Help Center> IoT Device Access> Best Practices> Device Access> Testing MQTT Performance Using JMeter
Updated on 2024-04-29 GMT+08:00

Testing MQTT Performance Using JMeter

Scenarios

The number of global IoT device connections is increasing with the development of IoT technologies. The access and management of devices at scale pose great challenges to the network bandwidth, communications protocols, and platform architecture. It is important to test the platform performance during IoT architecture selection. This topic describes how to use JMeter to perform a performance pressure test on the MQTT access capability of the platform.

The test plan is described as follows:

Test scenario:

  • Simulate 10,000 concurrently online devices to verify the stability of platform persistent connections.
  • Simulate a scenario where devices initiate 100 message reporting requests per second to verify the message processing capability of the platform.

Test environment:

  • Test object: Huawei Cloud IoTDA SU2 (10,000 online devices and 100 TPS upstream and downstream messages)
  • Test executor: One JMeter executor. The specifications are as follows:
Table 1 Test executor

Instance Type

Flavor

Number of vCPUs

Memory

General computing S6

s6.xlarge.2

4 vCPUs

8 GiB

A single JMeter executor can simulate up to 50,000 online devices. To simulate more online devices, use Huawei Cloud CPTS and deploy multiple JMeter executors.

Prerequisites

  • You have registered a Huawei ID and enabled Huawei Cloud services. If you have not registered, click here to complete the registration.
  • You have subscribed to IoTDA. If not, access IoTDA and buy an SU2 unit (10,000 online devices and 100 TPS upstream and downstream messages).

Preparations

  • Install the Java running environment on the JMeter executor. Visit the Java website, and download and install the Java running environment.
  • Download and install JMeter 5.1.1 or later.
  • Download the mqtt-jmeter plug-in package and store it in the lib/ext directory of the JMeter installation directory.

Procedure

The process of using JMeter to perform an MQTT performance pressure test on the platform is as follows:

  1. Create an MQTT product.
  2. Register 10,000 devices in batch import mode.
  3. Import the test plan created for the IoT performance test.
  4. Initiate a platform performance pressure test based on service specifications.
  5. View the test result. Check whether the test result meets the expectation based on the monitoring metrics displayed on the IoT platform.

Creating a Product

  1. Log in to the console, choose Products in the navigation pane, and click Create Product on the left.
  2. Set the parameters as prompted and click OK.

    Table 2 Parameters

    Basic Information

    Resource Space

    The platform automatically allocates the created product to the default resource space. If you want to allocate the product to another resource space, select the resource space from the drop-down list. If a resource space does not exist, create one.

    Product Name

    Customize the value. The name can contain letters, numbers, underscores (_), and hyphens (-).

    Protocol

    Select MQTT.

    Data Type

    Select JSON.

    Industry

    Select the industry to which the product model belongs.

    Device Type

    If the product model preset on the platform is used, the device type is automatically matched.

    Advanced Settings

    Product ID

    Set a unique identifier for the product. If this parameter is specified, the platform uses the specified product ID. If this parameter is not specified, the platform allocates a product ID.

Registering a Batch of Devices

  1. Visit the IoTDA service page and click Access Console.
  2. In the navigation pane, choose Devices > All Devices, click the Batch Registration tab, and then click Batch Register.
  3. Download and fill in the batch device registration template based on the following table. You can download the sample file.

    Table 3 Parameters

    Parameter

    Description

    node_id

    Device identifier. Set this parameter in ascending order, for example, 10001, 10002, and 10003.

    product_id

    Product ID generated in Creating a Product.

    app_id

    Resource space. For details about how to obtain the resource space, see Resource Spaces.

    device_name

    Device name, which can be the same as the value of node_id.

    secret

    Device secret. You can hardcode a secret for the performance test.

  4. In the Batch Registration dialog box, click Select File to upload the prepared batch registration template, and click OK.
  5. Figure 1 Registering devices in batches

  6. After the batch registration is successful, save the device IDs and secrets.

Importing a Test Plan

  1. Download the JMeter test plan.
  2. Open JMeter and click Open to import the downloaded test plan.
  3. In the JMeter directory on the left, choose User Defined Variables. On the User Defined Variables page, configure the following parameters:

    Table 4 Parameters

    Parameter

    Description

    server

    MQTT server address. For details about how to obtain the value, see Obtaining Resources.

    port

    MQTT port number. Set this parameter to 8883.

    productId

    Product ID generated in Creating a Product.

    password

    MQTT connection password, which is the value of secret encrypted using the HMAC-SHA256 algorithm with the timestamp as the key. secret is the secret entered during batch device registration. You can use this tool to obtain the encrypted value.

    timeStamp

    Timestamp used for encrypting the password. The time format is YYYYMMDDHH.

    Figure 2 Example

Initiating a Pressure Test

  1. In the JMeter directory on the left, choose Thread Group, set Number of Threads to 10000. (A thread corresponds to an online device. 10000 indicates that 10,000 devices are online on the IoT platform.)

    Figure 3 Configuring devices

  2. In the JMeter directory on the left, choose Thread Group > Loop Controller > Publish Message > Delay between sampler. Set Thread Delay (in milliseconds) to 100000 (indicating that each device publishes a message every 100 seconds).

    Figure 4 Configuring devices

  3. Click the start icon on the JMeter toolbar to start the performance test.

    Figure 5 Performance test

  4. In the JMeter directory on the left, choose Summary Report. The throughputs of Connect and Publish Message are displayed. You can modify the values of Number of Threads and Thread Delay (in milliseconds) to adjust the throughputs.

    Figure 6 Performance test

  5. After the JMeter test plan is debugged, import the test plan to CodeArts PerfTest for distributed deployment to meet requirements of higher-level performance tests.

Viewing the Pressure Test Result

  1. Log in to the IoTDA console and choose O&M > Reports in the navigation pane to view statistical metrics of the platform.
    Figure 7 Viewing statistical reports
  2. For more reports, log in to the AOM console, choose Monitoring > Cloud Service Monitoring, and select IoT Device Access (IoTDA).
    Figure 8 Viewing metrics