Incoming Byte Rate

The metric displays the mean rate of incoming bytes per second to each topic and each kafka broker at any given time.

Value will increase as the volume and frequency of messages being sent to the topic increases.

Use cases

How much data are all applications producing to my topic?

It could be useful to know how much data is being produced to the topic or to the broker. So you can estimate your space needs better.

To do so, please, refer to the Using aggregator or Using groupBy. This examples will help to build a request for topic or for each broker based on your needs.

Basic usage

Please refer to the example incoming byte rate provided in the API docs


This request is asking for incoming byte rate per second, averaged over the entire provided rate-size [5M] (default value) to topic payment-events-stream on environment dev for last 15 minutes with the step-size of 1 minute.

Basic Request
{
  "metric": "io.axual.stream/incoming_byte_rate",
  "stepSize": "PT1M",
  "timeWindow": "PT15M",
  "filter": {
    "type": "AND",
    "filters": [
      {
        "type": "FIELD",
        "field": "environment",
        "operation": "EQUALS",
        "value": "dev"
      },
      {
        "type": "FIELD",
        "field": "stream",
        "operation": "EQUALS",
        "value": "payment-events-stream"
      }
    ]
  }
}

The below part of sample response, represents the incoming byte rate to the topic on each kafka broker.

Basic Response
{
  "type": "UNGROUPED",
  "dataPoints": [
    {
      "timestamp": "2022-10-25T09:33:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:34:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:35:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:36:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:37:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:38:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:39:00",
      "value": 81.83703703703705,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:40:00",
      "value": 245.51111111111115,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:41:00",
      "value": 409.1851851851852,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:42:00",
      "value": 818.3703703703704,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:43:00",
      "value": 900.2074074074075,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:44:00",
      "value": 900.2074074074075,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:45:00",
      "value": 1063.8814814814814,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:46:00",
      "value": 1063.8814814814814,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:47:00",
      "value": 1063.8814814814814,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-2",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:33:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:34:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:35:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:36:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:37:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:38:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:39:00",
      "value": 81.83703703703705,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:40:00",
      "value": 245.51111111111115,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:41:00",
      "value": 327.3481481481482,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:42:00",
      "value": 327.3481481481482,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:43:00",
      "value": 572.8592592592593,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:44:00",
      "value": 491.0222222222223,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:45:00",
      "value": 736.5333333333333,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:46:00",
      "value": 818.3703703703704,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:47:00",
      "value": 736.5333333333333,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-1",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:33:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:34:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:35:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:36:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:37:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:38:00",
      "value": 0,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:39:00",
      "value": 81.83703703703705,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:40:00",
      "value": 491.0222222222223,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:41:00",
      "value": 818.3703703703704,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:42:00",
      "value": 1145.7185185185185,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:43:00",
      "value": 1473.0666666666666,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:44:00",
      "value": 1697.1666666666667,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:45:00",
      "value": 1227.5555555555557,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:46:00",
      "value": 1145.7185185185185,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:47:00",
      "value": 1227.5555555555557,
      "labels": {
        "axual_cluster": "jupiter",
        "pod": "jupiter-kafka-0",
        "topic": "axual-qa-dev-payment-events-stream"
      },
      "unit": "Bytes"
    }
  ]
}

This metric can be used to determine how much load is being generated by individual topics.

Advanced usage

Using aggregator

By adding aggregator to the request, the incoming byte rate of the topic will be aggregated over all kafka brokers.

For instance asking for the sum aggregation function, will result in the sum of incoming byte rate of the topic among all existing kafka brokers.

Request using sum aggregator
{
  "metric": "io.axual.stream/incoming_byte_rate",
  "rateSize": "PT1M",
  "stepSize": "PT1M",
  "timeWindow": "PT5M",
  "aggregator": "sum",
  "filter": {
    "type": "AND",
    "filters": [
      {
        "type": "FIELD",
        "field": "environment",
        "operation": "EQUALS",
        "value": "dev"
      },
      {
        "type": "FIELD",
        "field": "stream",
        "operation": "EQUALS",
        "value": "payment-events-stream"
      }
    ]
  }
}

The below response represents the incoming bytes rate of the topic on a Kafka cluster.

Response using sum aggregator
{
  "type": "UNGROUPED",
  "dataPoints": [
    {
      "timestamp": "2022-10-25T09:33:00",
      "value": 0,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:34:00",
      "value": 0,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:35:00",
      "value": 0,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:36:00",
      "value": 0,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:37:00",
      "value": 0,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:38:00",
      "value": 0,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:39:00",
      "value": 2209.6,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:40:00",
      "value": 3682.6666666666665,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:41:00",
      "value": 2209.6,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:42:00",
      "value": 2946.133333333333,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:43:00",
      "value": 2946.133333333333,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:44:00",
      "value": 3490.064884206783,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:45:00",
      "value": 3682.6666666666665,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:46:00",
      "value": 2946.133333333333,
      "labels": {},
      "unit": "Bytes"
    },
    {
      "timestamp": "2022-10-25T09:47:00",
      "value": 2946.133333333333,
      "labels": {},
      "unit": "Bytes"
    }
  ]
}

Using max instead of sum will result in maximum incoming rate to a single broker.

Using groupBy

If you want to get response grouped by some label - you can use groupBy

Request using groupBy
{
  "metric": "io.axual.stream/incoming_byte_rate",
  "rateSize": "PT1M",
  "stepSize": "PT1M",
  "timeWindow": "PT15M",
  "groupBy": ["pod"],
  "filter": {
    "type": "AND",
    "filters": [
      {
        "type": "FIELD",
        "field": "environment",
        "operation": "EQUALS",
        "value": "dev"
      },
      {
        "type": "FIELD",
        "field": "stream",
        "operation": "EQUALS",
        "value": "payment-events-stream"
      }
    ]
  }
}

The below response represents the rate in bytes of the partition on each Kafka broker (pod), with data grouped by pod.

Response using groupBy
{
  "type": "GROUPED",
  "groups": [
    {
      "labels": {
        "pod": "jupiter-kafka-0"
      },
      "dataPoints": [
        {
          "timestamp": "2022-10-25T09:33:00",
          "value": 0,
          "labels": {
            "axual_cluster": "jupiter",
            "pod": "jupiter-kafka-0",
            "topic": "axual-qa-dev-payment-events-stream"
          },
          "unit": "Bytes"
        },
        {
          "timestamp": "2022-10-25T09:34:00",
          "value": 0,
          "labels": {
            "axual_cluster": "jupiter",
            "pod": "jupiter-kafka-0",
            "topic": "axual-qa-dev-payment-events-stream"
          },
          "unit": "Bytes"
        },
        {
          "timestamp": "2022-10-25T09:35:00",
          "value": 0,
          "labels": {
            "axual_cluster": "jupiter",
            "pod": "jupiter-kafka-0",
            "topic": "axual-qa-dev-payment-events-stream"
          },
          "unit": "Bytes"
        },
        {
          "timestamp": "2022-10-25T09:36:00",
          "value": 0,
          "labels": {
            "axual_cluster": "jupiter",
            "pod": "jupiter-kafka-0",
            "topic": "axual-qa-dev-payment-events-stream"
          },
          "unit": "Bytes"
        },
        {
          "timestamp": "2022-10-25T09:37:00",
          "value": 0,
          "labels": {
            "axual_cluster": "jupiter",
            "pod": "jupiter-kafka-0",
            "topic": "axual-qa-dev-payment-events-stream"
          },
          "unit": "Bytes"
        },
        {
          "timestamp": "2022-10-25T09:38:00",
          "value": 0,
          "labels": {
            "axual_cluster": "jupiter",
            "pod": "jupiter-kafka-0",
            "topic": "axual-qa-dev-payment-events-stream"
          },
          "unit": "Bytes"
        },
        {
          "timestamp": "2022-10-25T09:39:00",
          "value": 736.5333333333333,
          "labels": {
            "axual_cluster": "jupiter",
            "pod": "jupiter-kafka-0",
            "topic": "axual-qa-dev-payment-events-stream"
          },
          "unit": "Bytes"
        },
        {
          "timestamp": "2022-10-25T09:40:00",
          "value": 3682.6666666666665,
          "labels": {
            "axual_cluster": "jupiter",
            "pod": "jupiter-kafka-0",
            "topic": "axual-qa-dev-payment-events-stream"
          },
          "unit": "Bytes"
        },
        {
          "timestamp": "2022-10-25T09:41:00",
          "value": 736.5333333333333,
          "labels": {
            "axual_cluster": "jupiter",
            "pod": "jupiter-kafka-0",
            "topic": "axual-qa-dev-payment-events-stream"
          },
          "unit": "Bytes"
        },
        {
          "timestamp": "2022-10-25T09:42:00",
          "value": 1473.0666666666666,
          "labels": {
            "axual_cluster": "jupiter",
            "pod": "jupiter-kafka-0",
            "topic": "axual-qa-dev-payment-events-stream"
          },
          "unit": "Bytes"
        },
        {
          "timestamp": "2022-10-25T09:43:00",
          "value": 1473.0666666666666,
          "labels": {
            "axual_cluster": "jupiter",
            "pod": "jupiter-kafka-0",
            "topic": "axual-qa-dev-payment-events-stream"
          },
          "unit": "Bytes"
        },
        {
          "timestamp": "2022-10-25T09:44:00",
          "value": 1280.3666666666666,
          "labels": {
            "axual_cluster": "jupiter",
            "pod": "jupiter-kafka-0",
            "topic": "axual-qa-dev-payment-events-stream"
          },
          "unit": "Bytes"
        },
        {
          "timestamp": "2022-10-25T09:45:00",
          "value": 736.5333333333333,
          "labels": {
            "axual_cluster": "jupiter",
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            "topic": "axual-qa-dev-payment-events-stream"
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