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| <div class="section" id="writing-logs-to-elasticsearch"> |
| <span id="write-logs-elasticsearch"></span><h1>Writing Logs to Elasticsearch<a class="headerlink" href="#writing-logs-to-elasticsearch" title="Permalink to this headline">¶</a></h1> |
| <p>Airflow can be configured to read task logs from Elasticsearch and optionally write logs to stdout in standard or json format. These logs can later be collected and forwarded to the Elasticsearch cluster using tools like fluentd, logstash or others.</p> |
| <p>You can choose to have all task logs from workers output to the highest parent level process, instead of the standard file locations. This allows for some additional flexibility in container environments like Kubernetes, where container stdout is already being logged to the host nodes. From there a log shipping tool can be used to forward them along to Elasticsearch. To use this feature, set the <code class="docutils literal notranslate"><span class="pre">write_stdout</span></code> option in <code class="docutils literal notranslate"><span class="pre">airflow.cfg</span></code>. |
| You can also choose to have the logs output in a JSON format, using the <code class="docutils literal notranslate"><span class="pre">json_format</span></code> option. Airflow uses the standard Python logging module and JSON fields are directly extracted from the LogRecord object. To use this feature, set the <code class="docutils literal notranslate"><span class="pre">json_fields</span></code> option in <code class="docutils literal notranslate"><span class="pre">airflow.cfg</span></code>. Add the fields to the comma-delimited string that you want collected for the logs. These fields are from the LogRecord object in the <code class="docutils literal notranslate"><span class="pre">logging</span></code> module. <a class="reference external" href="https://docs.python.org/3/library/logging.html#logrecord-objects/">Documentation on different attributes can be found here</a>.</p> |
| <p>First, to use the handler, <code class="docutils literal notranslate"><span class="pre">airflow.cfg</span></code> must be configured as follows:</p> |
| <div class="highlight-ini notranslate"><div class="highlight"><pre><span></span><span class="k">[logging]</span> |
| <span class="c1"># Airflow can store logs remotely in AWS S3, Google Cloud Storage or Elastic Search.</span> |
| <span class="c1"># Users must supply an Airflow connection id that provides access to the storage</span> |
| <span class="c1"># location. If remote_logging is set to true, see UPDATING.md for additional</span> |
| <span class="c1"># configuration requirements.</span> |
| <span class="na">remote_logging</span> <span class="o">=</span> <span class="s">True</span> |
| |
| <span class="k">[elasticsearch]</span> |
| <span class="na">host</span> <span class="o">=</span> <span class="s"><host>:<port></span> |
| <span class="na">log_id_template</span> <span class="o">=</span> <span class="s">{{dag_id}}-{{task_id}}-{{execution_date}}-{{try_number}}</span> |
| <span class="na">end_of_log_mark</span> <span class="o">=</span> <span class="s">end_of_log</span> |
| <span class="na">write_stdout</span> <span class="o">=</span> |
| <span class="na">json_fields</span> <span class="o">=</span> |
| </pre></div> |
| </div> |
| <p>To output task logs to stdout in JSON format, the following config could be used:</p> |
| <div class="highlight-ini notranslate"><div class="highlight"><pre><span></span><span class="k">[logging]</span> |
| <span class="c1"># Airflow can store logs remotely in AWS S3, Google Cloud Storage or Elastic Search.</span> |
| <span class="c1"># Users must supply an Airflow connection id that provides access to the storage</span> |
| <span class="c1"># location. If remote_logging is set to true, see UPDATING.md for additional</span> |
| <span class="c1"># configuration requirements.</span> |
| <span class="na">remote_logging</span> <span class="o">=</span> <span class="s">True</span> |
| |
| <span class="k">[elasticsearch]</span> |
| <span class="na">host</span> <span class="o">=</span> <span class="s"><host>:<port></span> |
| <span class="na">log_id_template</span> <span class="o">=</span> <span class="s">{{dag_id}}-{{task_id}}-{{execution_date}}-{{try_number}}</span> |
| <span class="na">end_of_log_mark</span> <span class="o">=</span> <span class="s">end_of_log</span> |
| <span class="na">write_stdout</span> <span class="o">=</span> <span class="s">True</span> |
| <span class="na">json_format</span> <span class="o">=</span> <span class="s">True</span> |
| <span class="na">json_fields</span> <span class="o">=</span> <span class="s">asctime, filename, lineno, levelname, message</span> |
| </pre></div> |
| </div> |
| <div class="section" id="writing-logs-to-elasticsearch-over-tls"> |
| <span id="write-logs-elasticsearch-tls"></span><h2>Writing Logs to Elasticsearch over TLS<a class="headerlink" href="#writing-logs-to-elasticsearch-over-tls" title="Permalink to this headline">¶</a></h2> |
| <p>To add custom configurations to ElasticSearch (e.g. turning on <code class="docutils literal notranslate"><span class="pre">ssl_verify</span></code>, adding a custom self-signed |
| cert, etc.) use the <code class="docutils literal notranslate"><span class="pre">elasticsearch_configs</span></code> setting in your <code class="docutils literal notranslate"><span class="pre">airflow.cfg</span></code></p> |
| <div class="highlight-ini notranslate"><div class="highlight"><pre><span></span><span class="k">[logging]</span> |
| <span class="c1"># Airflow can store logs remotely in AWS S3, Google Cloud Storage or Elastic Search.</span> |
| <span class="c1"># Users must supply an Airflow connection id that provides access to the storage</span> |
| <span class="c1"># location. If remote_logging is set to true, see UPDATING.md for additional</span> |
| <span class="c1"># configuration requirements.</span> |
| <span class="na">remote_logging</span> <span class="o">=</span> <span class="s">True</span> |
| |
| <span class="k">[elasticsearch_configs]</span> |
| <span class="na">use_ssl</span><span class="o">=</span><span class="s">True</span> |
| <span class="na">verify_certs</span><span class="o">=</span><span class="s">True</span> |
| <span class="na">ca_certs</span><span class="o">=</span><span class="s">/path/to/CA_certs</span> |
| </pre></div> |
| </div> |
| </div> |
| <div class="section" id="elasticsearch-external-link"> |
| <span id="log-link-elasticsearch"></span><h2>Elasticsearch External Link<a class="headerlink" href="#elasticsearch-external-link" title="Permalink to this headline">¶</a></h2> |
| <p>A user can configure Airflow to show a link to an Elasticsearch log viewing system (e.g. Kibana).</p> |
| <p>To enable it, <code class="docutils literal notranslate"><span class="pre">airflow.cfg</span></code> must be configured as in the example below. Note the required <code class="docutils literal notranslate"><span class="pre">{log_id}</span></code> in the URL, when constructing the external link, Airflow replaces this parameter with the same <code class="docutils literal notranslate"><span class="pre">log_id_template</span></code> used for writing logs (see <a class="reference internal" href="#writing-logs-to-elasticsearch">Writing Logs to Elasticsearch</a>).</p> |
| <div class="highlight-ini notranslate"><div class="highlight"><pre><span></span><span class="k">[elasticsearch]</span> |
| <span class="c1"># Qualified URL for an elasticsearch frontend (like Kibana) with a template argument for log_id</span> |
| <span class="c1"># Code will construct log_id using the log_id template from the argument above.</span> |
| <span class="c1"># NOTE: The code will prefix the https:// automatically, don't include that here.</span> |
| <span class="na">frontend</span> <span class="o">=</span> <span class="s"><host_port>/{log_id}</span> |
| </pre></div> |
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