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The metrics toolkit (formerly metrics accelerator/framework) is a Mule application intended to collect, aggregate and load platform metrics into different visualization systems; providing out of the box integrations and visualization options, including useful dashboards and charts.

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Table of Contents

Metrics Toolkit

The metrics toolkit (formerly the metrics accelerator/framework) is a Mule application intended to collect, aggregate and load platform metrics into different visualization systems; providing out of the box integrations and visualization options, including useful dashboards and charts. In addition to the platform metrics, the toolkit also extends the capabilities to integrate with external applications like Jira, Confluence, Jenkins, Bitbucket and Splunk to gather SDLC metrics. This is an UNLICENSED software, please review the considerations. If you need assistance on extending this application, contact your MuleSoft Customer Success representative or MuleSoft Professional Services

Features

  • Compact Mule application (1 single application)
  • Provides more than 100 metrics from 3 complementary domains:
    • Platform Operational Metrics: collected and calculated automatically based on multiple products from Anypoint Platform: Exchange, Design Center, Runtime Manager, Access Management; covering metrics from applications deployed on-prem (Standalone), RTF and CloudHub.
    • Platform Benefits: require manual input to calculate final metrics, crossing information from the "Platform Operational" domain
    • External SDLC Metrics: collected and calculated automatically based on multiple external applications: Jira, Confluence, Jenkins, Bitbucket and Splunk;

Domains

Modes

  • Poller (Push mode)

    • Collects, transforms and loads metrics in a defined visualization system
    • Configurable - frequency (cron expression and timezone ) and status (enabled/disabled).
  • API to manage the asset:

    • API endpoint to obtain metrics on-demand (Pull mode)
    • API endpoint for triggering a specific loader to push data to a visualization system
    • API endpoint for loading platform benefits - manual input required

Loader options

  • CSV
  • JSON
  • Plain Log: in case you forward logs to external systems (e.g using Splunk forwarder)
  • Splunk: Including an out of the box dashboard with more than 100 charts
  • ELK: Including out of the box, basic, Kibana dashboards
  • Anypoint Monitoring: Requires Titanium subscription, dashboard is not provided
  • Embedded dashboard: Including an out of the box basic embedded dashboard accessed by running the application offering an UI with a number of metrics obtained
  • Tableau: including an out of the box dashboard with current consolidated platform metrics
  • MongoDB
  • SFDC: The Salesforce Loader will load data into Tableau CRM, formerly known as Einstein Analytics via the Salesforce Analytics connector. Dashboards are not provided, and it is assumed users are familiar with Tableau CRM, data recipes, and Analytics Studio.

NOTES:

  • some adjustments in Metrics Toolkit implementation may be required if the loader does not work as expected for your specific scenario.
  • By default, CSV loader output uses comma as the separator char. In order to change the CSV output format, modify the output options in loader-csv-build-structure.dwl and/or loader-csv-build-benefits-structure.dwl located under src/main/resources/dw/loader directory. For more information about CSV output formatting options, check MuleSoft's official documentation.

Available Metrics

Platform Metrics

Product Metric Dimensions -
Access Management Users Total BG
Access Management Active Users BG
Access Management Inactive Users BG
Access Management Active Users Last 60 days BG
Access Management Active Users Last 30 days BG
Access Management Environments Total BG
Access Management Environments Production Total BG
Access Management Environments Sandbox Total BG
Access Management API Client Applications Total BG
Design Center Assets Total BG
Design Center API Specs Total BG
Design Center Fragments Total BG
Design Center Flow Designer Apps Total BG
Exchange Assets Total BG
Exchange API Specs Total BG
Exchange Mule 3 Connectors Total BG
Exchange SOAP APIs Total BG
Exchange Fragments Total BG
Exchange HTTP Proxies Total BG
Exchange Policies Total BG
Exchange Extensions Total BG
Exchange Custom Assets Total BG
Exchange Overall Satisfaction BG
Exchange API Fragments reuse BG
Exchange API Spec reuse BG
Exchange Extensions reuse BG
Exchange API Specs managed in API Manager reuse BG, Environment
Exchange Policies applied in API Manager reuse BG, Environment
API Manager API Specs Managed Total BG, Environment
API Manager API Instances Total BG, Environment
API Manager API Instances Active Total BG, Environment
API Manager API Instances Inactive Total BG, Environment
API Manager API Instances Versions Total BG, Environment
API Manager API Instances With Policies Total BG, Environment
API Manager API Instances Without Policies Total BG, Environment
API Manager API Instances With Security Policies Total BG, Environment
API Manager API Instances Without Security Policies Total BG, Environment
API Manager API Instances With Contracts Total BG, Environment
API Manager API Instances Without Contracts Total BG, Environment
API Manager API Instances With More Than One Consumer Total BG, Environment
API Manager API Instances With One or More Consumers Total BG, Environment
API Manager API Contracts Total BG, Environment
API Manager Policies Used BG, Environment
API Manager Policies Used Total BG, Environment
API Manager Automated Policies Used BG, Environment
API Manager Automated Policies Used Total BG, Environment
API Analytics Transactions Last 30 days Total BG, Environment
RuntimeManager - CloudHub - Networking VPCs Total BG
RuntimeManager - CloudHub - Networking VPCs Available Total BG
RuntimeManager - CloudHub - Networking VPCs Used Total BG
RuntimeManager - CloudHub - Networking VPNs Total BG
RuntimeManager - CloudHub - Networking VPNs Available Total BG
RuntimeManager - CloudHub - Networking VPNs Used Total BG
RuntimeManager - CloudHub - Networking DLBs Total BG
RuntimeManager - CloudHub - Networking DLBs Available Total BG
RuntimeManager - CloudHub - Networking DLBs Used Total BG
RuntimeManager - CloudHub - Networking Static IPs Total BG
RuntimeManager - CloudHub - Networking Static IPs Available Total BG
RuntimeManager - CloudHub - Networking Static IPs Used Total BG
RuntimeManager - CloudHub - Applications vCores Total BG, Environment
RuntimeManager - CloudHub - Applications vCores Available Total BG, Environment
RuntimeManager - CloudHub - Applications vCores Used Total BG, Environment
RuntimeManager - CloudHub - Applications Applications Total BG, Environment
RuntimeManager - CloudHub - Applications Applications Started Total BG, Environment
RuntimeManager - CloudHub - Applications Applications Stopped Total BG, Environment
RuntimeManager - CloudHub - Applications Runtime Versions Used BG, Environment
RuntimeManager - CloudHub - Applications Runtime Versions Used Total BG, Environment
RuntimeManager - RTF - Capacity Fabrics Total BG
RuntimeManager - RTF - Capacity Workers Total BG
RuntimeManager - RTF - Capacity Controllers Total BG
RuntimeManager - RTF - Capacity Cores Allocated Total BG
RuntimeManager - RTF - Capacity Memory Allocated Total BG
RuntimeManager - RTF - Capacity Cores Allocated Per Fabric Average BG
RuntimeManager - RTF - Capacity Memory Allocated Per Fabric Average BG
RuntimeManager - RTF - Applications Cores Allocated Total BG, Environment
RuntimeManager - RTF - Applications Memory Allocated Total BG, Environment
RuntimeManager - RTF - Applications Applications Total BG, Environment
RuntimeManager - RTF - Applications Applications Started Total BG, Environment
RuntimeManager - RTF - Applications Applications Stopped Total BG, Environment
RuntimeManager - RTF - Applications Runtime Versions Used BG, Environment
RuntimeManager - RTF - Applications Runtime Versions Used Total BG, Environment
RuntimeManager - Standalone Mule Servers Total BG, Environment
RuntimeManager - Standalone Mule Clusters Total BG, Environment
RuntimeManager - Standalone Mule Server Groups Total BG, Environment
RuntimeManager - Standalone Mule Applications Total BG, Environment
RuntimeManager - Standalone Mule Applications Started Total BG, Environment
RuntimeManager - Standalone Mule Applications Stopped Total BG, Environment
RuntimeManager - Standalone Mule Runtime Versions BG, Environment
RuntimeManager - Standalone Mule Runtime Versions Total BG, Environment
MQ Queues total BG, Environment, Region
MQ FIFO Queues total BG, Environment, Region
MQ Queues In Flight Messages total BG, Environment, Region
MQ Queues Received Messages total BG, Environment, Region
MQ Queues Sent Messages total BG, Environment, Region
MQ Queues ACK Messages total BG, Environment, Region
MQ Exchanges total BG, Environment, Region
MQ Exchanges Published Messages total BG, Environment, Region
MQ Exchanges Delivered Messages total BG, Environment, Region
OSv2 ObjectStore V2 Request Count BG, Environment

Platform Benefits

These metrics require manual inputs

Name Dimensions
Developer Productivity BG
Platform Benefits BG
Savings From API Reuse BG
Savings From Maintenance Productivity BG
Savings From Reuse in Maintenance BG
Total Savings BG

SDLC Metrics

These metrics are optional and can be cherry picked as per your requirement

Name Metric
BitBucket Total Number of BitBucket Repositories
Confluence Total Number of Confluence pages
Confluence Total Number of Confluence pages created in the last 30 days
Confluence Total Number of Confluence pages updated in the last 30 days
Confluence Top Contributors in the last 30 days and associated number of pages created
Jenkins Total Number of Jenkins jobs
Jenkins Total Number of failed Jenkins jobs
Jenkins Total Number of successful Jenkins jobs
Jenkins Total Number of unexecuted Jenkins jobs
Jira Total Number of Jira stories in the backlog
Jira Total Number of Jira stories in the current sprint
Jira Jira stories categorized by type and associated count in the current sprint
Jira Jira stories categorized by status and associated count in the current sprint
Splunk Total Number of Splunk dashboards

Installation

Requirements

  • Mule Runtime 4.2.2 or above
  • All deployments models are supported: CloudHub, OnPrem hosted Runtimes, Runtime Fabric
  • Anypoint Platform credentials - Two options are supported:
    • Anypoint Platform user with the Organization Administrator role, and CloudHub Admin role (or specific permissions - see connected app section). Both roles should be provided in the Master and all Sub Orgs for which you wish to gather data. The CloudHub Admin role is environment specific - therefore should be granted for each environment in each business group.
    • A Connected App (client credentials) with the following scopes (make sure to include all Sub Orgs and all environments you want to collect data):
      • Design Center
        • Design Center Developer
      • Exchange
        • Exchange Viewer
      • Runtime Manager
        • Cloudhub Network Viewer
        • Read Alerts
        • Read Applications
        • Read Servers
      • Runtime Fabric
        • Manage Runtime Fabrics
      • API Manager
        • View APIs Configuration
        • View Contracts
        • View Policies
      • General
        • Profile
        • View Environment
        • View Organization
  • (Optional for SDLC metrics) Authorized user with API access to any of the applications: Jira, Confluence, Jenkins, Bitbucket and Splunk for which you want to gather data.

Steps

  1. Clone or download the project from GitHub git clone git@github.com:mulesoft-catalyst/metrics-toolkit.git

  2. Adjust the properties, run the project and test it - go to your browser and open http://localhost:8081/console/

  3. Use the postman collection provided (/postman) to understand the API. The postman collection contains the following requests:

  • Platform Metrics:

    • GET Platform Metrics: retrieves plaform metrics
    • POST Platform Metrics - Load - Splunk Strategy: used to load platform metrics to Splunk. For more information, see Splunk steps
    • POST Platform Metrics - Load - Tableau Strategy: used to load platform metrics to Tableau. For more information, see Tableau steps
    • POST Platform Metrics - Load - CSV Strategy: returns platform metrics in CSV format.
    • POST Platform Metrics - Load - JSON Strategy: returns business metrics in JSON format.
  • Business Metrics:

    • GET Benefits: retrieves business metrics showing the benefits of using the platform
    • POST Benefits - Load - Splunk Strategy: used to load business metrics to Splunk. For more information, see Splunk steps
    • POST Benefits - Load - JSON Strategy: returns business metrics in JSON format.
  1. If you want to run the application using the poller mode, you have to configure some properties

Properties configurations

  • Default configurations defined in /src/main/resources/properties/app-{env}.yaml:
  • Make sure to encrypt all sensitive data using the Secure Properties Module: https://docs.mulesoft.com/mule-runtime/4.2/secure-configuration-properties.
  • Default secure config file defined in /src/main/resources/properties/secure/app-{env}.yaml
  • Example mule.key used and configured as a Global Property under global.xml file
Name Description Default Value
http.port The port for exposing the metrics-toolkit API 8081
poller.enabled Property to enable or disable the poller to collect and load metrics in external systems false
poller.frequency.cron Defines the exact frequency (using cron-expressions) to trigger the execution: Recommended to collect metrics once a day 0 0 0 * * ? *
poller.frequency.timezone Defines the time zone in which the cron-expression will be efective GMT-3
aggregation.raw Flag to define the format of the final response False: Won’t provide the raw data but final metrics True: Will provide raw data to be aggregated outside this asset false
collectors Comma separated set of collectors that should be executed. Default value: all. Possible values available for all deployment models: core (Core Services) ap (Automated Policies) apc (API Clients) apm (API Manager) arm (Standalone Runtimes) dc (Design Center) ex (Exchange). The following collectors are not available for PCE: amq (Anypoint MQ) apma (API Manager Analytics) ch (Cloudhub) rtf (Runtime Fabric) osv2 (Object Store V2)
loader.strategy In the case of using the poller, this property defines the strategy for loading data in external systems, the options are: csv, json, logger, splunk, am, elk, tableau, mongodb logger
anypoint.platform.host Anypoint Platform Host. Change to eu1.anypoint.mulesoft.com if using the EU Control Plane or to a private host if using PCE anypoint.mulesoft.com
auth.mode Authentication mode. Valid options are: platform-credentials or connected-app-credentials platform-credentials
auth.username Anypoint Platform username. Used when auth.mode is platform-credentials
auth.password Anypoint Platform password. Used when auth.mode is platform-credentials
auth.clientId Anypoint Platform Connected App Client Id. Used when auth.mode is connected-app-credentials
auth.clientSecret Anypoint Platform Connected App Client Secret. Used when auth.mode is connected-app-credentials
auth.orgId Anypoint Platform master org Id
ignoreLists.organizations An array (comma-separated values) of Anypoint Platform sub-organizations id that will be ignored while retrieving metrics e.g "cdfa4e7d-47cd-n1h1-8f39-6a73fbb9ffcb, cdfa4e7d-47cd-n2h2-8f39-6a73fbb9ffcb"
ignoreLists.environments An array (comma-separated values) of Anypoint Platform environments id that will be ignored while retrieving metrics e.g "cdfa4e7d-47cd-n1h1-8f39-6a73fbb9ffcb, cdfa4e7d-47cd-n2h2-8f39-6a73fbb9ffcb"
api.securityPolicies A list of security policies IDs that are applied within the organisation. Should be updated to ensure accuracy of the APIs with/without security metrics client-id-enforcement,ip-allowlist,ip-blocklist,jwt-validation,ldap-authentication,openidconnect-access-token-enforcement,external-oauth2-access-token-enforcement,http-basic-authentication

SDLC metrics collectors properties configuration

Name Description Default Value
sdlc.confluence.enabled Property to enable or disable application to collect metrics from Confluence false
sdlc.confluence.host Confluence server host
sdlc.confluence.port Confluence server port
sdlc.confluence.path Context url of the Confluence REST API
sdlc.confluence.user Authorized Confluence user to access REST APIs
sdlc.confluence.token User token to access REST APIs
sdlc.bitbucket.enabled Property to enable or disable application to collect metrics from Bitbucket false
sdlc.bitbucket.host Bitbucket server host
sdlc.bitbucket.port Bitbucket server port
sdlc.bitbucket.path Context url of the Bitbucket REST API
sdlc.bitbucket.user Authorized Bitbucket user to access REST APIs
sdlc.bitbucket.token User token to access REST APIs
sdlc.jira.enabled Property to enable or disable application to collect metrics from Jira false
sdlc.jira.host Jira server host
sdlc.jira.port Jira server port
sdlc.jira.path Context url of the Jira REST API
sdlc.jira.backlogPath Context url of the Jira REST API to fetch stories from backlog
sdlc.jira.user Authorized Jira user to access REST APIs
sdlc.jira.token User token to access REST APIs
sdlc.jenkins.enabled Property to enable or disable application to collect metrics from Jenkins false
sdlc.jenkins.host Jenkins server host
sdlc.jenkins.port Jenkins server port
sdlc.jenkins.path Context url of the Jenkins REST API
sdlc.jenkins.user Authorized Jenkins user to access REST APIs
sdlc.jenkins.token User token to access REST APIs
sdlc.splunk.enabled Property to enable or disable application to collect metrics from Splunk false
sdlc.splunk.host Splunk server host
sdlc.splunk.port Splunk server port
sdlc.splunk.path Context url of the Splunk REST API
sdlc.splunk.user Authorized Splunk user to access REST APIs
sdlc.splunk.password Password to access REST APIs

NOTE: Please note that each external system collector should be self-contained, it means that all associated configuration must be part of the Mule configuration file itself and must not be externalized inside the global.xml

Postman Collection

A Postman collection which contains sample API requests is included under /postman/postman_collection.json. To import this, open Postman and click File > Import, and select the .json file. The collection contains documentation describing prerequisites and setup. Clicking the collection folder opens the documentation window. A number of Environment variables are needed. A template environment is also included under /postman/environment_template.json. To import into Postman, click Environemts > Import and select the .json file. Populate the variables with accurate values.

Splunk steps

  1. Create 2 indexes: metrics and platform_benefits (of type Events)
  2. In the Splunk instance configure an HTTP Event Collector (HEC) associated to these 2 indexes, format _json
  3. The token obtained will be used as part of the properties of the Mule application
  4. Create a new application
  5. Load the dashboards, simply copy the xmls provided under /dashboards/splunk to {SPLUNK_HOME}/etc/apps/{APP_NAME}/local/data/ui/views
  6. Restart the Splunk instance
  7. If you can't copy the dashboard xmls, you can use the UI to create them and using the "Source" option, you can copy & paste the content of the xmls provided

Follow official Splunk documentation: https://docs.splunk.com/Documentation/Splunk/

Properties specific for Splunk

Name Description Default Value
splunk.host HTTP Event Collector (HEC) host
splunk.port HEC port 8088
splunk.protocol HEC endpoint protocol: HTTPS or HTTP HTTP
splunk.token HEC token
splunk.source HEC source metrics-source
splunk.source.type Source Type _json (*)
splunk.index.metrics Index for storing Platform operational metrics metrics
splunk.index.benefits Index for storing Platform benefits platform_benefits

(*): Please note that by default, "Source Types" are created with a limit of 3000 characters. The Metrics Toolkit JSON event will likely exceed this limit. In order to solve that, you must increase this limit adding a new property "TRUNCATE" in the Advanced configuration of the specific Source Type. For example: TRUNCATE = 40000. Depending of the size of your organization, in terms of Business Groups, environments and number of applications and APIs in each environment, this value can be higher.

ELK steps

NOTE: Dashboards were created and tested with Kibana 7.6.2, adjustments may be necessary for other versions

  1. The toolkit will load data into the metrics and platformbenefits indexes. Once data is loaded create an index pattern on Kibana for these indexes
  2. Set the loader strategy to elk on the app-{env}.yaml file, along with the elk.user and elk.password parameters in the secure app-{env}.yaml file
  3. To load the dashboards, replace the <YOUR-INDEX-PATTERN-ID> occurrences on all of the dashboards provided under /dashboards/elk with your index pattern ID. The index pattern ID can be obtained on Kibana under Management>>Index Patterns
  4. Log into your Kibana instance, and on the Management>>Saved Objects menu, click on import for each dashboard. This will import all dashboards and visualizations

Follow official ELK documentation: https://www.elastic.co/guide/en/elasticsearch/reference/current/index.html https://www.elastic.co/guide/en/kibana/current/index.html

Properties specific for ELK

Name Description Default Value
elk.host Elasticsearch host
elk.port Elasticsearch port 9200
elk.protocol Elasticsearch protocol: HTTP HTTP
elk.user Elasticsearch username
elk.password Elasticsearch password
elk.index.metrics Index for storing Platform operational metrics metrics
elk.index.benefits Index for storing Platform benefits platformbenefits

Tableau steps

Tableau Dashboards use a JSON File Data Source, which is configured to load data from all JSON files present in a given directory, each JSON file representing a Platform Metrics snapshot.

Metrics Toolkit provides the following approaches to generated those files:

  • Using Tableau Strategy (poller or API): this option can only be used if Tableau Desktop can can access the filesystem where Metrics Toolkit is running (cannot be used for CloudHub or Runtime Fabric, since Tableau Desktop won't be able to access Mule Runtime local filesystem).
  • Using the Get Platform Metrics API operation (check GET Platform Metrics request provided in the Postman collection): suitable if Metrics Toolkit is running on CloudHub or Runtime Fabric, or if you don't have access to Mule Runtime local filesystem.

To learn more about Tableau, follow the official documentation: https://www.tableau.com/support/help

NOTES:

  • Tableau Dashboard Data Source will only use JSON files which has the following naming pattern: platform_metrics_agg_*.json
  • Tableau Dashboard Data Source will only be able to use JSON files containing aggregated data. Thus, Tableau won't be able to render dashboards if JSON files contain raw data (check Properties Configuration Section for futher details.

Generating JSON Files Using Poller or API Loader Tableau Strategy

When using the Tableau Strategy, Metrics Toolkit will create the JSON files in the directory defined by tableau.outputDir property (poller) or by loaderDetails.outputDir provided in the request (API).

Check POST Platform Metrics - Load - Tableau Strategy Postman collection request if using the API Loader.

IMPORTANT: Make sure aggregation.raw property (poller) or loaderDetails.rawData (API) is set to false

Generating JSON Files Using Get Platform Metrics API operation

  1. Use JSON loader strategy via API (check POST Platform Metrics - Load - JSON Strategy in the provided Postman collection)
  2. Save the response content as a JSON file in the directory of your choice. All files must be in the same directory and must respect the naming convention (platform_metrics_agg_yyyyMMddHHmmssSSS.json)

IMPORTANT: Make sure the query parameter raw is set to false

Visualizing Dashboards in Tableau Desktop

  1. Before opening a workbook in Tableau Desktop, make sure that you have at least one JSON file available.
  2. Make a copy of the desired workbook provided under /dashboards/tableau.
  3. After copying the workbook, open it in Tableau Desktop.
  4. When prompted, edit workbook connection. Select one of the available JSON files and click Ok.

Properties specific for Tableau

Name Description Default Value
tableau.outputDir Directory where JSON files will be written to.

File name pattern by workbook

Workbook File Name Pattern
current_consolidated platform_metrics_agg_*.json

Embedded Dashboard steps

  1. Enable the dashboard by changing the embedded.dashboard.enabled property to "true"
  2. Deploy & Run the application
  3. Use a web browser to access the applications base URL (e.g. if deployed locally, use http://localhost:8081)
  4. Use the "Login" page to enter your Anypoint platform username, password and organization ID
  5. Wait for the dashboard to run the metrics request and once done, navigate through the different metrics taken using the UI

SFDC Steps

Using the sfdc loader option, and initialising Salesforce Analytics Studio with an empty project, will allow you to quickly inject data into Tableau CRM Dashboards to visualise your Anypoint Platform Metrics in different ways. Tableau CRM can also be used as an historic data repository to allow the metrics data to be displayed against time for trend analysis (e.g. vCore growth, API count or transaction growth over time).

  1. Create a new application in Data Manager
  2. If using the poller functionality, configure the SFDC loader properties in the properties files. If using the API, format the request body with the required parameters
  3. Deploy and Run the metrics toolkit application, allowing the poller to execute, or performing an API request
  4. Validate the dataset is created in Data Manager
  5. Create a new data recipe, setting your new dataset as the source. Transform "value" from a dimension to a measure.
  6. (Optional) - Filter out the non-numeric value fields (API Manager Policies Used and CloudHub Runtime Versions Used) and store this in a new 'enum' dataset
  7. (Optional) - Create a 'historic' dataset. Add a step to your data recipe to append to this historic dataset More detailed steps can be found in the SFDC specific README.

Note: This is only a high level introduction and it is highly recommended that you become familiar with Tableau CRM through official documentation.

Properties specific for SFDC

Name Description Default Value
sfdc.appName Application name in Tableau CRM
sfdc.dataSetName Dataset name to be created/overwritten in Tableau CRM
sfdc.notificationEmail Email adress for notifications to be sent to
sfdc.sendNotification Occurances which should generate notifications. ENUM values are: ALWAYS,FAILURES,NEVER,WARNINGS NEVER
sfdc.username Salesforce username to use for authentication
sfdc.password Salesforce password
sfdc.securityToken Salesforce developer security token
sfdc.authUrl Specific Salesforce auth URL to be used if required

MONGODB steps

NOTE: Data was pushed and tested with Mongodb 4.4.1. Adjustments may be necessary for other versions.

  1. In MongoDB you will need to create a Database called matrixdb and a Collection called metrics.
  2. Set the loader strategy to mongodb on the app-{env}.yaml file, along with the mongodb.username and mongodb.password parameters in the secure app-{env}.yaml file
  3. Uncomment 2 sections from the pom.xml (dependencies and shared library)
  4. Rename the file src/main/mule/loaders/loader-mongodb.disabled to src/main/mule/loaders/loader-mongodb.xml

Properties specific for MONGODB

Name Description Default Value
mongodb.host MongoDB host
mongodb.port MongoDB port
mongodb.database Database name
mongodb.colleciton Collection Name
mongodb.username MongoDB user
mongodb.password MongoDB password

Considerations

  • This application can be deployed in any Mule Runtime (OnPrem, CloudHub, RTF)
  • The metrics collection will depend on the features available in each account; e.g if the account has the API Manager add-on, the toolkit will collect and aggregate the metrics related to API Manager, otherwise the values will appear as zeroes; if using PCE, there won't be information about API Analytics
  • In order to enable or disable specific collectors, you have to change the property "collectors" if using the poller or add a query parameter "collectors" if using the API, including a CSV string as explained in the properties section

Limitations

  • Access Management metrics:
    • Not supported on GovCloud
  • Exchange reuse metrics:
    • Not supported for Private Cloud Edition (PCE)
  • API Manager metrics:
    • API Manager metrics available only for accounts with the API Manager and Analytics add-on
  • Runtime Manager (CloudHub) application metrics:
    • CloudHub is not supported on Private Cloud Edition (PCE)
  • Runtime Manager (CloudHub) networking metrics - VPCs, VPNs, DLBs and static IPs usage:
    • Not supported when authenticating with Connected Apps
    • Not supported on GovCloud
  • Runtime Manager (RuntimeFabric) metrics:
    • Runtime Fabric is not supported on GovCloud
    • Runtime Fabric is not supported on Private Cloud Edition (PCE)
  • Runtime Manager (Standalone) metrics:
    • Runtime Manager (Standalone Runtimes) not supported on GovCloud
  • API Platform Client Applications metrics:
    • Not supported when authenticating with Connected Apps
    • Not supported on GovCloud
  • Analytics metrics:
    • Not supported on GovCloud
    • Not supported on Private Cloud Edition (PCE)
    • Not supported when authenticating with Connected Apps
  • Anypoint MQ metrics:
    • Not supported on Private Cloud Edition (PCE)
    • Not supported when authenticating with Connected Apps
    • Not supported on GovCloud
  • OSv2 metrics:
    • Not supported on Private Cloud Edition (PCE)
    • Not supported when authenticating with Connected Apps

Some Theory around the Toolkit

The toolkit is intended to cover the main areas to define and implement metrics using Mule.

Business Needs

There are several business needs around the definition of metrics. The principal goal is to provide visibility on 4 main areas: People/Teams, Projects, Processes and Technology. By having visibility on these areas, the involved stakeholders can make decisions, anticipate technical and non-technical needs and optimize time and resources

Data Sources

Any system containing raw data

Measurements

  1. Basic measurements:

Examples:

  • Number of projects
  • Number of incidents
  1. Complex/Composed measurements

Examples:

  • Average daily-TPS per application/project
  • vCores usage per application/project - monthly
  1. Indexes/KPIs

Examples:

  • Growth
  • Tendencies
  • Efficiency / Performance

Problem Space

How to link business needs, measurements and data sources?

Approach - Conceptual

  1. Event: Canonical object representing a metric, based on dimensions and facts

  2. Collectors: Processes to Collect raw data from different data sources

  3. Aggregators/Transformers: Transform (calculate, compose, enrich, build metric/event normalized/denormalized objects

  4. Loaders: Processes to send/load events into external storages/systems

  5. Visualization: Third party systems for showing charts and dashboards based on metrics-events (e.g Microstrategy, Tableau, Splunk dashboards, ELK, custom dashboards, BI software, etc)

Approach

Conceptual

High Level Approach

Detailed

Implementation Approach

Final Notes

Enjoy and provide feedback / contribute :)

Common Errors

Permission errors

  • All 403 errors, specifically, for the endpoint related to RTF deployments /hybrid/api/v2/ are permissions issues, be sure the user/connected-app has the right permissions (Runtime Manager and Runtime Fabric specifically): Requirements

About

The metrics toolkit (formerly metrics accelerator/framework) is a Mule application intended to collect, aggregate and load platform metrics into different visualization systems; providing out of the box integrations and visualization options, including useful dashboards and charts.

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