _finishedServers = meter.counterBuilder("servers.finished")
         .setDescription("Number of servers that finished running")
         .setUnit("1")
         .build()
@@ -146,7 +146,7 @@ internal class ComputeServiceImpl(
     /**
      * The number of hosts registered at the compute service.
      */
-    private val _hostCount = meter.longUpDownCounterBuilder("hosts.total")
+    private val _hostCount = meter.upDownCounterBuilder("hosts.total")
         .setDescription("Number of hosts")
         .setUnit("1")
         .build()
@@ -154,7 +154,7 @@ internal class ComputeServiceImpl(
     /**
      * The number of available hosts registered at the compute service.
      */
-    private val _availableHostCount = meter.longUpDownCounterBuilder("hosts.available")
+    private val _availableHostCount = meter.upDownCounterBuilder("hosts.available")
         .setDescription("Number of available hosts")
         .setUnit("1")
         .build()
diff --git a/opendc-compute/opendc-compute-simulator/build.gradle.kts b/opendc-compute/opendc-compute-simulator/build.gradle.kts
index b31a2114..c5a9e668 100644
--- a/opendc-compute/opendc-compute-simulator/build.gradle.kts
+++ b/opendc-compute/opendc-compute-simulator/build.gradle.kts
@@ -35,6 +35,7 @@ dependencies {
     api(projects.opendcSimulator.opendcSimulatorCompute)
     api(projects.opendcSimulator.opendcSimulatorFailures)
     implementation(projects.opendcUtils)
+    implementation(libs.opentelemetry.semconv)
     implementation(libs.kotlin.logging)
 
     testImplementation(projects.opendcSimulator.opendcSimulatorCore)
diff --git a/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/SimHost.kt b/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/SimHost.kt
index be771f6d..dcc525cb 100644
--- a/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/SimHost.kt
+++ b/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/SimHost.kt
@@ -22,8 +22,9 @@
 
 package org.opendc.compute.simulator
 
+import io.opentelemetry.api.common.Attributes
 import io.opentelemetry.api.metrics.Meter
-import io.opentelemetry.api.metrics.common.Labels
+import io.opentelemetry.semconv.resource.attributes.ResourceAttributes
 import kotlinx.coroutines.*
 import mu.KotlinLogging
 import org.opendc.compute.api.Flavor
@@ -100,22 +101,20 @@ public class SimHost(
         listener = object : SimHypervisor.Listener {
             override fun onSliceFinish(
                 hypervisor: SimHypervisor,
-                requestedWork: Long,
-                grantedWork: Long,
-                overcommittedWork: Long,
-                interferedWork: Long,
+                requestedWork: Double,
+                grantedWork: Double,
+                overcommittedWork: Double,
+                interferedWork: Double,
                 cpuUsage: Double,
                 cpuDemand: Double
             ) {
-
-                _batch.put(_cpuWork, requestedWork.toDouble())
-                _batch.put(_cpuWorkGranted, grantedWork.toDouble())
-                _batch.put(_cpuWorkOvercommit, overcommittedWork.toDouble())
-                _batch.put(_cpuWorkInterference, interferedWork.toDouble())
-                _batch.put(_cpuUsage, cpuUsage)
-                _batch.put(_cpuDemand, cpuDemand)
-                _batch.put(_cpuPower, machine.psu.powerDraw)
-                _batch.record()
+                _totalWork.add(requestedWork)
+                _grantedWork.add(grantedWork)
+                _overcommittedWork.add(overcommittedWork)
+                _interferedWork.add(interferedWork)
+                _cpuDemand.record(cpuDemand)
+                _cpuUsage.record(cpuUsage)
+                _powerUsage.record(machine.psu.powerDraw)
             }
         }
     )
@@ -135,86 +134,92 @@ public class SimHost(
             field = value
         }
 
-    override val model: HostModel = HostModel(model.cpus.size, model.memory.map { it.size }.sum())
+    override val model: HostModel = HostModel(model.cpus.size, model.memory.sumOf { it.size })
 
     /**
-     * The number of guests on the host.
+     * The total number of guests.
      */
-    private val _guests = meter.longUpDownCounterBuilder("guests.total")
+    private val _guests = meter.upDownCounterBuilder("guests.total")
         .setDescription("Number of guests")
         .setUnit("1")
         .build()
-        .bind(Labels.of("host", uid.toString()))
+        .bind(Attributes.of(ResourceAttributes.HOST_ID, uid.toString()))
 
     /**
      * The number of active guests on the host.
      */
-    private val _activeGuests = meter.longUpDownCounterBuilder("guests.active")
+    private val _activeGuests = meter.upDownCounterBuilder("guests.active")
         .setDescription("Number of active guests")
         .setUnit("1")
         .build()
-        .bind(Labels.of("host", uid.toString()))
+        .bind(Attributes.of(ResourceAttributes.HOST_ID, uid.toString()))
 
     /**
-     * The CPU usage on the host.
+     * The CPU demand of the host.
      */
-    private val _cpuUsage = meter.doubleValueRecorderBuilder("cpu.usage")
-        .setDescription("The amount of CPU resources used by the host")
+    private val _cpuDemand = meter.histogramBuilder("cpu.demand")
+        .setDescription("The amount of CPU resources the guests would use if there were no CPU contention or CPU limits")
         .setUnit("MHz")
         .build()
+        .bind(Attributes.of(ResourceAttributes.HOST_ID, uid.toString()))
 
     /**
-     * The CPU demand on the host.
+     * The CPU usage of the host.
      */
-    private val _cpuDemand = meter.doubleValueRecorderBuilder("cpu.demand")
-        .setDescription("The amount of CPU resources the guests would use if there were no CPU contention or CPU limits")
+    private val _cpuUsage = meter.histogramBuilder("cpu.usage")
+        .setDescription("The amount of CPU resources used by the host")
         .setUnit("MHz")
         .build()
+        .bind(Attributes.of(ResourceAttributes.HOST_ID, uid.toString()))
 
     /**
-     * The requested work for the CPU.
+     * The power usage of the host.
      */
-    private val _cpuPower = meter.doubleValueRecorderBuilder("power.usage")
+    private val _powerUsage = meter.histogramBuilder("power.usage")
         .setDescription("The amount of power used by the CPU")
         .setUnit("W")
         .build()
+        .bind(Attributes.of(ResourceAttributes.HOST_ID, uid.toString()))
 
     /**
-     * The requested work for the CPU.
+     * The total amount of work supplied to the CPU.
      */
-    private val _cpuWork = meter.doubleValueRecorderBuilder("cpu.work.total")
+    private val _totalWork = meter.counterBuilder("cpu.work.total")
         .setDescription("The amount of work supplied to the CPU")
         .setUnit("1")
+        .ofDoubles()
         .build()
+        .bind(Attributes.of(ResourceAttributes.HOST_ID, uid.toString()))
 
     /**
-     * The work actually performed by the CPU.
+     * The work performed by the CPU.
      */
-    private val _cpuWorkGranted = meter.doubleValueRecorderBuilder("cpu.work.granted")
+    private val _grantedWork = meter.counterBuilder("cpu.work.granted")
         .setDescription("The amount of work performed by the CPU")
         .setUnit("1")
+        .ofDoubles()
         .build()
+        .bind(Attributes.of(ResourceAttributes.HOST_ID, uid.toString()))
 
     /**
-     * The work that could not be performed by the CPU due to overcommitting resource.
+     * The amount not performed by the CPU due to overcommitment.
      */
-    private val _cpuWorkOvercommit = meter.doubleValueRecorderBuilder("cpu.work.overcommit")
+    private val _overcommittedWork = meter.counterBuilder("cpu.work.overcommit")
         .setDescription("The amount of work not performed by the CPU due to overcommitment")
         .setUnit("1")
+        .ofDoubles()
         .build()
+        .bind(Attributes.of(ResourceAttributes.HOST_ID, uid.toString()))
 
     /**
-     * The work that could not be performed by the CPU due to interference.
+     * The amount of work not performed by the CPU due to interference.
      */
-    private val _cpuWorkInterference = meter.doubleValueRecorderBuilder("cpu.work.interference")
+    private val _interferedWork = meter.counterBuilder("cpu.work.interference")
         .setDescription("The amount of work not performed by the CPU due to interference")
         .setUnit("1")
+        .ofDoubles()
         .build()
-
-    /**
-     * The batch recorder used to record multiple metrics atomically.
-     */
-    private val _batch = meter.newBatchRecorder("host", uid.toString())
+        .bind(Attributes.of(ResourceAttributes.HOST_ID, uid.toString()))
 
     init {
         // Launch hypervisor onto machine
@@ -273,8 +278,8 @@ public class SimHost(
 
     override suspend fun delete(server: Server) {
         val guest = guests.remove(server) ?: return
-        guest.terminate()
         _guests.add(-1)
+        guest.terminate()
     }
 
     override fun addListener(listener: HostListener) {
diff --git a/opendc-compute/opendc-compute-simulator/src/test/kotlin/org/opendc/compute/simulator/SimHostTest.kt b/opendc-compute/opendc-compute-simulator/src/test/kotlin/org/opendc/compute/simulator/SimHostTest.kt
index 93a2248a..1ba3a9a1 100644
--- a/opendc-compute/opendc-compute-simulator/src/test/kotlin/org/opendc/compute/simulator/SimHostTest.kt
+++ b/opendc-compute/opendc-compute-simulator/src/test/kotlin/org/opendc/compute/simulator/SimHostTest.kt
@@ -133,17 +133,14 @@ internal class SimHostTest {
             object : MetricExporter {
                 override fun export(metrics: Collection<MetricData>): CompletableResultCode {
                     val metricsByName = metrics.associateBy { it.name }
-                    val totalWork = metricsByName["cpu.work.total"]
-                    if (totalWork != null) {
-                        requestedWork += totalWork.doubleSummaryData.points.first().sum.toLong()
+                    metricsByName["cpu.work.total"]?.let {
+                        requestedWork = it.doubleSumData.points.sumOf { point -> point.value }.toLong()
                     }
-                    val grantedWorkCycle = metricsByName["cpu.work.granted"]
-                    if (grantedWorkCycle != null) {
-                        grantedWork += grantedWorkCycle.doubleSummaryData.points.first().sum.toLong()
+                    metricsByName["cpu.work.granted"]?.let {
+                        grantedWork = it.doubleSumData.points.sumOf { point -> point.value }.toLong()
                     }
-                    val overcommittedWorkCycle = metricsByName["cpu.work.overcommit"]
-                    if (overcommittedWorkCycle != null) {
-                        overcommittedWork += overcommittedWorkCycle.doubleSummaryData.points.first().sum.toLong()
+                    metricsByName["cpu.work.overcommit"]?.let {
+                        overcommittedWork = it.doubleSumData.points.sumOf { point -> point.value }.toLong()
                     }
                     return CompletableResultCode.ofSuccess()
                 }
@@ -236,10 +233,10 @@ internal class SimHostTest {
                 override fun export(metrics: Collection<MetricData>): CompletableResultCode {
                     val metricsByName = metrics.associateBy { it.name }
                     metricsByName["cpu.work.total"]?.let {
-                        requestedWork += it.doubleSummaryData.points.first().sum.toLong()
+                        requestedWork = it.doubleSumData.points.sumOf { point -> point.value }.toLong()
                     }
                     metricsByName["cpu.work.granted"]?.let {
-                        grantedWork += it.doubleSummaryData.points.first().sum.toLong()
+                        grantedWork = it.doubleSumData.points.sumOf { point -> point.value }.toLong()
                     }
                     return CompletableResultCode.ofSuccess()
                 }
diff --git a/opendc-experiments/opendc-experiments-capelin/build.gradle.kts b/opendc-experiments/opendc-experiments-capelin/build.gradle.kts
index 324cae3e..53643aba 100644
--- a/opendc-experiments/opendc-experiments-capelin/build.gradle.kts
+++ b/opendc-experiments/opendc-experiments-capelin/build.gradle.kts
@@ -37,6 +37,7 @@ dependencies {
     implementation(projects.opendcSimulator.opendcSimulatorFailures)
     implementation(projects.opendcCompute.opendcComputeSimulator)
     implementation(projects.opendcTelemetry.opendcTelemetrySdk)
+    implementation(libs.opentelemetry.semconv)
 
     implementation(libs.kotlin.logging)
     implementation(libs.config)
diff --git a/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/ExperimentHelpers.kt b/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/ExperimentHelpers.kt
index d7df4454..7f428b2a 100644
--- a/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/ExperimentHelpers.kt
+++ b/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/ExperimentHelpers.kt
@@ -24,11 +24,8 @@ package org.opendc.experiments.capelin
 
 import io.opentelemetry.api.metrics.MeterProvider
 import io.opentelemetry.sdk.metrics.SdkMeterProvider
-import io.opentelemetry.sdk.metrics.aggregator.AggregatorFactory
-import io.opentelemetry.sdk.metrics.common.InstrumentType
+import io.opentelemetry.sdk.metrics.data.MetricData
 import io.opentelemetry.sdk.metrics.export.MetricProducer
-import io.opentelemetry.sdk.metrics.view.InstrumentSelector
-import io.opentelemetry.sdk.metrics.view.View
 import kotlinx.coroutines.*
 import kotlinx.coroutines.channels.Channel
 import mu.KotlinLogging
@@ -212,24 +209,41 @@ class ComputeMetrics {
     var runningVms: Int = 0
     var unscheduledVms: Int = 0
     var finishedVms: Int = 0
+    var hosts: Int = 0
+    var availableHosts = 0
 }
 
 /**
  * Collect the metrics of the compute service.
  */
 fun collectMetrics(metricProducer: MetricProducer): ComputeMetrics {
-    val metrics = metricProducer.collectAllMetrics().associateBy { it.name }
+    return extractComputeMetrics(metricProducer.collectAllMetrics())
+}
+
+/**
+ * Extract an [ComputeMetrics] object from the specified list of metric data.
+ */
+internal fun extractComputeMetrics(metrics: Collection<MetricData>): ComputeMetrics {
     val res = ComputeMetrics()
-    try {
-        // Hack to extract metrics from OpenTelemetry SDK
-        res.submittedVms = metrics["servers.submitted"]?.longSumData?.points?.last()?.value?.toInt() ?: 0
-        res.queuedVms = metrics["servers.waiting"]?.longSumData?.points?.last()?.value?.toInt() ?: 0
-        res.unscheduledVms = metrics["servers.unscheduled"]?.longSumData?.points?.last()?.value?.toInt() ?: 0
-        res.runningVms = metrics["servers.active"]?.longSumData?.points?.last()?.value?.toInt() ?: 0
-        res.finishedVms = metrics["servers.finished"]?.longSumData?.points?.last()?.value?.toInt() ?: 0
-    } catch (cause: Throwable) {
-        logger.warn(cause) { "Failed to collect metrics" }
+    for (metric in metrics) {
+        val points = metric.longSumData.points
+
+        if (points.isEmpty()) {
+            continue
+        }
+
+        val value = points.first().value.toInt()
+        when (metric.name) {
+            "servers.submitted" -> res.submittedVms = value
+            "servers.waiting" -> res.queuedVms = value
+            "servers.unscheduled" -> res.unscheduledVms = value
+            "servers.active" -> res.runningVms = value
+            "servers.finished" -> res.finishedVms = value
+            "hosts.total" -> res.hosts = value
+            "hosts.available" -> res.availableHosts = value
+        }
     }
+
     return res
 }
 
@@ -298,18 +312,9 @@ suspend fun processTrace(
  * Create a [MeterProvider] instance for the experiment.
  */
 fun createMeterProvider(clock: Clock): MeterProvider {
-    val powerSelector = InstrumentSelector.builder()
-        .setInstrumentNameRegex("power\\.usage")
-        .setInstrumentType(InstrumentType.VALUE_RECORDER)
-        .build()
-    val powerView = View.builder()
-        .setAggregatorFactory(AggregatorFactory.lastValue())
-        .build()
-
     return SdkMeterProvider
         .builder()
         .setClock(clock.toOtelClock())
-        .registerView(powerSelector, powerView)
         .build()
 }
 
diff --git a/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/monitor/ExperimentMetricExporter.kt b/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/monitor/ExperimentMetricExporter.kt
index 7fb2f83c..e9c817de 100644
--- a/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/monitor/ExperimentMetricExporter.kt
+++ b/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/monitor/ExperimentMetricExporter.kt
@@ -22,11 +22,12 @@
 
 package org.opendc.experiments.capelin.monitor
 
-import io.opentelemetry.api.common.AttributeKey
 import io.opentelemetry.sdk.common.CompletableResultCode
 import io.opentelemetry.sdk.metrics.data.MetricData
 import io.opentelemetry.sdk.metrics.export.MetricExporter
+import io.opentelemetry.semconv.resource.attributes.ResourceAttributes
 import org.opendc.compute.service.driver.Host
+import org.opendc.experiments.capelin.extractComputeMetrics
 import java.time.Clock
 
 /**
@@ -37,72 +38,61 @@ public class ExperimentMetricExporter(
     private val clock: Clock,
     private val hosts: Map<String, Host>
 ) : MetricExporter {
-    private val hostKey = AttributeKey.stringKey("host")
 
     override fun export(metrics: Collection<MetricData>): CompletableResultCode {
-        val metricsByName = metrics.associateBy { it.name }
-        reportHostMetrics(metricsByName)
-        reportProvisionerMetrics(metricsByName)
-        return CompletableResultCode.ofSuccess()
+        return try {
+            reportHostMetrics(metrics)
+            reportProvisionerMetrics(metrics)
+            CompletableResultCode.ofSuccess()
+        } catch (e: Throwable) {
+            CompletableResultCode.ofFailure()
+        }
     }
 
-    private fun reportHostMetrics(metrics: Map<String, MetricData>) {
+    private var lastHostMetrics: Map<String, HostMetrics> = emptyMap()
+    private val hostMetricsSingleton = HostMetrics()
+
+    private fun reportHostMetrics(metrics: Collection<MetricData>) {
         val hostMetrics = mutableMapOf<String, HostMetrics>()
         hosts.mapValuesTo(hostMetrics) { HostMetrics() }
 
-        mapDoubleSummary(metrics["cpu.demand"], hostMetrics) { m, v ->
-            m.cpuDemand = v
-        }
-
-        mapDoubleSummary(metrics["cpu.usage"], hostMetrics) { m, v ->
-            m.cpuUsage = v
-        }
-
-        mapDoubleGauge(metrics["power.usage"], hostMetrics) { m, v ->
-            m.powerDraw = v
-        }
-
-        mapDoubleSummary(metrics["cpu.work.total"], hostMetrics) { m, v ->
-            m.requestedBurst = v.toLong()
-        }
-
-        mapDoubleSummary(metrics["cpu.work.granted"], hostMetrics) { m, v ->
-            m.grantedBurst = v.toLong()
-        }
-
-        mapDoubleSummary(metrics["cpu.work.overcommit"], hostMetrics) { m, v ->
-            m.overcommissionedBurst = v.toLong()
-        }
-
-        mapDoubleSummary(metrics["cpu.work.interference"], hostMetrics) { m, v ->
-            m.interferedBurst = v.toLong()
-        }
-
-        mapLongSum(metrics["guests.active"], hostMetrics) { m, v ->
-            m.numberOfDeployedImages = v.toInt()
+        for (metric in metrics) {
+            when (metric.name) {
+                "cpu.demand" -> mapDoubleSummary(metric, hostMetrics) { m, v -> m.cpuDemand = v }
+                "cpu.usage" -> mapDoubleSummary(metric, hostMetrics) { m, v -> m.cpuUsage = v }
+                "power.usage" -> mapDoubleGauge(metric, hostMetrics) { m, v -> m.powerDraw = v }
+                "cpu.work.total" -> mapDoubleSum(metric, hostMetrics) { m, v -> m.totalWork = v }
+                "cpu.work.granted" -> mapDoubleSum(metric, hostMetrics) { m, v -> m.grantedWork = v }
+                "cpu.work.overcommit" -> mapDoubleSum(metric, hostMetrics) { m, v -> m.overcommittedWork = v }
+                "cpu.work.interference" -> mapDoubleSum(metric, hostMetrics) { m, v -> m.interferedWork = v }
+                "guests.active" -> mapLongSum(metric, hostMetrics) { m, v -> m.instanceCount = v.toInt() }
+            }
         }
 
         for ((id, hostMetric) in hostMetrics) {
+            val lastHostMetric = lastHostMetrics.getOrDefault(id, hostMetricsSingleton)
             val host = hosts.getValue(id)
-            monitor.reportHostSlice(
+            monitor.reportHostData(
                 clock.millis(),
-                hostMetric.requestedBurst,
-                hostMetric.grantedBurst,
-                hostMetric.overcommissionedBurst,
-                hostMetric.interferedBurst,
+                hostMetric.totalWork - lastHostMetric.totalWork,
+                hostMetric.grantedWork - lastHostMetric.grantedWork,
+                hostMetric.overcommittedWork - lastHostMetric.overcommittedWork,
+                hostMetric.interferedWork - lastHostMetric.interferedWork,
                 hostMetric.cpuUsage,
                 hostMetric.cpuDemand,
                 hostMetric.powerDraw,
-                hostMetric.numberOfDeployedImages,
+                hostMetric.instanceCount,
                 host
             )
         }
+
+        lastHostMetrics = hostMetrics
     }
 
-    private fun mapDoubleSummary(data: MetricData?, hostMetrics: MutableMap<String, HostMetrics>, block: (HostMetrics, Double) -> Unit) {
-        val points = data?.doubleSummaryData?.points ?: emptyList()
+    private fun mapDoubleSummary(data: MetricData, hostMetrics: MutableMap<String, HostMetrics>, block: (HostMetrics, Double) -> Unit) {
+        val points = data.doubleSummaryData?.points ?: emptyList()
         for (point in points) {
-            val uid = point.attributes[hostKey]
+            val uid = point.attributes[ResourceAttributes.HOST_ID]
             val hostMetric = hostMetrics[uid]
 
             if (hostMetric != null) {
@@ -116,7 +106,7 @@ public class ExperimentMetricExporter(
     private fun mapDoubleGauge(data: MetricData?, hostMetrics: MutableMap<String, HostMetrics>, block: (HostMetrics, Double) -> Unit) {
         val points = data?.doubleGaugeData?.points ?: emptyList()
         for (point in points) {
-            val uid = point.attributes[hostKey]
+            val uid = point.attributes[ResourceAttributes.HOST_ID]
             val hostMetric = hostMetrics[uid]
 
             if (hostMetric != null) {
@@ -128,7 +118,19 @@ public class ExperimentMetricExporter(
     private fun mapLongSum(data: MetricData?, hostMetrics: MutableMap<String, HostMetrics>, block: (HostMetrics, Long) -> Unit) {
         val points = data?.longSumData?.points ?: emptyList()
         for (point in points) {
-            val uid = point.attributes[hostKey]
+            val uid = point.attributes[ResourceAttributes.HOST_ID]
+            val hostMetric = hostMetrics[uid]
+
+            if (hostMetric != null) {
+                block(hostMetric, point.value)
+            }
+        }
+    }
+
+    private fun mapDoubleSum(data: MetricData?, hostMetrics: MutableMap<String, HostMetrics>, block: (HostMetrics, Double) -> Unit) {
+        val points = data?.doubleSumData?.points ?: emptyList()
+        for (point in points) {
+            val uid = point.attributes[ResourceAttributes.HOST_ID]
             val hostMetric = hostMetrics[uid]
 
             if (hostMetric != null) {
@@ -137,35 +139,29 @@ public class ExperimentMetricExporter(
         }
     }
 
-    private fun reportProvisionerMetrics(metrics: Map<String, MetricData>) {
-        val submittedVms = metrics["servers.submitted"]?.longSumData?.points?.last()?.value?.toInt() ?: 0
-        val queuedVms = metrics["servers.waiting"]?.longSumData?.points?.last()?.value?.toInt() ?: 0
-        val unscheduledVms = metrics["servers.unscheduled"]?.longSumData?.points?.last()?.value?.toInt() ?: 0
-        val runningVms = metrics["servers.active"]?.longSumData?.points?.last()?.value?.toInt() ?: 0
-        val finishedVms = metrics["servers.finished"]?.longSumData?.points?.last()?.value?.toInt() ?: 0
-        val hosts = metrics["hosts.total"]?.longSumData?.points?.last()?.value?.toInt() ?: 0
-        val availableHosts = metrics["hosts.available"]?.longSumData?.points?.last()?.value?.toInt() ?: 0
+    private fun reportProvisionerMetrics(metrics: Collection<MetricData>) {
+        val res = extractComputeMetrics(metrics)
 
-        monitor.reportProvisionerMetrics(
+        monitor.reportServiceData(
             clock.millis(),
-            hosts,
-            availableHosts,
-            submittedVms,
-            runningVms,
-            finishedVms,
-            queuedVms,
-            unscheduledVms
+            res.hosts,
+            res.availableHosts,
+            res.submittedVms,
+            res.runningVms,
+            res.finishedVms,
+            res.queuedVms,
+            res.unscheduledVms
         )
     }
 
     private class HostMetrics {
-        var requestedBurst: Long = 0
-        var grantedBurst: Long = 0
-        var overcommissionedBurst: Long = 0
-        var interferedBurst: Long = 0
+        var totalWork: Double = 0.0
+        var grantedWork: Double = 0.0
+        var overcommittedWork: Double = 0.0
+        var interferedWork: Double = 0.0
         var cpuUsage: Double = 0.0
         var cpuDemand: Double = 0.0
-        var numberOfDeployedImages: Int = 0
+        var instanceCount: Int = 0
         var powerDraw: Double = 0.0
     }
 
diff --git a/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/monitor/ExperimentMonitor.kt b/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/monitor/ExperimentMonitor.kt
index 68631dee..9a4aec35 100644
--- a/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/monitor/ExperimentMonitor.kt
+++ b/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/monitor/ExperimentMonitor.kt
@@ -44,24 +44,23 @@ public interface ExperimentMonitor : AutoCloseable {
     /**
      * This method is invoked for a host for each slice that is finishes.
      */
-    public fun reportHostSlice(
+    public fun reportHostData(
         time: Long,
-        requestedBurst: Long,
-        grantedBurst: Long,
-        overcommissionedBurst: Long,
-        interferedBurst: Long,
+        totalWork: Double,
+        grantedWork: Double,
+        overcommittedWork: Double,
+        interferedWork: Double,
         cpuUsage: Double,
         cpuDemand: Double,
         powerDraw: Double,
-        numberOfDeployedImages: Int,
+        instanceCount: Int,
         host: Host
-    ) {
-    }
+    ) {}
 
     /**
-     * This method is invoked for a provisioner event.
+     * This method is invoked for reporting service data.
      */
-    public fun reportProvisionerMetrics(
+    public fun reportServiceData(
         time: Long,
         totalHostCount: Int,
         availableHostCount: Int,
diff --git a/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/monitor/ParquetExperimentMonitor.kt b/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/monitor/ParquetExperimentMonitor.kt
index bfdf5f3e..83351c41 100644
--- a/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/monitor/ParquetExperimentMonitor.kt
+++ b/opendc-experiments/opendc-experiments-capelin/src/main/kotlin/org/opendc/experiments/capelin/monitor/ParquetExperimentMonitor.kt
@@ -57,16 +57,16 @@ public class ParquetExperimentMonitor(base: File, partition: String, bufferSize:
         logger.debug { "Host ${host.uid} changed state $newState [$time]" }
     }
 
-    override fun reportHostSlice(
+    override fun reportHostData(
         time: Long,
-        requestedBurst: Long,
-        grantedBurst: Long,
-        overcommissionedBurst: Long,
-        interferedBurst: Long,
+        totalWork: Double,
+        grantedWork: Double,
+        overcommittedWork: Double,
+        interferedWork: Double,
         cpuUsage: Double,
         cpuDemand: Double,
         powerDraw: Double,
-        numberOfDeployedImages: Int,
+        instanceCount: Int,
         host: Host
     ) {
         hostWriter.write(
@@ -74,11 +74,11 @@ public class ParquetExperimentMonitor(base: File, partition: String, bufferSize:
                 time,
                 5 * 60 * 1000L,
                 host,
-                numberOfDeployedImages,
-                requestedBurst,
-                grantedBurst,
-                overcommissionedBurst,
-                interferedBurst,
+                instanceCount,
+                totalWork.toLong(),
+                grantedWork.toLong(),
+                overcommittedWork.toLong(),
+                interferedWork.toLong(),
                 cpuUsage,
                 cpuDemand,
                 powerDraw,
@@ -87,7 +87,7 @@ public class ParquetExperimentMonitor(base: File, partition: String, bufferSize:
         )
     }
 
-    override fun reportProvisionerMetrics(
+    override fun reportServiceData(
         time: Long,
         totalHostCount: Int,
         availableHostCount: Int,
diff --git a/opendc-experiments/opendc-experiments-capelin/src/test/kotlin/org/opendc/experiments/capelin/CapelinIntegrationTest.kt b/opendc-experiments/opendc-experiments-capelin/src/test/kotlin/org/opendc/experiments/capelin/CapelinIntegrationTest.kt
index a3300b71..8008c944 100644
--- a/opendc-experiments/opendc-experiments-capelin/src/test/kotlin/org/opendc/experiments/capelin/CapelinIntegrationTest.kt
+++ b/opendc-experiments/opendc-experiments-capelin/src/test/kotlin/org/opendc/experiments/capelin/CapelinIntegrationTest.kt
@@ -120,10 +120,10 @@ class CapelinIntegrationTest {
             { assertEquals(0, monitorResults.runningVms, "All VMs should finish after a run") },
             { assertEquals(0, monitorResults.unscheduledVms, "No VM should not be unscheduled") },
             { assertEquals(0, monitorResults.queuedVms, "No VM should not be in the queue") },
-            { assertEquals(219751355711, monitor.totalRequestedBurst) { "Incorrect requested burst" } },
-            { assertEquals(206351165081, monitor.totalGrantedBurst) { "Incorrect granted burst" } },
-            { assertEquals(1148906334, monitor.totalOvercommissionedBurst) { "Incorrect overcommitted burst" } },
-            { assertEquals(0, monitor.totalInterferedBurst) { "Incorrect interfered burst" } }
+            { assertEquals(220346369753, monitor.totalWork) { "Incorrect requested burst" } },
+            { assertEquals(206667809529, monitor.totalGrantedWork) { "Incorrect granted burst" } },
+            { assertEquals(1151611104, monitor.totalOvercommittedWork) { "Incorrect overcommitted burst" } },
+            { assertEquals(0, monitor.totalInterferedWork) { "Incorrect interfered burst" } }
         )
     }
 
@@ -160,10 +160,10 @@ class CapelinIntegrationTest {
 
         // Note that these values have been verified beforehand
         assertAll(
-            { assertEquals(37954956986, monitor.totalRequestedBurst) { "Total requested work incorrect" } },
-            { assertEquals(34840774250, monitor.totalGrantedBurst) { "Total granted work incorrect" } },
-            { assertEquals(971076806, monitor.totalOvercommissionedBurst) { "Total overcommitted work incorrect" } },
-            { assertEquals(0, monitor.totalInterferedBurst) { "Total interfered work incorrect" } }
+            { assertEquals(38051879552, monitor.totalWork) { "Total requested work incorrect" } },
+            { assertEquals(34888186408, monitor.totalGrantedWork) { "Total granted work incorrect" } },
+            { assertEquals(971668973, monitor.totalOvercommittedWork) { "Total overcommitted work incorrect" } },
+            { assertEquals(0, monitor.totalInterferedWork) { "Total interfered work incorrect" } }
         )
     }
 
@@ -204,10 +204,10 @@ class CapelinIntegrationTest {
 
         // Note that these values have been verified beforehand
         assertAll(
-            { assertEquals(37954956986, monitor.totalRequestedBurst) { "Total requested work incorrect" } },
-            { assertEquals(34840774250, monitor.totalGrantedBurst) { "Total granted work incorrect" } },
-            { assertEquals(971076806, monitor.totalOvercommissionedBurst) { "Total overcommitted work incorrect" } },
-            { assertEquals(13885404, monitor.totalInterferedBurst) { "Total interfered work incorrect" } }
+            { assertEquals(38051879552, monitor.totalWork) { "Total requested work incorrect" } },
+            { assertEquals(34888186408, monitor.totalGrantedWork) { "Total granted work incorrect" } },
+            { assertEquals(971668973, monitor.totalOvercommittedWork) { "Total overcommitted work incorrect" } },
+            { assertEquals(13910814, monitor.totalInterferedWork) { "Total interfered work incorrect" } }
         )
     }
 
@@ -256,10 +256,10 @@ class CapelinIntegrationTest {
 
         // Note that these values have been verified beforehand
         assertAll(
-            { assertEquals(25336984869, monitor.totalRequestedBurst) { "Total requested work incorrect" } },
-            { assertEquals(23668547517, monitor.totalGrantedBurst) { "Total granted work incorrect" } },
-            { assertEquals(368151656, monitor.totalOvercommissionedBurst) { "Total overcommitted work incorrect" } },
-            { assertEquals(0, monitor.totalInterferedBurst) { "Total interfered work incorrect" } }
+            { assertEquals(25412073109, monitor.totalWork) { "Total requested work incorrect" } },
+            { assertEquals(23695061858, monitor.totalGrantedWork) { "Total granted work incorrect" } },
+            { assertEquals(368502468, monitor.totalOvercommittedWork) { "Total overcommitted work incorrect" } },
+            { assertEquals(0, monitor.totalInterferedWork) { "Total interfered work incorrect" } }
         )
     }
 
@@ -283,27 +283,27 @@ class CapelinIntegrationTest {
     }
 
     class TestExperimentReporter : ExperimentMonitor {
-        var totalRequestedBurst = 0L
-        var totalGrantedBurst = 0L
-        var totalOvercommissionedBurst = 0L
-        var totalInterferedBurst = 0L
+        var totalWork = 0L
+        var totalGrantedWork = 0L
+        var totalOvercommittedWork = 0L
+        var totalInterferedWork = 0L
 
-        override fun reportHostSlice(
+        override fun reportHostData(
             time: Long,
-            requestedBurst: Long,
-            grantedBurst: Long,
-            overcommissionedBurst: Long,
-            interferedBurst: Long,
+            totalWork: Double,
+            grantedWork: Double,
+            overcommittedWork: Double,
+            interferedWork: Double,
             cpuUsage: Double,
             cpuDemand: Double,
             powerDraw: Double,
-            numberOfDeployedImages: Int,
+            instanceCount: Int,
             host: Host,
         ) {
-            totalRequestedBurst += requestedBurst
-            totalGrantedBurst += grantedBurst
-            totalOvercommissionedBurst += overcommissionedBurst
-            totalInterferedBurst += interferedBurst
+            this.totalWork += totalWork.toLong()
+            totalGrantedWork += grantedWork.toLong()
+            totalOvercommittedWork += overcommittedWork.toLong()
+            totalInterferedWork += interferedWork.toLong()
         }
 
         override fun close() {}
diff --git a/opendc-experiments/opendc-experiments-tf20/src/main/kotlin/org/opendc/experiments/tf20/core/SimTFDevice.kt b/opendc-experiments/opendc-experiments-tf20/src/main/kotlin/org/opendc/experiments/tf20/core/SimTFDevice.kt
index d8f92155..0873aac9 100644
--- a/opendc-experiments/opendc-experiments-tf20/src/main/kotlin/org/opendc/experiments/tf20/core/SimTFDevice.kt
+++ b/opendc-experiments/opendc-experiments-tf20/src/main/kotlin/org/opendc/experiments/tf20/core/SimTFDevice.kt
@@ -22,8 +22,9 @@
 
 package org.opendc.experiments.tf20.core
 
+import io.opentelemetry.api.common.AttributeKey
+import io.opentelemetry.api.common.Attributes
 import io.opentelemetry.api.metrics.Meter
-import io.opentelemetry.api.metrics.common.Labels
 import kotlinx.coroutines.*
 import org.opendc.simulator.compute.SimBareMetalMachine
 import org.opendc.simulator.compute.SimMachine
@@ -68,22 +69,27 @@ public class SimTFDevice(
     )
 
     /**
+     * The identifier of a device.
+     */
+    private val deviceId = AttributeKey.stringKey("device.id")
+
+    /**
      * The usage of the device.
      */
-    private val _usage = meter.doubleValueRecorderBuilder("device.usage")
+    private val _usage = meter.histogramBuilder("device.usage")
         .setDescription("The amount of device resources used")
         .setUnit("MHz")
         .build()
-        .bind(Labels.of("device", uid.toString()))
+        .bind(Attributes.of(deviceId, uid.toString()))
 
     /**
      * The power draw of the device.
      */
-    private val _power = meter.doubleValueRecorderBuilder("device.power")
+    private val _power = meter.histogramBuilder("device.power")
         .setDescription("The power draw of the device")
         .setUnit("W")
         .build()
-        .bind(Labels.of("device", uid.toString()))
+        .bind(Attributes.of(deviceId, uid.toString()))
 
     /**
      * The workload that will be run by the device.
diff --git a/opendc-faas/opendc-faas-service/src/main/kotlin/org/opendc/faas/service/FunctionObject.kt b/opendc-faas/opendc-faas-service/src/main/kotlin/org/opendc/faas/service/FunctionObject.kt
index 7c7621b8..a1cb1dbf 100644
--- a/opendc-faas/opendc-faas-service/src/main/kotlin/org/opendc/faas/service/FunctionObject.kt
+++ b/opendc-faas/opendc-faas-service/src/main/kotlin/org/opendc/faas/service/FunctionObject.kt
@@ -22,11 +22,12 @@
 
 package org.opendc.faas.service
 
+import io.opentelemetry.api.common.AttributeKey
+import io.opentelemetry.api.common.Attributes
 import io.opentelemetry.api.metrics.BoundLongCounter
+import io.opentelemetry.api.metrics.BoundLongHistogram
 import io.opentelemetry.api.metrics.BoundLongUpDownCounter
-import io.opentelemetry.api.metrics.BoundLongValueRecorder
 import io.opentelemetry.api.metrics.Meter
-import io.opentelemetry.api.metrics.common.Labels
 import org.opendc.faas.service.deployer.FunctionInstance
 import java.util.*
 
@@ -42,76 +43,83 @@ public class FunctionObject(
     meta: Map<String, Any>
 ) : AutoCloseable {
     /**
+     * The function identifier attached to the metrics.
+     */
+    private val functionId = AttributeKey.stringKey("function")
+
+    /**
      * The total amount of function invocations received by the function.
      */
-    public val invocations: BoundLongCounter = meter.longCounterBuilder("function.invocations.total")
+    public val invocations: BoundLongCounter = meter.counterBuilder("function.invocations.total")
         .setDescription("Number of function invocations")
         .setUnit("1")
         .build()
-        .bind(Labels.of("function", uid.toString()))
+        .bind(Attributes.of(functionId, uid.toString()))
 
     /**
      * The amount of function invocations that could be handled directly.
      */
-    public val timelyInvocations: BoundLongCounter = meter.longCounterBuilder("function.invocations.warm")
+    public val timelyInvocations: BoundLongCounter = meter.counterBuilder("function.invocations.warm")
         .setDescription("Number of function invocations handled directly")
         .setUnit("1")
         .build()
-        .bind(Labels.of("function", uid.toString()))
+        .bind(Attributes.of(functionId, uid.toString()))
 
     /**
      * The amount of function invocations that were delayed due to function deployment.
      */
-    public val delayedInvocations: BoundLongCounter = meter.longCounterBuilder("function.invocations.cold")
+    public val delayedInvocations: BoundLongCounter = meter.counterBuilder("function.invocations.cold")
         .setDescription("Number of function invocations that are delayed")
         .setUnit("1")
         .build()
-        .bind(Labels.of("function", uid.toString()))
+        .bind(Attributes.of(functionId, uid.toString()))
 
     /**
      * The amount of function invocations that failed.
      */
-    public val failedInvocations: BoundLongCounter = meter.longCounterBuilder("function.invocations.failed")
+    public val failedInvocations: BoundLongCounter = meter.counterBuilder("function.invocations.failed")
         .setDescription("Number of function invocations that failed")
         .setUnit("1")
         .build()
-        .bind(Labels.of("function", uid.toString()))
+        .bind(Attributes.of(functionId, uid.toString()))
 
     /**
      * The amount of instances for this function.
      */
-    public val activeInstances: BoundLongUpDownCounter = meter.longUpDownCounterBuilder("function.instances.active")
+    public val activeInstances: BoundLongUpDownCounter = meter.upDownCounterBuilder("function.instances.active")
         .setDescription("Number of active function instances")
         .setUnit("1")
         .build()
-        .bind(Labels.of("function", uid.toString()))
+        .bind(Attributes.of(functionId, uid.toString()))
 
     /**
      * The amount of idle instances for this function.
      */
-    public val idleInstances: BoundLongUpDownCounter = meter.longUpDownCounterBuilder("function.instances.idle")
+    public val idleInstances: BoundLongUpDownCounter = meter.upDownCounterBuilder("function.instances.idle")
         .setDescription("Number of idle function instances")
         .setUnit("1")
         .build()
-        .bind(Labels.of("function", uid.toString()))
+        .bind(Attributes.of(functionId, uid.toString()))
 
     /**
      * The time that the function waited.
      */
-    public val waitTime: BoundLongValueRecorder = meter.longValueRecorderBuilder("function.time.wait")
+    public val waitTime: BoundLongHistogram = meter.histogramBuilder("function.time.wait")
+        .ofLongs()
         .setDescription("Time the function has to wait before being started")
         .setUnit("ms")
         .build()
-        .bind(Labels.of("function", uid.toString()))
+        .bind(Attributes.of(functionId, uid.toString()))
 
     /**
      * The time that the function was running.
      */
-    public val activeTime: BoundLongValueRecorder = meter.longValueRecorderBuilder("function.time.active")
+    public val activeTime: BoundLongHistogram = meter.histogramBuilder("function.time.active")
+        .ofLongs()
         .setDescription("Time the function was running")
         .setUnit("ms")
         .build()
-        .bind(Labels.of("function", uid.toString()))
+        .bind(Attributes.of(functionId, uid.toString()))
 
     /**
      * The instances associated with this function.
diff --git a/opendc-faas/opendc-faas-service/src/main/kotlin/org/opendc/faas/service/internal/FaaSServiceImpl.kt b/opendc-faas/opendc-faas-service/src/main/kotlin/org/opendc/faas/service/internal/FaaSServiceImpl.kt
index b169436f..ccf9a5d9 100644
--- a/opendc-faas/opendc-faas-service/src/main/kotlin/org/opendc/faas/service/internal/FaaSServiceImpl.kt
+++ b/opendc-faas/opendc-faas-service/src/main/kotlin/org/opendc/faas/service/internal/FaaSServiceImpl.kt
@@ -93,7 +93,7 @@ internal class FaaSServiceImpl(
     /**
      * The total amount of function invocations received by the service.
      */
-    private val _invocations = meter.longCounterBuilder("service.invocations.total")
+    private val _invocations = meter.counterBuilder("service.invocations.total")
         .setDescription("Number of function invocations")
         .setUnit("1")
         .build()
@@ -101,7 +101,7 @@ internal class FaaSServiceImpl(
     /**
      * The amount of function invocations that could be handled directly.
      */
-    private val _timelyInvocations = meter.longCounterBuilder("service.invocations.warm")
+    private val _timelyInvocations = meter.counterBuilder("service.invocations.warm")
         .setDescription("Number of function invocations handled directly")
         .setUnit("1")
         .build()
@@ -109,7 +109,7 @@ internal class FaaSServiceImpl(
     /**
      * The amount of function invocations that were delayed due to function deployment.
      */
-    private val _delayedInvocations = meter.longCounterBuilder("service.invocations.cold")
+    private val _delayedInvocations = meter.counterBuilder("service.invocations.cold")
         .setDescription("Number of function invocations that are delayed")
         .setUnit("1")
         .build()
diff --git a/opendc-simulator/opendc-simulator-compute/src/main/kotlin/org/opendc/simulator/compute/kernel/SimAbstractHypervisor.kt b/opendc-simulator/opendc-simulator-compute/src/main/kotlin/org/opendc/simulator/compute/kernel/SimAbstractHypervisor.kt
index d287312f..6002270a 100644
--- a/opendc-simulator/opendc-simulator-compute/src/main/kotlin/org/opendc/simulator/compute/kernel/SimAbstractHypervisor.kt
+++ b/opendc-simulator/opendc-simulator-compute/src/main/kotlin/org/opendc/simulator/compute/kernel/SimAbstractHypervisor.kt
@@ -60,6 +60,12 @@ public abstract class SimAbstractHypervisor(
         get() = _vms
 
     /**
+     * The resource counters associated with the hypervisor.
+     */
+    public override val counters: SimResourceCounters
+        get() = switch.counters
+
+    /**
      * The scaling governors attached to the physical CPUs backing this hypervisor.
      */
     private val governors = mutableListOf<ScalingGovernor.Logic>()
diff --git a/opendc-simulator/opendc-simulator-compute/src/main/kotlin/org/opendc/simulator/compute/kernel/SimFairShareHypervisor.kt b/opendc-simulator/opendc-simulator-compute/src/main/kotlin/org/opendc/simulator/compute/kernel/SimFairShareHypervisor.kt
index c31b1f6b..3b44292d 100644
--- a/opendc-simulator/opendc-simulator-compute/src/main/kotlin/org/opendc/simulator/compute/kernel/SimFairShareHypervisor.kt
+++ b/opendc-simulator/opendc-simulator-compute/src/main/kotlin/org/opendc/simulator/compute/kernel/SimFairShareHypervisor.kt
@@ -77,10 +77,10 @@ public class SimFairShareHypervisor(
             if (timestamp > lastReport) {
                 listener.onSliceFinish(
                     this@SimFairShareHypervisor,
-                    (counters.demand - lastDemand).toLong(),
-                    (counters.actual - lastActual).toLong(),
-                    (counters.overcommit - lastOvercommit).toLong(),
-                    (counters.interference - lastInterference).toLong(),
+                    counters.demand - lastDemand,
+                    counters.actual - lastActual,
+                    counters.overcommit - lastOvercommit,
+                    counters.interference - lastInterference,
                     lastCpuUsage,
                     lastCpuDemand
                 )
diff --git a/opendc-simulator/opendc-simulator-compute/src/main/kotlin/org/opendc/simulator/compute/kernel/SimHypervisor.kt b/opendc-simulator/opendc-simulator-compute/src/main/kotlin/org/opendc/simulator/compute/kernel/SimHypervisor.kt
index e398ab36..af28c346 100644
--- a/opendc-simulator/opendc-simulator-compute/src/main/kotlin/org/opendc/simulator/compute/kernel/SimHypervisor.kt
+++ b/opendc-simulator/opendc-simulator-compute/src/main/kotlin/org/opendc/simulator/compute/kernel/SimHypervisor.kt
@@ -25,6 +25,7 @@ package org.opendc.simulator.compute.kernel
 import org.opendc.simulator.compute.SimMachine
 import org.opendc.simulator.compute.model.MachineModel
 import org.opendc.simulator.compute.workload.SimWorkload
+import org.opendc.simulator.resources.SimResourceCounters
 
 /**
  * A SimHypervisor facilitates the execution of multiple concurrent [SimWorkload]s, while acting as a single workload
@@ -37,6 +38,11 @@ public interface SimHypervisor : SimWorkload {
     public val vms: Set<SimMachine>
 
     /**
+     * The resource counters associated with the hypervisor.
+     */
+    public val counters: SimResourceCounters
+
+    /**
      * Determine whether the specified machine characterized by [model] can fit on this hypervisor at this moment.
      */
     public fun canFit(model: MachineModel): Boolean
@@ -58,10 +64,10 @@ public interface SimHypervisor : SimWorkload {
          */
         public fun onSliceFinish(
             hypervisor: SimHypervisor,
-            requestedWork: Long,
-            grantedWork: Long,
-            overcommittedWork: Long,
-            interferedWork: Long,
+            requestedWork: Double,
+            grantedWork: Double,
+            overcommittedWork: Double,
+            interferedWork: Double,
             cpuUsage: Double,
             cpuDemand: Double
         )
diff --git a/opendc-simulator/opendc-simulator-compute/src/test/kotlin/org/opendc/simulator/compute/kernel/SimHypervisorTest.kt b/opendc-simulator/opendc-simulator-compute/src/test/kotlin/org/opendc/simulator/compute/kernel/SimHypervisorTest.kt
index afc4c949..918271d1 100644
--- a/opendc-simulator/opendc-simulator-compute/src/test/kotlin/org/opendc/simulator/compute/kernel/SimHypervisorTest.kt
+++ b/opendc-simulator/opendc-simulator-compute/src/test/kotlin/org/opendc/simulator/compute/kernel/SimHypervisorTest.kt
@@ -68,16 +68,16 @@ internal class SimHypervisorTest {
     @Test
     fun testOvercommittedSingle() = runBlockingSimulation {
         val listener = object : SimHypervisor.Listener {
-            var totalRequestedWork = 0L
-            var totalGrantedWork = 0L
-            var totalOvercommittedWork = 0L
+            var totalRequestedWork = 0.0
+            var totalGrantedWork = 0.0
+            var totalOvercommittedWork = 0.0
 
             override fun onSliceFinish(
                 hypervisor: SimHypervisor,
-                requestedWork: Long,
-                grantedWork: Long,
-                overcommittedWork: Long,
-                interferedWork: Long,
+                requestedWork: Double,
+                grantedWork: Double,
+                overcommittedWork: Double,
+                interferedWork: Double,
                 cpuUsage: Double,
                 cpuDemand: Double
             ) {
@@ -117,9 +117,9 @@ internal class SimHypervisorTest {
         machine.close()
 
         assertAll(
-            { assertEquals(1113300, listener.totalRequestedWork, "Requested Burst does not match") },
-            { assertEquals(1023300, listener.totalGrantedWork, "Granted Burst does not match") },
-            { assertEquals(90000, listener.totalOvercommittedWork, "Overcommissioned Burst does not match") },
+            { assertEquals(1113300.0, listener.totalRequestedWork, "Requested Burst does not match") },
+            { assertEquals(1023300.0, listener.totalGrantedWork, "Granted Burst does not match") },
+            { assertEquals(90000.0, listener.totalOvercommittedWork, "Overcommissioned Burst does not match") },
             { assertEquals(listOf(0.0, 0.00875, 1.0, 0.0, 0.0571875, 0.0), res) { "VM usage is correct" } },
             { assertEquals(1200000, clock.millis()) { "Current time is correct" } }
         )
@@ -131,16 +131,16 @@ internal class SimHypervisorTest {
     @Test
     fun testOvercommittedDual() = runBlockingSimulation {
         val listener = object : SimHypervisor.Listener {
-            var totalRequestedWork = 0L
-            var totalGrantedWork = 0L
-            var totalOvercommittedWork = 0L
+            var totalRequestedWork = 0.0
+            var totalGrantedWork = 0.0
+            var totalOvercommittedWork = 0.0
 
             override fun onSliceFinish(
                 hypervisor: SimHypervisor,
-                requestedWork: Long,
-                grantedWork: Long,
-                overcommittedWork: Long,
-                interferedWork: Long,
+                requestedWork: Double,
+                grantedWork: Double,
+                overcommittedWork: Double,
+                interferedWork: Double,
                 cpuUsage: Double,
                 cpuDemand: Double
             ) {
@@ -196,9 +196,9 @@ internal class SimHypervisorTest {
         yield()
 
         assertAll(
-            { assertEquals(2073600, listener.totalRequestedWork, "Requested Burst does not match") },
-            { assertEquals(1053600, listener.totalGrantedWork, "Granted Burst does not match") },
-            { assertEquals(1020000, listener.totalOvercommittedWork, "Overcommissioned Burst does not match") },
+            { assertEquals(2073600.0, listener.totalRequestedWork, "Requested Burst does not match") },
+            { assertEquals(1053600.0, listener.totalGrantedWork, "Granted Burst does not match") },
+            { assertEquals(1020000.0, listener.totalOvercommittedWork, "Overcommissioned Burst does not match") },
             { assertEquals(1200000, clock.millis()) }
         )
     }
diff --git a/opendc-web/opendc-web-runner/src/main/kotlin/org/opendc/web/runner/WebExperimentMonitor.kt b/opendc-web/opendc-web-runner/src/main/kotlin/org/opendc/web/runner/WebExperimentMonitor.kt
index d4445810..82e2a334 100644
--- a/opendc-web/opendc-web-runner/src/main/kotlin/org/opendc/web/runner/WebExperimentMonitor.kt
+++ b/opendc-web/opendc-web-runner/src/main/kotlin/org/opendc/web/runner/WebExperimentMonitor.kt
@@ -43,16 +43,16 @@ public class WebExperimentMonitor : ExperimentMonitor {
         logger.debug { "Host ${host.uid} changed state $newState [$time]" }
     }
 
-    override fun reportHostSlice(
+    override fun reportHostData(
         time: Long,
-        requestedBurst: Long,
-        grantedBurst: Long,
-        overcommissionedBurst: Long,
-        interferedBurst: Long,
+        totalWork: Double,
+        grantedWork: Double,
+        overcommittedWork: Double,
+        interferedWork: Double,
         cpuUsage: Double,
         cpuDemand: Double,
         powerDraw: Double,
-        numberOfDeployedImages: Int,
+        instanceCount: Int,
         host: Host,
     ) {
         processHostEvent(
@@ -60,11 +60,11 @@ public class WebExperimentMonitor : ExperimentMonitor {
                 time,
                 5 * 60 * 1000L,
                 host,
-                numberOfDeployedImages,
-                requestedBurst,
-                grantedBurst,
-                overcommissionedBurst,
-                interferedBurst,
+                instanceCount,
+                totalWork.toLong(),
+                grantedWork.toLong(),
+                overcommittedWork.toLong(),
+                interferedWork.toLong(),
                 cpuUsage,
                 cpuDemand,
                 powerDraw,
@@ -120,7 +120,7 @@ public class WebExperimentMonitor : ExperimentMonitor {
 
     private var provisionerMetrics: AggregateProvisionerMetrics = AggregateProvisionerMetrics()
 
-    override fun reportProvisionerMetrics(
+    override fun reportServiceData(
         time: Long,
         totalHostCount: Int,
         availableHostCount: Int,
diff --git a/opendc-workflow/opendc-workflow-service/src/main/kotlin/org/opendc/workflow/service/internal/WorkflowServiceImpl.kt b/opendc-workflow/opendc-workflow-service/src/main/kotlin/org/opendc/workflow/service/internal/WorkflowServiceImpl.kt
index 32191b8f..5329143d 100644
--- a/opendc-workflow/opendc-workflow-service/src/main/kotlin/org/opendc/workflow/service/internal/WorkflowServiceImpl.kt
+++ b/opendc-workflow/opendc-workflow-service/src/main/kotlin/org/opendc/workflow/service/internal/WorkflowServiceImpl.kt
@@ -155,7 +155,7 @@ public class WorkflowServiceImpl(
     /**
      * The number of jobs that have been submitted to the service.
      */
-    private val submittedJobs = meter.longCounterBuilder("jobs.submitted")
+    private val submittedJobs = meter.counterBuilder("jobs.submitted")
         .setDescription("Number of submitted jobs")
         .setUnit("1")
         .build()
@@ -163,7 +163,7 @@ public class WorkflowServiceImpl(
     /**
      * The number of jobs that are running.
      */
-    private val runningJobs = meter.longUpDownCounterBuilder("jobs.active")
+    private val runningJobs = meter.upDownCounterBuilder("jobs.active")
         .setDescription("Number of jobs running")
         .setUnit("1")
         .build()
@@ -171,7 +171,7 @@ public class WorkflowServiceImpl(
     /**
      * The number of jobs that have finished running.
      */
-    private val finishedJobs = meter.longCounterBuilder("jobs.finished")
+    private val finishedJobs = meter.counterBuilder("jobs.finished")
         .setDescription("Number of jobs that finished running")
         .setUnit("1")
         .build()
@@ -179,7 +179,7 @@ public class WorkflowServiceImpl(
     /**
      * The number of tasks that have been submitted to the service.
      */
-    private val submittedTasks = meter.longCounterBuilder("tasks.submitted")
+    private val submittedTasks = meter.counterBuilder("tasks.submitted")
         .setDescription("Number of submitted tasks")
         .setUnit("1")
         .build()
@@ -187,7 +187,7 @@ public class WorkflowServiceImpl(
     /**
      * The number of jobs that are running.
      */
-    private val runningTasks = meter.longUpDownCounterBuilder("tasks.active")
+    private val runningTasks = meter.upDownCounterBuilder("tasks.active")
         .setDescription("Number of tasks running")
         .setUnit("1")
         .build()
@@ -195,7 +195,7 @@ public class WorkflowServiceImpl(
     /**
      * The number of jobs that have finished running.
      */
-    private val finishedTasks = meter.longCounterBuilder("tasks.finished")
+    private val finishedTasks = meter.counterBuilder("tasks.finished")
         .setDescription("Number of tasks that finished running")
         .setUnit("1")
         .build()