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A fully featured APM for django using django

Project description

django-apm

A fully featured APM for django using django.

Features:

  • Know each view is getting more requests/errors;
  • Keep track of response times;
  • Registers errors and notify you/your team on slack/discord with the exception, traceback and logs;
  • Keep track of requests headers/query and payloads (on errors), making it easy to reproduce them in a separate environment.
  • Notify your team using celery if desired;

Notifications example: On slack: On discord:

Installation

Install the package using your favorite packaging tool: pip / poetry / pdm, etc.

  1. Add djapm.apm.apps.ApmConfig to INSTALLED_APPS in your django settings. Make sure to add it before django.contrib.admin. Otherwise, the dashboard link will not show up in Django admin. If you're going to use the apm_api_view: Don't forget to add rest_framework to your INSTALLED_APPS. It also requires the django.contrib.sites app installed. It must come before the django.contrib.admin for the dashboard link show up.

  2. Adding the middlewares

    • Adding the ApmMetricsMiddleware middleware (optional). If you want to track the requests timing, add the djapm.apm.middlewares.ApmMetricsMiddleware to MIDDLEWARE in your django settings. Note that this will store into your database all requests that use the decorator apm_api_view (This decorator is explained later), no cleanup is done. Is up to you to clean the registers periodically if desired. It's better to keep this middleware the closest to the top of your MIDDLEWARE as possible , this way the ellapsed time is closer to the reality.

    • Adding the ErrorTraceMiddleware (optional). If you want to track errors and receive notifications, add the djapm.apm.middlewares.ErrorTraceMiddleware to MIDDLEWARE in your django settings. We recommend that you keep this middleware closest to the bottom of your MIDDLEWARE as possible. This middleware will notify any exception raised on your view to all integrations added (the setup is explained later).

  3. Including the URLs

    djapm comes with a dashboard that's accessible through the django-admin. It only allows superusers to view it. To enable the dashboard include the following in your root urls.py file:

    from django.urls import include
    
    urlpatterns = [
      # Your other patterns...
      path("apm/", include("djapm.apm.urls")),
    ]
    

    Now go to the admin, you should be able to see the dashboard link.

    The dashboard shows the data collected from the middlewares. It uses chart.js to render the graphics. The data is get from the database via API. Example:

  4. Upgrading your views django-apm comes with 3 decorators: apm_api_view, apm_view and apm_admin_view. Also, it comes with two ClassBasedViews: ApmView and ApmAPIView. Also there's a ModelAdmin for tracking POST requests: ApmModelAdmin. Each of these adds some attributes to the request, they are:

    • id (str): A string UUID4;
    • logger (logging.Logger): A logger that you can use to log to the sdout and keep track of all logs emitted.
    • _log_handler (djapm.apm.log.ApmStreamHandler): We use this handler so we can capture all logs emitted by your view; Do not use this directly.
    • _json (Any): An alias to rest_framework.Request.data we store this because it's only available at the view, and if not stored, we wouldn't be able to track the payload in the middleware.

    If you enabled the ApmMetricsMiddleware, this request and response will be saved to the database. If you enabled the ErrorTraceMiddleware any errors uncaught raised by your view will be notified to you. This does not includes the rest_framework.serializers.ValidationError, since rest_framework itself already handles this exception.

    So, let's get started with each decorator:

    • apm_api_view: This decorator is an extension of therest*framework.decorators.api_view decorator, so you don't need to wrap your view with therest_framework decorator.

      Example api view:

      from djapm.apm.decorators import apm_api_view
      from djapm.apm.types import ApmRequest
      
      @apm_api_view(["GET"])
      def your_view(request: ApmRequest, **kwargs):
           logger = request.logger
           req_id = request.id
           ...
      

      What's changed from the rest_framework function-based view: The request parameter is now of the type ApmRequest, it inherits from rest_framework.request.Request so you still have access to all it's attributes. You receive a logger and a id that you can use. The logger was created just before your view using a default, if you need to use a different logger you can pass the logger name in the decorator.

    • apm_view: Add this decorator to all your django regular function-based view's that you want to keep track of.

      Example django view:

      from djapm.apm.decorators import apm_view
      from djapm.apm.types import PatchedHttpRequest
      
      @apm_view()
      def your_django_regular_view(request: PatchedHttpRequest, **kwargs):
          ...
      
    • apm_admin_view: Add this decorator to all your django regular admin view's that you want to keep track of.

      Example django admin view:

      from django.contrib import admin
      from djapm.apm.decorators import apm_admin_view
      from djapm.apm.types import PatchedHttpRequest
      
      class YourAdmin(admin.ModelAdmin):
          @apm_admin_view()
          def your_custom_admin_view(self, request: PatchedHttpRequest, **kwargs):
              ...
      
          # don't forget to override the `get_urls` the same way as when you did with your custom view.
      
    • The class-based-view (CBV) version:

      If you want to keep track of your CBVs. Inherit the ApmView for your regular django views, or the ApmAPIView for your DRF's API views. This way we can add the required attributes before your view gets called.

      Example django CBV view:

      from django.views.generic import CreateView # or any other view
      from djapm.apm.views import ApmView
      from djapm.apm.types import PatchedHttpRequest
      
      class YourCreateView(CreateView, ApmView):
          ...
          def post(self, request: PatchedHttpRequest, **kwargs):
              ...
      

      Example DRF CBV view:

      from djapm.apm.generics import ApmCreateAPIView  # or any other view
      from djapm.apm.types import ApmRequest
      
      
      class YourAPICreateView(ApmCreateAPIView):
          ...
          def create(self, request: ApmRequest, *args, **kwargs):
              ...
      
    • The Django Admin POST requests: If you want to keep track of your admin model Creations, inherit from ApmModelAdmin instead of the regular admin.ModelAdmin. Example:

      from django.contrib import admin
      from djapm.apm.admin import ApmModelAdmin
      from yourapp.models import AModel
      
      @admin.register(AModel)
      class YourModelAdmin(ApmModelAdmin):
        ...
      
  5. Running the migrations:

    Since we rely on the database, you must migrate your database: python manage.py migrate. This will create these models:

    • ApiRequest - Keep tracks of requests, including headers, query parameters;
    • ApiResponse - Keep tracks of responses, including status_code, ellapsed time.
    • ErrorTrace - Keep tracks of errors on your views.
    • RequestLog - Keep track of all logs that were logged from the request.logger;
    • Integration - Keep track of all your integrations;
    • NotificationReceiver - Keep track of all notifications receivers of an integration.
  6. Create an Integration Now go to the admin, you should now see the models registered there. Go to integrations and create at least one integration. Current supported integrations:

    • Slack; Uses the Slack App key to send messages through to it's API. Here's a guide on how to create your app and get the key. Scopes required: channels:read, chat:write. After you get this configured. Install the slack app into the workspace that should send messages. Later, allow/invite the bot to a conversation/channel. When creating the Integration on the admin, the slack integration supports both the name and id of a channel conversation. The name of the channel is the visible name that appear on slack, note that using the name will require that we fetch the id on the slack api. The id of the channel can be retrieved on Slack. Click with the mouse's right button and click on Copy -> Copy Link, the id is the last part of the URL. The same applies for a user.

    • Discord; Uses a Discord Bot account to send messages through it's API. Here's a guide on how to create your Bot account. Required scopes: guilds, SEND_MESSAGES. When creating the Integration on the admin, the discord integration supports both the name and id of a channel conversation. The name of the channel is the visible name that appear on discord, note that using the name will require that we fetch the id on the discord api. So we need to: Get your Bot guilds, for each guild get it's channels and lookup for a channel with the exact name that was provided. The message is sent to the exact first channel found on any guild, so use a specific name. The id of the channel can be retrieved on Discord. Click with the mouse's right button and click on Copy Link, the id is the last part of the URL. The same applies for a user.

      That's it! You're setup to keep track of your Requests. Also, take a look into the source code example folder, that contains a django-project that uses the djapm package.

  7. Optional settings

    django-apm has a set of optional configurations, that can be set on your django settings module. Checkout them below:

    • APM_DEFAULT_LOGGER_NAME: The default logger name that will be used if None is supplied to the apm_view_decorator. Defaults to: apm_api_view;
    • APM_REQUEST_SAVE_HEADERS: Boolean that when set to True will save the request headers. Defaults to True;
    • APM_REQUEST_SAVE_QUERY_PARAMETERS: Boolean that when set to True will save the request query parameters as json. Defaults to True;
    • APM_REQUEST_SAVE_QUERY_STRING: Boolean that when set to True will save the request raw query string. Defaults to True;
    • APM_NOTIFY_USING_CELERY: Boolean that when set to True will dispatch a celery task when notificating. Since the process of notificating Integration can take a long time, we suggest you to set this to True. Defaults to False.
    • APM_NOTIFY_ON_DEBUG_TRUE: Boolean that when set to True will notify errors even when DEBUG=True. Defaults to False.
    • APM_USE_DATABASE: String representing a key to the DATABASES django setting. Defaults to the django-default "default". Useful for changing which database apm will use to store it's data.

Storage considerations

Since djapm uses the database to register, get metrics, this may lead to a lot of storage being used. djapm doesn't do cleanups, if you use celery-beat it may be useful to have a scheduled task to do the cleanup. Most of the data displayed on the dashboard is from the last 7 days.

You also may find useful to use a separate database for this metrics, errors. For that use the APM_USE_DATABASE setting.

Ellapsed time considerations

The ellapsed time displayed/registered is not precise from what your clients may be having. Since we only start keeping track of the time when the request first enters the ApmMetricsMiddleware.

Project Future

  • Include support for ViewSets.

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