---
title: Metrics · Cloudflare Queues docs
description: Queues expose metrics which allow you to measure the queue backlog,
  consumer concurrency, and message operations.
lastUpdated: 2025-05-14T00:02:06.000Z
chatbotDeprioritize: false
source_url:
  html: https://developers.cloudflare.com/queues/observability/metrics/
  md: https://developers.cloudflare.com/queues/observability/metrics/index.md
---

Queues expose metrics which allow you to measure the queue backlog, consumer concurrency, and message operations.

The metrics displayed in the [Cloudflare dashboard](https://dash.cloudflare.com/) are queried from Cloudflare’s [GraphQL Analytics API](https://developers.cloudflare.com/analytics/graphql-api/). You can access the metrics [programmatically](#query-via-the-graphql-api) via GraphQL or HTTP client.

## Metrics

### Backlog

Queues export the below metrics within the `queuesBacklogAdaptiveGroups` dataset.

| Metric | GraphQL Field Name | Description |
| - | - | - |
| Backlog bytes | `bytes` | Average size of the backlog, in bytes |
| Backlog messages | `messages` | Average size of the backlog, in number of messages |

The `queuesBacklogAdaptiveGroups` dataset provides the following dimensions for filtering and grouping queries:

* `queueID` - ID of the queue
* `datetime` - Timestamp for when the message was sent
* `date` - Timestamp for when the message was sent, truncated to the start of a day
* `datetimeHour` - Timestamp for when the message was sent, truncated to the start of an hour
* `datetimeMinute` - Timestamp for when the message was sent, truncated to the start of a minute

### Consumer concurrency

Queues export the below metrics within the `queueConsumerMetricsAdaptiveGroups` dataset.

| Metric | GraphQL Field Name | Description |
| - | - | - |
| Avg. Consumer Concurrency | `concurrency` | Average number of concurrent consumers over the period |

The `queueConsumerMetricsAdaptiveGroups` dataset provides the following dimensions for filtering and grouping queries:

* `queueID` - ID of the queue
* `datetime` - Timestamp for the consumer metrics
* `date` - Timestamp for the consumer metrics, truncated to the start of a day
* `datetimeHour` - Timestamp for the consumer metrics, truncated to the start of an hour
* `datetimeMinute` - Timestamp for the consumer metrics, truncated to the start of a minute

### Message operations

Queues export the below metrics within the `queueMessageOperationsAdaptiveGroups` dataset.

| Metric | GraphQL Field Name | Description |
| - | - | - |
| Total billable operations | `billableOperations` | Sum of billable operations (writes, reads, and deletes) over the time period |
| Total Bytes | `bytes` | Sum of bytes read, written, and deleted from the queue |
| Lag | `lagTime` | Average lag time in milliseconds between when the message was written and the operation to consume the message. |
| Retries | `retryCount` | Average number of retries per message |
| Message Size | `messageSize` | Maximum message size over the specified period |

The `queueMessageOperationsAdaptiveGroups` dataset provides the following dimensions for filtering and grouping queries:

* `queueID` - ID of the queue
* `actionType` - The type of message operation. Can be `WriteMessage`, `ReadMessage` or `DeleteMessage`
* `consumerType` - The queue consumer type. Can be `worker` or `http`. Only applicable for `ReadMessage` and `DeleteMessage` action types
* `outcome` - The outcome of the mesage operation. Only applicable for `DeleteMessage` action types. Can be `success`, `dlq` or `fail`.
* `datetime` - Timestamp for the message operation
* `date` - Timestamp for the message operation, truncated to the start of a day
* `datetimeHour` - Timestamp for the message operation, truncated to the start of an hour
* `datetimeMinute` - Timestamp for the message operation, truncated to the start of a minute

## Example GraphQL Queries

### Get average queue backlog over time period

```graphql
query QueueBacklog(
  $accountTag: string!
  $queueId: string!
  $datetimeStart: Time!
  $datetimeEnd: Time!
) {
  viewer {
    accounts(filter: { accountTag: $accountTag }) {
      queueBacklogAdaptiveGroups(
        limit: 10000
        filter: {
          queueId: $queueId
          datetime_geq: $datetimeStart
          datetime_leq: $datetimeEnd
        }
      ) {
        avg {
          messages
          bytes
        }
      }
    }
  }
}
```

[Run in GraphQL API Explorer](https://graphql.cloudflare.com/explorer?query=I4VwpgTgngBAiucAhAhgYwNYBsD2BzACgCgYYASdNHEAOwBcAVFPALhgGc6IBLGvAQhLlQYcAEkAJm048+g0mQko6YOtwC2YAMp0UEOmwYaw88kpVrNAURpSYRzYICUMAN5CAbtzAB3SG6FSSmp6dgIAM24sFQg2Vxhg2kZmNgo0KiSmPBgAXxd3UkKYEWR0bHwAQSUABzUPMABxCGpqsMCimCwNbgMYAEYABiGB9qLI6Mg40Y6SsElU2clpovNVYwB9PDBgVNXLbV19ZcK9jaxt3eU161tjnOn845QPbIKOos12dmYwdmPSABGUBUf3epHu7whhSh9xyQA\&variables=N4IghgxhD2CuB2AXAKmA5iAXCAggYTwHkBVAOWQH0BJAERABoQBHWAUzaoBMsQAlAUQAKAGXz8KAdSrIAEtTqNOYRK0QBLALasAyojAAnRDwBMABmMBWALQBGG7YDsyGwDZMxt2YBaDEEpXqWvzw3Nhmlrb2Nk7Gxu6epj4AvkA)

### Get average consumer concurrency by hour

```graphql
query QueueConcurrencyByHour(
  $accountTag: string!
  $queueId: string!
  $datetimeStart: Time!
  $datetimeEnd: Time!
) {
  viewer {
    accounts(filter: { accountTag: $accountTag }) {
      queueConsumerMetricsAdaptiveGroups(
        limit: 10000
        filter: {
          queueId: $queueId
          datetime_geq: $datetimeStart
          datetime_leq: $datetimeEnd
        }
        orderBy: [datetimeHour_DESC]
      ) {
        avg {
          concurrency
        }
        dimensions {
          datetimeHour
        }
      }
    }
  }
}
```

[Run in GraphQL API Explorer](https://graphql.cloudflare.com/explorer?query=I4VwpgTgngBAiucBhA9gOwMYghMmoBCUAEitgBQBQMMAJAIYYZloAuAKvQOYBcMAzqwgBLNFwCE1OqDDgAkgBM+gkWMk1aC+qzCthAWzABlVvQis+7A2HV0tOvYYCiaJTCuHJAShgBvKQBuwmAA7pB+UjSMzCBs-OQAZsIANjoQfL4w0Swc3HwMTDmcXDAAvj7+NFUwMsjo-CCGEACyuiIY-ACCWgAOegFgAOIQZD3xkdUwyQbCFjAAjAAMy4sT1UmpkBlrk7Vgivl7ijvV9rrWAPpcYMD5Z47GpuYnVfeXyTd32ufOri+lLxQEAUkCIfAA2m9DKRsBcACJOIxIAC6OwqL3oARKlUm1WYmGwuHw-xeCmsaH4wnqEVxp2+DxhEBJuIB1VZZUopSAA\&variables=N4IghgxhD2CuB2AXAKmA5iAXCAggYTwHkBVAOWQH0BJAERABoQBHWAUzaoBMsQAlAUQAKAGXz8KAdSrIAEtTqNOYRK0QBLALasAyojAAnRDwBMABmMBWALQBGG7YDsyGwDZMxt2YBaDEEpXqWvzw3Nhmlrb2Nk7Gxu6epj4AvkA)

### Get message operations by minute

```graphql
query QueueMessageOperationsByMinute(
  $accountTag: string!
  $queueId: string!
  $datetimeStart: Date!
  $datetimeEnd: Date!
) {
  viewer {
    accounts(filter: { accountTag: $accountTag }) {
      queueMessageOperationsAdaptiveGroups(
        limit: 10000
        filter: {
          queueId: $queueId
          datetime_geq: $datetimeStart
          datetime_leq: $datetimeEnd
        }
        orderBy: [datetimeMinute_DESC]
      ) {
        count
        sum {
          bytes
        }
        dimensions {
          datetimeMinute
        }
      }
    }
  }
}
```

[Run in GraphQL API Explorer](https://graphql.cloudflare.com/explorer?query=I4VwpgTgngBAiucBZMBnVBDA5mA8gB0gwBcBLAewDtUAhKJUykYsACgCgYYASDAYz7kQlYgBVsALhipiERlgCEnHqDDgAkgBMpMuZUXLumkmDIBbMAGViGCMSkARE0q5GT5sAFFK2mE5ZKAJQwAN7KAG6kYADukKHKXPyCwsSorABmpAA2LBBSITBJQiLiWFK8AsVi2DAAvsFhXE0wqshomDgERGRUqACCxvhk4WAA4hBC+GkJzTBZpGak9jAAjAAMG2szzZk5kPnbs61gWuXHWofNxiweAPo4wOXXpgtWNnaXTc93WWCPPN9Xt5NJ9ap9yBBNJA6FIANqAiwMJgsW4OTyWADCAF1Dg1PskRJ9UCAzPFZrMAEZQFioUGfTSvagUahk8lfdyvJHMMB08lg5r8ursWpAA\&variables=N4IghgxhD2CuB2AXAKmA5iAXCAggYTwHkBVAOWQH0BJAERABoQBHWAUzaoBMsQAlAUQAKAGXz8KAdSrIAEtTqNOYRK0QBLALasAyojAAnRDwBMABmMBWALQBGG7YBsDEEpXqt-eN2xnLt+zYA7CAAvkA)
