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Posted to notifications@skywalking.apache.org by gi...@apache.org on 2021/09/13 03:19:27 UTC

[skywalking-website] branch asf-site updated: deploy: 4ac9ddf4eafc3a0a357c6314576c15d63e24113b

This is an automated email from the ASF dual-hosted git repository.

github-bot pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/skywalking-website.git


The following commit(s) were added to refs/heads/asf-site by this push:
     new d79fe57  deploy: 4ac9ddf4eafc3a0a357c6314576c15d63e24113b
d79fe57 is described below

commit d79fe57b3b9b4a33b1ede647af1b0e08d9cd4452
Author: wu-sheng <wu...@users.noreply.github.com>
AuthorDate: Mon Sep 13 03:19:20 2021 +0000

    deploy: 4ac9ddf4eafc3a0a357c6314576c15d63e24113b
---
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@@ -241,7 +241,7 @@ At the moment of graduation in spring 2019, the project had 100 contributors. No
         
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         <li>
             <a href="/tags/profiling/" class="tag-link">Profiling</a>
+            <span class="count">2</span>
+        </li>
+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
             <span class="count">1</span>
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@@ -2932,6 +2937,10 @@ At the moment of graduation in spring 2019, the project had 100 contributors. No
 
 
 
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index b385a4d..fc288e4 100644
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@@ -354,6 +354,11 @@ try {
         
         <li>
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+            <span class="count">2</span>
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+        <li>
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@@ -292,7 +292,7 @@ Apdex Score  =  ------------------------------------------------------
         
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@@ -357,6 +357,11 @@ Apdex Score  =  ------------------------------------------------------
         
         <li>
             <a href="/tags/profiling/" class="tag-link">Profiling</a>
+            <span class="count">2</span>
+        </li>
+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
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         <li>
             <a href="/tags/profiling/" class="tag-link">Profiling</a>
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+        </li>
+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
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index cd2903f..11b1359 100644
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@@ -361,6 +361,11 @@ if (!doNotTrack) {
         
         <li>
             <a href="/tags/profiling/" class="tag-link">Profiling</a>
+            <span class="count">2</span>
+        </li>
+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
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         <li>
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+            <span class="count">2</span>
+        </li>
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+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
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         <li>
             <a href="/tags/profiling/" class="tag-link">Profiling</a>
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+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
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         <li>
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+        <li>
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         <li>
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+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
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@@ -296,6 +296,11 @@ if (!doNotTrack) {
         
         <li>
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+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
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         <li>
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             <a href="/tags/profiling/" class="tag-link">Profiling</a>
+            <span class="count">2</span>
+        </li>
+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
             <span class="count">1</span>
         </li>
         
@@ -2931,6 +2936,10 @@ Apache SkyWalking. This is a 1.5 hours presentation including the full landscape
 
 
 
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-<meta property="og:description" content="This post introduces how to propagate context between threads when using ThreadPoolExecutor, which SkyWalking agent should not enhance" />
+<title>SkyWalking Python Agent Supports Profiling Now | Apache SkyWalking</title><meta property="og:title" content="SkyWalking Python Agent Supports Profiling Now" />
+<meta property="og:description" content="This post introduces how to use profiling in SkyWalking Python Agent and the mechanism of profiling." />
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+<meta property="article:modified_time" content="2021-09-13T11:17:19+08:00" />
+<meta itemprop="name" content="SkyWalking Python Agent Supports Profiling Now">
+<meta itemprop="description" content="This post introduces how to use profiling in SkyWalking Python Agent and the mechanism of profiling.">
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+<meta name="twitter:description" content="This post introduces how to use profiling in SkyWalking Python Agent and the mechanism of profiling."/>
 
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@@ -66,7 +66,7 @@ if (!doNotTrack) {
 
 
 
-    <title>Apache SkyWalking: How to propagate context between threads when using ThreadPoolExecutor | Apache SkyWalking</title>
+    <title>SkyWalking Python Agent Supports Profiling Now | Apache SkyWalking</title>
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   <body class="td-page td-blog">
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@@ -178,81 +178,104 @@ if (!doNotTrack) {
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 <div class="td-content">
-	<h1>Apache SkyWalking: How to propagate context between threads when using ThreadPoolExecutor</h1>
-	<div class="lead">This post introduces how to propagate context between threads when using ThreadPoolExecutor, which SkyWalking agent should not enhance</div>
+	<h1>SkyWalking Python Agent Supports Profiling Now</h1>
+	<div class="lead">This post introduces how to use profiling in SkyWalking Python Agent and the mechanism of profiling.</div>
 	<div class="td-byline mb-4">
-		By <b>Binglong Li</b> |
-		<time datetime="2021-02-09" class="text-muted">Tuesday, February 09, 2021</time>
+		By <b><a href="http://github.com/HumbertZhang">Ke Zhang</a>, Committer; <a href="https://github.com/wu-sheng">Sheng Wu</a>, Tetrate.io, Apache SkyWalking Creator; <a href="https://github.com/kezhenxu94">Zhenxu Ke</a>, Tetrate.io.</b> |
+		<time datetime="2021-09-12" class="text-muted">Sunday, September 12, 2021</time>
 
 
 		
 		<p class="mt-1 tags-box">
 			<i class="fas fa-tags" aria-hidden="true"></i>Tags |
 			
-			<span> <a href="/tags/java">Java</a></span>
+			<span> <a href="/tags/profiling">Profiling</a></span>
 			
-			<span> <a href="/tags/agent">Agent</a></span>
+			<span> <a href="/tags/python">Python</a></span>
 			
-			<span> <a href="/tags/tracing">Tracing</a></span>
+			<span> <a href="/tags/agent">Agent</a></span>
 			
 		</p>
 		
 
 
 	</div>
-	<p>When using SkyWalking java agent, people usually propagate context easily. They even do not need to change the business
-code. However, it becomes harder when you want to propagate context between threads when using ThreadPoolExecutor.
-You can use the RunnableWrapper in the maven artifact org.apache.skywalking:apm-toolkit-trace. This way you must change
-your code. The developer manager usually don&rsquo;t like this because there may be lots of projects, or lots of runnable code.
-If they don&rsquo;t use SkyWalking some day, the code added will be superfluous and inelegant.</p>
-<p>Is there a way to propagate context without changing the business code? Yes.</p>
-<p>Skywalking java agent enhances a class by add a field and implement an interface. The ThreadPoolExecutor is a special
-class that is used widely. We even don&rsquo;t know when and where it is loaded. Most JVMs do not allow changes in the class
-file format for classes that have been loaded previously. So SkyWalking should not enhance the ThreadPoolExecutor successfully by retransforming when the ThreadPoolExecutor has been loaded.
-However, we can apply advice to the ThreadPoolExecutor#execute method and wrap the Runnable param using our
-own agent, then enhance the wrapper class by SkyWalking java agent. An advice do not change the layout of a class.</p>
-<p>Now we should decide how to do this. You can use the RunnableWrapper in the maven artifact
-org.apache.skywalking:apm-toolkit-trace to wrap the param, but you need to face another problem. This RunnableWrapper
-has a plugin whose active condition is checking if there is @TraceCrossThread. Agent core uses net.bytebuddy.pool.TypePool.Default.WithLazyResolution.LazyTypeDescription to find the annotations
-of a class. The LazyTypeDescription finds annotations by using a URLClassLoader with no urls if the classloader is
-null(bootstrap classloader). So it can not find the @TraceCrossThread class unless you change the LocationStrategy of
-SkyWalking java agent builder.</p>
-<p>In <a href="https://github.com/libinglong/skywalking-threadpool-agent">this project</a>, I write my own wrapper class,
-and simply add a plugin with a name match condition.
-Next, Let me show you how these two agents work together.</p>
-<ul>
-<li>
-<p>Move the plugin to the skywalking &ldquo;plugins&rdquo; directory.</p>
-<p><img src="plugin.png" alt="plugin"></p>
-<p><img src="sky-plugins.png" alt="plugins directory"></p>
-</li>
-<li>
-<p>Add this agent after the SkyWalking agent since the wrapper class should not be loaded before
-SkyWalking agent instrumentation have finished. For example,</p>
-<blockquote>
-<p>java -javaagent:/path/to/skywalking-agent.jar -javaagent:/path/to/skywalking-tool-agent-v1.0.0.jar &hellip;</p>
-</blockquote>
-<p><img src="agent.png" alt="agent.png"></p>
-</li>
-<li>
-<p>When our application runs</p>
-<ul>
-<li>SkyWalking java agent adds a transformer by parsing the plugin for enhancing the wrapper class in the tool agent.</li>
-<li>The tool agent loads the wrapper class into bootstrap classloader. This triggers the previous transformer.</li>
-<li>The tool agent applies an advice to the ThreadPoolExecutor class, wrapping the java.lang.Runnable param of &ldquo;execute&rdquo; method with the wrapper class.</li>
-<li>Now SkyWalking propagates the context with the wrapper class.</li>
-</ul>
-</li>
-</ul>
-<p>Enjoy tracing with ThreadPoolExecutor in SkyWalking!</p>
+	<p>The Java Agent of Apache SkyWalking has supported profiling since <a href="https://github.com/apache/skywalking/releases/tag/v7.0.0">v7.0.0</a>, and it enables users to troubleshoot the root cause of performance issues, and now we bring it into Python Agent.
+In this blog, we will show you how to use it, and we will introduce the mechanism of profiling.</p>
+<h3 id="how-to-use-profiling-in-python-agent">How to use profiling in Python Agent</h3>
+<p>This feature is released in Python Agent at v0.7.0. It is turned on by default, so you don&rsquo;t need any extra configuration to use it. You can find the environment variables about it <a href="https://github.com/apache/skywalking-python/blob/master/docs/en/setup/EnvVars.md#:~:text=SW_AGENT_PROFILE_ACTIVE">here</a>.</p>
+<p>Here are the demo codes of an intentional slow application.</p>
+<div class="highlight"><pre style="background-color:#fff;-moz-tab-size:4;-o-tab-size:4;tab-size:4"><code class="language-Python" data-lang="Python"><span style="color:#000;font-weight:bold">import</span> <span style="color:#555">time</span>
+
+<span style="color:#000;font-weight:bold">def</span> <span style="color:#900;font-weight:bold">method1</span>():
+    time<span style="color:#000;font-weight:bold">.</span>sleep(<span style="color:#099">0.02</span>)
+    <span style="color:#000;font-weight:bold">return</span> <span style="color:#d14">&#39;1&#39;</span>
+
+<span style="color:#000;font-weight:bold">def</span> <span style="color:#900;font-weight:bold">method2</span>():
+    time<span style="color:#000;font-weight:bold">.</span>sleep(<span style="color:#099">0.02</span>)
+    <span style="color:#000;font-weight:bold">return</span> method1()
+
+<span style="color:#000;font-weight:bold">def</span> <span style="color:#900;font-weight:bold">method3</span>():
+    time<span style="color:#000;font-weight:bold">.</span>sleep(<span style="color:#099">0.02</span>)
+    <span style="color:#000;font-weight:bold">return</span> method2()
+
+<span style="color:#000;font-weight:bold">if</span> __name__ <span style="color:#000;font-weight:bold">==</span> <span style="color:#d14">&#39;__main__&#39;</span>:
+    <span style="color:#000;font-weight:bold">import</span> <span style="color:#555">socketserver</span>
+    <span style="color:#000;font-weight:bold">from</span> <span style="color:#555">http.server</span> <span style="color:#000;font-weight:bold">import</span> BaseHTTPRequestHandler
+
+    <span style="color:#000;font-weight:bold">class</span> <span style="color:#458;font-weight:bold">SimpleHTTPRequestHandler</span>(BaseHTTPRequestHandler):
+
+        <span style="color:#000;font-weight:bold">def</span> <span style="color:#900;font-weight:bold">do_POST</span>(<span style="color:#999">self</span>):
+            method3()
+            time<span style="color:#000;font-weight:bold">.</span>sleep(<span style="color:#099">0.5</span>)
+            <span style="color:#999">self</span><span style="color:#000;font-weight:bold">.</span>send_response(<span style="color:#099">200</span>)
+            <span style="color:#999">self</span><span style="color:#000;font-weight:bold">.</span>send_header(<span style="color:#d14">&#39;Content-Type&#39;</span>, <span style="color:#d14">&#39;application/json&#39;</span>)
+            <span style="color:#999">self</span><span style="color:#000;font-weight:bold">.</span>end_headers()
+            <span style="color:#999">self</span><span style="color:#000;font-weight:bold">.</span>wfile<span style="color:#000;font-weight:bold">.</span>write(<span style="color:#d14">&#39;{&#34;song&#34;: &#34;Despacito&#34;, &#34;artist&#34;: &#34;Luis Fonsi&#34;}&#39;</span><span style="color:#000;font-weight:bold">.</span>encode(<span style="color:#d14">&#39;ascii&#39;</span>))
+
+    PORT <span style="color:#000;font-weight:bold">=</span> <span style="color:#099">19090</span>
+    Handler <span style="color:#000;font-weight:bold">=</span> SimpleHTTPRequestHandler
+
+    <span style="color:#000;font-weight:bold">with</span> socketserver<span style="color:#000;font-weight:bold">.</span>TCPServer((<span style="color:#d14">&#34;&#34;</span>, PORT), Handler) <span style="color:#000;font-weight:bold">as</span> httpd:
+        httpd<span style="color:#000;font-weight:bold">.</span>serve_forever()
+</code></pre></div><p>We can start it with SkyWalking Python Agent CLI without changing any application code now, which is also the latest feature of v0.7.0.  We just need to add <code>sw-python run</code> before our start command(i.e. <code>sw-python run python3 main.py</code>), to start the application with python agent attached. More information about sw-python can be found <a href="https://github.com/apache/skywalking-python/blob/master/docs/en/setup/CLI.md">there</a>.</p>
+<p>Then, we should add a new profile task for the <code>/</code> endpoint from the SkyWalking UI, as shown below.</p>
+<p><img src="profiling-create.png" alt="profiling-create"></p>
+<p>We can access it by <code>curl -X POST http://localhost:19090/</code>, after that, we can view the result of this profile task on the SkyWalking UI.</p>
+<p><img src="profiling-result.png" alt="profiling-result"></p>
+<h3 id="the-mechanism-of-profiling">The mechanism of profiling</h3>
+<p>When a request lands on an application with the profile function enabled, the agent begins the profiling automatically if the request’s URI is as required by the profiling task. A new thread is spawned to fetch the thread dump periodically until the end of request.</p>
+<p>The agent sends these thread dumps, called <code>ThreadSnapshot</code>, to SkyWalking OAPServer, and the OAPServer analyzes those <code>ThreadSnapshot(s)</code> and gets the final result. It will take a method invocation with the same stack depth and code signature as the same operation, and estimate the execution time of each method from this.</p>
+<p>Let&rsquo;s demonstrate how this analysis works through the following example. Suppose we have such a program below and we profile it at 10ms intervals.</p>
+<div class="highlight"><pre style="background-color:#fff;-moz-tab-size:4;-o-tab-size:4;tab-size:4"><code class="language-Python" data-lang="Python"><span style="color:#000;font-weight:bold">def</span> <span style="color:#900;font-weight:bold">main</span>():
+    methodA()
+
+<span style="color:#000;font-weight:bold">def</span> <span style="color:#900;font-weight:bold">methodA</span>():
+    methodB()
+
+<span style="color:#000;font-weight:bold">def</span> <span style="color:#900;font-weight:bold">methodB</span>():
+    methodC()
+    methodD()
+
+<span style="color:#000;font-weight:bold">def</span> <span style="color:#900;font-weight:bold">methodC</span>():
+    time<span style="color:#000;font-weight:bold">.</span>sleep(<span style="color:#099">0.04</span>)
+
+<span style="color:#000;font-weight:bold">def</span> <span style="color:#900;font-weight:bold">methodD</span>():
+    time<span style="color:#000;font-weight:bold">.</span>sleep(<span style="color:#099">0.06</span>)
+</code></pre></div><p>The agent collects a total of 10 <code>ThreadSnapShot(s)</code> over the entire time period(Diagram A). The first 4 snapshots represent the thread dumps during the execution of function C, and the last 6 snapshots represent the thread dumps during the execution of function D.  After the analysis of OAPServer, we can see the result of this profile task on the SkyWalking Rocketbot UI as shown in the right of the diagram. With this result, we can clearly see the functi [...]
+<p><img src="Diagram_A.png" alt="Diagram A"></p>
+<center>Diagram A</center>
+<br>
+<p>You can read more details of profiling theory from this <a href="https://skywalking.apache.org/blog/2020-04-13-apache-skywalking-profiling/">blog</a>.</p>
+<p>We hope you enjoy the profile in the Python Agent, and if so, you can give us a star on <a href="https://github.com/apache/skywalking-python">Python Agent</a> and <a href="https://github.com/apache/skywalking">SkyWalking</a> on GitHub.</p>
 
 	
 
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   <li>
-    <a href="/blog/2021-02-07-infrastructure-monitoring/" class="btn btn-primary "><span class="mr-1">←</span> Previous</a>
+    <a href="/blog/2021-08-01-skywalking-8-intro/" class="btn btn-primary "><span class="mr-1">←</span> Previous</a>
   </li>
-    <a href="/blog/obs-service-mesh-vm-with-sw-and-als/" class="btn btn-primary ">Next <span class="ml-1">→</span></a>
+    <a  class="btn btn-primary  disabled">Next <span class="ml-1">→</span></a>
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 </ul>
 
@@ -271,7 +294,7 @@ SkyWalking agent instrumentation have finished. For example,</p>
         
         <li>
             <a href="/tags/agent/" class="tag-link">Agent</a>
-            <span class="count">3</span>
+            <span class="count">4</span>
         </li>
         
         <li>
@@ -336,6 +359,11 @@ SkyWalking agent instrumentation have finished. For example,</p>
         
         <li>
             <a href="/tags/profiling/" class="tag-link">Profiling</a>
+            <span class="count">2</span>
+        </li>
+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
             <span class="count">1</span>
         </li>
         
@@ -413,6 +441,21 @@ SkyWalking agent instrumentation have finished. For example,</p>
 
 
 
+<nav id="TableOfContents">
+  <ul>
+    <li>
+      <ul>
+        <li>
+          <ul>
+            <li><a href="#how-to-use-profiling-in-python-agent">How to use profiling in Python Agent</a></li>
+            <li><a href="#the-mechanism-of-profiling">The mechanism of profiling</a></li>
+          </ul>
+        </li>
+      </ul>
+    </li>
+  </ul>
+</nav>
+
 
 
 
@@ -2962,6 +3005,10 @@ SkyWalking agent instrumentation have finished. For example,</p>
 
 
 
+
+
+
+
     
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index 740ba78..88d16e5 100644
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+++ b/blog/e2e-design/index.html
@@ -24,11 +24,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/blog/e2e-design/" />
 <meta property="article:published_time" content="2020-12-14T00:00:00+00:00" />
-<meta property="article:modified_time" content="2021-09-12T23:16:53-04:00" />
+<meta property="article:modified_time" content="2021-09-13T11:17:19+08:00" />
 <meta itemprop="name" content="[Design] NGE2E - Next Generation End-to-End Testing Framework">
 <meta itemprop="description" content="The design of Next Generation End-to-End Testing Framework">
 <meta itemprop="datePublished" content="2020-12-14T00:00:00+00:00" />
-<meta itemprop="dateModified" content="2021-09-12T23:16:53-04:00" />
+<meta itemprop="dateModified" content="2021-09-13T11:17:19+08:00" />
 <meta itemprop="wordCount" content="1386">
 
 
@@ -459,7 +459,7 @@ func run() {
         
         <li>
             <a href="/tags/agent/" class="tag-link">Agent</a>
-            <span class="count">3</span>
+            <span class="count">4</span>
         </li>
         
         <li>
@@ -524,6 +524,11 @@ func run() {
         
         <li>
             <a href="/tags/profiling/" class="tag-link">Profiling</a>
+            <span class="count">2</span>
+        </li>
+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
             <span class="count">1</span>
         </li>
         
@@ -3185,6 +3190,10 @@ func run() {
 
 
 
+
+
+
+
     
 <div id="popup">
     <div class="mask">
diff --git a/blog/end-user-tracing-in-a-skywalking-observed-browser/index.html b/blog/end-user-tracing-in-a-skywalking-observed-browser/index.html
index a622856..6337ebf 100644
--- a/blog/end-user-tracing-in-a-skywalking-observed-browser/index.html
+++ b/blog/end-user-tracing-in-a-skywalking-observed-browser/index.html
@@ -24,11 +24,11 @@
 <meta property="og:type" content="article" />
 <meta property="og:url" content="/blog/end-user-tracing-in-a-skywalking-observed-browser/" />
 <meta property="article:published_time" content="2021-03-25T00:00:00+00:00" />
-<meta property="article:modified_time" content="2021-09-12T23:16:53-04:00" />
+<meta property="article:modified_time" content="2021-09-13T11:17:19+08:00" />
 <meta itemprop="name" content="End-User Tracing in a SkyWalking-Observed Browser">
 <meta itemprop="description" content="This article describes how the skywalking-client-js extends its monitoring to include the browser, providing performance metrics and error collection to the SkyWalking backend.">
 <meta itemprop="datePublished" content="2021-03-25T00:00:00+00:00" />
-<meta itemprop="dateModified" content="2021-09-12T23:16:53-04:00" />
+<meta itemprop="dateModified" content="2021-09-13T11:17:19+08:00" />
 <meta itemprop="wordCount" content="1234">
 
 
@@ -406,7 +406,7 @@ designed for microservices, cloud native, and container-based (Docker, Kubernete
         
         <li>
             <a href="/tags/agent/" class="tag-link">Agent</a>
-            <span class="count">3</span>
+            <span class="count">4</span>
         </li>
         
         <li>
@@ -471,6 +471,11 @@ designed for microservices, cloud native, and container-based (Docker, Kubernete
         
         <li>
             <a href="/tags/profiling/" class="tag-link">Profiling</a>
+            <span class="count">2</span>
+        </li>
+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
             <span class="count">1</span>
         </li>
         
@@ -3112,6 +3117,10 @@ designed for microservices, cloud native, and container-based (Docker, Kubernete
 
 
 
+
+
+
+
     
 <div id="popup">
     <div class="mask">
diff --git a/blog/index.html b/blog/index.html
index 9510d60..e52cc21 100644
--- a/blog/index.html
+++ b/blog/index.html
@@ -185,6 +185,22 @@ if (!doNotTrack) {
 			
 			<li class="media mb-4">
 				<div class="media-body">
+					<h5 class="mt-0 mb-1"><a href="/blog/2021-09-12-skywalking-python-profiling/">SkyWalking Python Agent Supports Profiling Now</a></h5>
+					<p class="mb-2 mb-md-3"><small class="text-muted">Sunday, September 12, 2021 in Blog</small></p>
+					
+
+
+
+
+
+					<p class="pt-0 mt-0">The Java Agent of Apache SkyWalking has supported profiling since v7.0.0, and it enables users to troubleshoot the root cause of performance issues, and now we bring it into Python Agent. In this blog, we will show you how to use it, and we will …</p>
+					<p class="pt-0 mt-0">This post introduces how to use profiling in SkyWalking Python Agent and the mechanism of profiling.</p>
+					<p class="pt-0"><a href="/blog/2021-09-12-skywalking-python-profiling/">Read more</a></p>
+				</div>
+			</li>
+			
+			<li class="media mb-4">
+				<div class="media-body">
 					<h5 class="mt-0 mb-1"><a href="/blog/2021-08-01-skywalking-8-intro/">[Webinar] SkyWalking 8.x Introduction</a></h5>
 					<p class="mb-2 mb-md-3"><small class="text-muted">Wednesday, August 04, 2021 in Blog</small></p>
 					
@@ -333,23 +349,6 @@ From 2020, it has dominated the open source APM market in China, and expanded 
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-			<li class="media mb-4">
-				<div class="media-body">
-					<h5 class="mt-0 mb-1"><a href="/blog/2021-02-01-e2e-verifier-design/">[Design] The Verifier of NGE2E</a></h5>
-					<p class="mb-2 mb-md-3"><small class="text-muted">Monday, February 01, 2021 in Blog</small></p>
-					
-
-
-
-
-
-					<p class="pt-0 mt-0">Background The verifier is an important part of the next generation End-to-End Testing framework (NGE2E), which is responsible for verifying whether the actual output satisfies the expected template.
-Design Thinking We will implement the verifier …</p>
-					<p class="pt-0 mt-0">The design of Next Generation End-to-End Testing Framework  Verifier</p>
-					<p class="pt-0"><a href="/blog/2021-02-01-e2e-verifier-design/">Read more</a></p>
-				</div>
-			</li>
-			
 		</ul>
 		
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@@ -400,7 +399,7 @@ Design Thinking We will implement the verifier …</p>
         
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@@ -465,6 +464,11 @@ Design Thinking We will implement the verifier …</p>
         
         <li>
             <a href="/tags/profiling/" class="tag-link">Profiling</a>
+            <span class="count">2</span>
+        </li>
+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
             <span class="count">1</span>
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diff --git a/blog/index.xml b/blog/index.xml
index 1845b8e..94bfba8 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -14,6 +14,87 @@
     
     
     <item>
+      <title>Blog: SkyWalking Python Agent Supports Profiling Now</title>
+      <link>/blog/2021-09-12-skywalking-python-profiling/</link>
+      <pubDate>Sun, 12 Sep 2021 00:00:00 +0000</pubDate>
+      
+      <guid>/blog/2021-09-12-skywalking-python-profiling/</guid>
+      <description>
+        
+        
+        &lt;p&gt;The Java Agent of Apache SkyWalking has supported profiling since &lt;a href=&#34;https://github.com/apache/skywalking/releases/tag/v7.0.0&#34;&gt;v7.0.0&lt;/a&gt;, and it enables users to troubleshoot the root cause of performance issues, and now we bring it into Python Agent.
+In this blog, we will show you how to use it, and we will introduce the mechanism of profiling.&lt;/p&gt;
+&lt;h3 id=&#34;how-to-use-profiling-in-python-agent&#34;&gt;How to use profiling in Python Agent&lt;/h3&gt;
+&lt;p&gt;This feature is released in Python Agent at v0.7.0. It is turned on by default, so you don&amp;rsquo;t need any extra configuration to use it. You can find the environment variables about it &lt;a href=&#34;https://github.com/apache/skywalking-python/blob/master/docs/en/setup/EnvVars.md#:~:text=SW_AGENT_PROFILE_ACTIVE&#34;&gt;here&lt;/a&gt;.&lt;/p&gt;
+&lt;p&gt;Here are the demo codes of an intentional slow application.&lt;/p&gt;
+&lt;div class=&#34;highlight&#34;&gt;&lt;pre style=&#34;background-color:#fff;-moz-tab-size:4;-o-tab-size:4;tab-size:4&#34;&gt;&lt;code class=&#34;language-Python&#34; data-lang=&#34;Python&#34;&gt;&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;import&lt;/span&gt; &lt;span style=&#34;color:#555&#34;&gt;time&lt;/span&gt;
+
+&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;def&lt;/span&gt; &lt;span style=&#34;color:#900;font-weight:bold&#34;&gt;method1&lt;/span&gt;():
+    time&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;sleep(&lt;span style=&#34;color:#099&#34;&gt;0.02&lt;/span&gt;)
+    &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;return&lt;/span&gt; &lt;span style=&#34;color:#d14&#34;&gt;&amp;#39;1&amp;#39;&lt;/span&gt;
+
+&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;def&lt;/span&gt; &lt;span style=&#34;color:#900;font-weight:bold&#34;&gt;method2&lt;/span&gt;():
+    time&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;sleep(&lt;span style=&#34;color:#099&#34;&gt;0.02&lt;/span&gt;)
+    &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;return&lt;/span&gt; method1()
+
+&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;def&lt;/span&gt; &lt;span style=&#34;color:#900;font-weight:bold&#34;&gt;method3&lt;/span&gt;():
+    time&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;sleep(&lt;span style=&#34;color:#099&#34;&gt;0.02&lt;/span&gt;)
+    &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;return&lt;/span&gt; method2()
+
+&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;if&lt;/span&gt; __name__ &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;==&lt;/span&gt; &lt;span style=&#34;color:#d14&#34;&gt;&amp;#39;__main__&amp;#39;&lt;/span&gt;:
+    &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;import&lt;/span&gt; &lt;span style=&#34;color:#555&#34;&gt;socketserver&lt;/span&gt;
+    &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;from&lt;/span&gt; &lt;span style=&#34;color:#555&#34;&gt;http.server&lt;/span&gt; &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;import&lt;/span&gt; BaseHTTPRequestHandler
+
+    &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;class&lt;/span&gt; &lt;span style=&#34;color:#458;font-weight:bold&#34;&gt;SimpleHTTPRequestHandler&lt;/span&gt;(BaseHTTPRequestHandler):
+
+        &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;def&lt;/span&gt; &lt;span style=&#34;color:#900;font-weight:bold&#34;&gt;do_POST&lt;/span&gt;(&lt;span style=&#34;color:#999&#34;&gt;self&lt;/span&gt;):
+            method3()
+            time&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;sleep(&lt;span style=&#34;color:#099&#34;&gt;0.5&lt;/span&gt;)
+            &lt;span style=&#34;color:#999&#34;&gt;self&lt;/span&gt;&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;send_response(&lt;span style=&#34;color:#099&#34;&gt;200&lt;/span&gt;)
+            &lt;span style=&#34;color:#999&#34;&gt;self&lt;/span&gt;&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;send_header(&lt;span style=&#34;color:#d14&#34;&gt;&amp;#39;Content-Type&amp;#39;&lt;/span&gt;, &lt;span style=&#34;color:#d14&#34;&gt;&amp;#39;application/json&amp;#39;&lt;/span&gt;)
+            &lt;span style=&#34;color:#999&#34;&gt;self&lt;/span&gt;&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;end_headers()
+            &lt;span style=&#34;color:#999&#34;&gt;self&lt;/span&gt;&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;wfile&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;write(&lt;span style=&#34;color:#d14&#34;&gt;&amp;#39;{&amp;#34;song&amp;#34;: &amp;#34;Despacito&amp;#34;, &amp;#34;artist&amp;#34;: &amp;#34;Luis Fonsi&amp;#34;}&amp;#39;&lt;/span&gt;&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;encode(&lt;span style=&# [...]
+
+    PORT &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;=&lt;/span&gt; &lt;span style=&#34;color:#099&#34;&gt;19090&lt;/span&gt;
+    Handler &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;=&lt;/span&gt; SimpleHTTPRequestHandler
+
+    &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;with&lt;/span&gt; socketserver&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;TCPServer((&lt;span style=&#34;color:#d14&#34;&gt;&amp;#34;&amp;#34;&lt;/span&gt;, PORT), Handler) &lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;as&lt;/span&gt; httpd:
+        httpd&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;serve_forever()
+&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;We can start it with SkyWalking Python Agent CLI without changing any application code now, which is also the latest feature of v0.7.0.  We just need to add &lt;code&gt;sw-python run&lt;/code&gt; before our start command(i.e. &lt;code&gt;sw-python run python3 main.py&lt;/code&gt;), to start the application with python agent attached. More information about sw-python can be found &lt;a href=&#34;https://github.com/apache/skywalking-python/blob [...]
+&lt;p&gt;Then, we should add a new profile task for the &lt;code&gt;/&lt;/code&gt; endpoint from the SkyWalking UI, as shown below.&lt;/p&gt;
+&lt;p&gt;&lt;img src=&#34;profiling-create.png&#34; alt=&#34;profiling-create&#34;&gt;&lt;/p&gt;
+&lt;p&gt;We can access it by &lt;code&gt;curl -X POST http://localhost:19090/&lt;/code&gt;, after that, we can view the result of this profile task on the SkyWalking UI.&lt;/p&gt;
+&lt;p&gt;&lt;img src=&#34;profiling-result.png&#34; alt=&#34;profiling-result&#34;&gt;&lt;/p&gt;
+&lt;h3 id=&#34;the-mechanism-of-profiling&#34;&gt;The mechanism of profiling&lt;/h3&gt;
+&lt;p&gt;When a request lands on an application with the profile function enabled, the agent begins the profiling automatically if the request’s URI is as required by the profiling task. A new thread is spawned to fetch the thread dump periodically until the end of request.&lt;/p&gt;
+&lt;p&gt;The agent sends these thread dumps, called &lt;code&gt;ThreadSnapshot&lt;/code&gt;, to SkyWalking OAPServer, and the OAPServer analyzes those &lt;code&gt;ThreadSnapshot(s)&lt;/code&gt; and gets the final result. It will take a method invocation with the same stack depth and code signature as the same operation, and estimate the execution time of each method from this.&lt;/p&gt;
+&lt;p&gt;Let&amp;rsquo;s demonstrate how this analysis works through the following example. Suppose we have such a program below and we profile it at 10ms intervals.&lt;/p&gt;
+&lt;div class=&#34;highlight&#34;&gt;&lt;pre style=&#34;background-color:#fff;-moz-tab-size:4;-o-tab-size:4;tab-size:4&#34;&gt;&lt;code class=&#34;language-Python&#34; data-lang=&#34;Python&#34;&gt;&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;def&lt;/span&gt; &lt;span style=&#34;color:#900;font-weight:bold&#34;&gt;main&lt;/span&gt;():
+    methodA()
+
+&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;def&lt;/span&gt; &lt;span style=&#34;color:#900;font-weight:bold&#34;&gt;methodA&lt;/span&gt;():
+    methodB()
+
+&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;def&lt;/span&gt; &lt;span style=&#34;color:#900;font-weight:bold&#34;&gt;methodB&lt;/span&gt;():
+    methodC()
+    methodD()
+
+&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;def&lt;/span&gt; &lt;span style=&#34;color:#900;font-weight:bold&#34;&gt;methodC&lt;/span&gt;():
+    time&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;sleep(&lt;span style=&#34;color:#099&#34;&gt;0.04&lt;/span&gt;)
+
+&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;def&lt;/span&gt; &lt;span style=&#34;color:#900;font-weight:bold&#34;&gt;methodD&lt;/span&gt;():
+    time&lt;span style=&#34;color:#000;font-weight:bold&#34;&gt;.&lt;/span&gt;sleep(&lt;span style=&#34;color:#099&#34;&gt;0.06&lt;/span&gt;)
+&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The agent collects a total of 10 &lt;code&gt;ThreadSnapShot(s)&lt;/code&gt; over the entire time period(Diagram A). The first 4 snapshots represent the thread dumps during the execution of function C, and the last 6 snapshots represent the thread dumps during the execution of function D.  After the analysis of OAPServer, we can see the result of this profile task on the SkyWalking Rocketbot UI as shown in the right of the diagram. With this r [...]
+&lt;p&gt;&lt;img src=&#34;Diagram_A.png&#34; alt=&#34;Diagram A&#34;&gt;&lt;/p&gt;
+&lt;center&gt;Diagram A&lt;/center&gt;
+&lt;br&gt;
+&lt;p&gt;You can read more details of profiling theory from this &lt;a href=&#34;https://skywalking.apache.org/blog/2020-04-13-apache-skywalking-profiling/&#34;&gt;blog&lt;/a&gt;.&lt;/p&gt;
+&lt;p&gt;We hope you enjoy the profile in the Python Agent, and if so, you can give us a star on &lt;a href=&#34;https://github.com/apache/skywalking-python&#34;&gt;Python Agent&lt;/a&gt; and &lt;a href=&#34;https://github.com/apache/skywalking&#34;&gt;SkyWalking&lt;/a&gt; on GitHub.&lt;/p&gt;
+
+      </description>
+    </item>
+    
+    <item>
       <title>Blog: [Webinar] SkyWalking 8.x Introduction</title>
       <link>/blog/2021-08-01-skywalking-8-intro/</link>
       <pubDate>Wed, 04 Aug 2021 00:00:00 +0000</pubDate>
diff --git a/blog/obs-service-mesh-vm-with-sw-and-als/index.html b/blog/obs-service-mesh-vm-with-sw-and-als/index.html
index 8534db3..aa38278 100644
--- a/blog/obs-service-mesh-vm-with-sw-and-als/index.html
+++ b/blog/obs-service-mesh-vm-with-sw-and-als/index.html
@@ -24,11 +24,11 @@
 <meta property="og:type" content="article" />
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-<meta property="article:modified_time" content="2021-09-12T23:16:53-04:00" />
+<meta property="article:modified_time" content="2021-09-13T11:17:19+08:00" />
 <meta itemprop="name" content="Observe VM Service Meshes with Apache SkyWalking and the Envoy Access Log Service">
 <meta itemprop="description" content="In this tutorial, you can learn how to use Apache SkyWalking for service mesh observability, in Kubernetes and / or in virtual machines.">
 <meta itemprop="datePublished" content="2021-02-21T00:00:00+00:00" />
-<meta itemprop="dateModified" content="2021-09-12T23:16:53-04:00" />
+<meta itemprop="dateModified" content="2021-09-13T11:17:19+08:00" />
 <meta itemprop="wordCount" content="1285">
 
 
@@ -368,7 +368,7 @@ to <code>UTC +0</code>.</p>
         
         <li>
             <a href="/tags/agent/" class="tag-link">Agent</a>
-            <span class="count">3</span>
+            <span class="count">4</span>
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@@ -433,6 +433,11 @@ to <code>UTC +0</code>.</p>
         
         <li>
             <a href="/tags/profiling/" class="tag-link">Profiling</a>
+            <span class="count">2</span>
+        </li>
+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
             <span class="count">1</span>
         </li>
         
@@ -3074,6 +3079,10 @@ to <code>UTC +0</code>.</p>
 
 
 
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diff --git a/blog/page/2/index.html b/blog/page/2/index.html
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+++ b/blog/page/2/index.html
@@ -184,6 +184,23 @@ if (!doNotTrack) {
 			
 			<li class="media mb-4">
 				<div class="media-body">
+					<h5 class="mt-0 mb-1"><a href="/blog/2021-02-01-e2e-verifier-design/">[Design] The Verifier of NGE2E</a></h5>
+					<p class="mb-2 mb-md-3"><small class="text-muted">Monday, February 01, 2021 in Blog</small></p>
+					
+
+
+
+
+
+					<p class="pt-0 mt-0">Background The verifier is an important part of the next generation End-to-End Testing framework (NGE2E), which is responsible for verifying whether the actual output satisfies the expected template.
+Design Thinking We will implement the verifier …</p>
+					<p class="pt-0 mt-0">The design of Next Generation End-to-End Testing Framework  Verifier</p>
+					<p class="pt-0"><a href="/blog/2021-02-01-e2e-verifier-design/">Read more</a></p>
+				</div>
+			</li>
+			
+			<li class="media mb-4">
+				<div class="media-body">
 					<h5 class="mt-0 mb-1"><a href="/blog/2021-01-23-tencent-cloud-violates-aplv2/">[Resolved][License Issue] Tencent Cloud TSW service violates the Apache 2.0 License when using SkyWalking.</a></h5>
 					<p class="mb-2 mb-md-3"><small class="text-muted">Friday, January 22, 2021 in Blog</small></p>
 					
@@ -334,22 +351,6 @@ Just 11 months ago, on Jan. 20th, 2020, SkyWalking hit the 200 contributors mark
 				</div>
 			</li>
 			
-			<li class="media mb-4">
-				<div class="media-body">
-					<h5 class="mt-0 mb-1"><a href="/blog/2020-11-21-apachecon-obs-shardingsphere/">[Video] Another backend storage solution for the APM system</a></h5>
-					<p class="mb-2 mb-md-3"><small class="text-muted">Saturday, November 21, 2020 in Blog</small></p>
-					
-
-
-
-
-
-					<p class="pt-0 mt-0">The APM system provides the tracing or metrics for distributed systems or microservice architectures. Back to APM themselves, they always need backend storage to store the necessary massive data. What are the features required for backend storage? …</p>
-					<p class="pt-0 mt-0">ApacheCon@Home 2020 Observability Track</p>
-					<p class="pt-0"><a href="/blog/2020-11-21-apachecon-obs-shardingsphere/">Read more</a></p>
-				</div>
-			</li>
-			
 		</ul>
 		
 	</div>
@@ -400,7 +401,7 @@ Just 11 months ago, on Jan. 20th, 2020, SkyWalking hit the 200 contributors mark
         
         <li>
             <a href="/tags/agent/" class="tag-link">Agent</a>
-            <span class="count">3</span>
+            <span class="count">4</span>
         </li>
         
         <li>
@@ -465,6 +466,11 @@ Just 11 months ago, on Jan. 20th, 2020, SkyWalking hit the 200 contributors mark
         
         <li>
             <a href="/tags/profiling/" class="tag-link">Profiling</a>
+            <span class="count">2</span>
+        </li>
+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
             <span class="count">1</span>
         </li>
         
@@ -3091,6 +3097,10 @@ Just 11 months ago, on Jan. 20th, 2020, SkyWalking hit the 200 contributors mark
 
 
 
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diff --git a/blog/page/3/index.html b/blog/page/3/index.html
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+++ b/blog/page/3/index.html
@@ -184,6 +184,22 @@ if (!doNotTrack) {
 			
 			<li class="media mb-4">
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+					<h5 class="mt-0 mb-1"><a href="/blog/2020-11-21-apachecon-obs-shardingsphere/">[Video] Another backend storage solution for the APM system</a></h5>
+					<p class="mb-2 mb-md-3"><small class="text-muted">Saturday, November 21, 2020 in Blog</small></p>
+					
+
+
+
+
+
+					<p class="pt-0 mt-0">The APM system provides the tracing or metrics for distributed systems or microservice architectures. Back to APM themselves, they always need backend storage to store the necessary massive data. What are the features required for backend storage? …</p>
+					<p class="pt-0 mt-0">ApacheCon@Home 2020 Observability Track</p>
+					<p class="pt-0"><a href="/blog/2020-11-21-apachecon-obs-shardingsphere/">Read more</a></p>
+				</div>
+			</li>
+			
+			<li class="media mb-4">
+				<div class="media-body">
 					<h5 class="mt-0 mb-1"><a href="/blog/2020-11-21-apachecon-keynote/">[Video] Apache grows in China</a></h5>
 					<p class="mb-2 mb-md-3"><small class="text-muted">Friday, November 20, 2020 in Blog</small></p>
 					
@@ -334,22 +350,6 @@ dingtalk message body …</p>
 				</div>
 			</li>
 			
-			<li class="media mb-4">
-				<div class="media-body">
-					<h5 class="mt-0 mb-1"><a href="/blog/2019-01-01-understand-trace/">Understand distributed trace easier in the incoming 6-GA</a></h5>
-					<p class="mb-2 mb-md-3"><small class="text-muted">Tuesday, January 01, 2019 in Blog</small></p>
-					
-
-
-
-
-
-					<p class="pt-0 mt-0">Background Distributed tracing is a necessary part of modern microservices architecture, but how to understand or use distributed tracing data is unclear to some end users. This blog overviews typical distributed tracing use cases with new …</p>
-					<p class="pt-0 mt-0">Distributed tracing is a necessary part of modern microservices architecture, but how to understand or use distributed tracing data is unclear to some end users. This blog overviews typical distributed tracing use cases with new visualization features in SkyWalking v6.</p>
-					<p class="pt-0"><a href="/blog/2019-01-01-understand-trace/">Read more</a></p>
-				</div>
-			</li>
-			
 		</ul>
 		
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+		<h2>Posts in 2019</h2>
+		<ul class="list-unstyled mt-4">
+			
+			<li class="media mb-4">
+				<div class="media-body">
+					<h5 class="mt-0 mb-1"><a href="/blog/2019-01-01-understand-trace/">Understand distributed trace easier in the incoming 6-GA</a></h5>
+					<p class="mb-2 mb-md-3"><small class="text-muted">Tuesday, January 01, 2019 in Blog</small></p>
+					
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+					<p class="pt-0 mt-0">Background Distributed tracing is a necessary part of modern microservices architecture, but how to understand or use distributed tracing data is unclear to some end users. This blog overviews typical distributed tracing use cases with new …</p>
+					<p class="pt-0 mt-0">Distributed tracing is a necessary part of modern microservices architecture, but how to understand or use distributed tracing data is unclear to some end users. This blog overviews typical distributed tracing use cases with new visualization features in SkyWalking v6.</p>
+					<p class="pt-0"><a href="/blog/2019-01-01-understand-trace/">Read more</a></p>
+				</div>
+			</li>
+			
+		</ul>
+		
 		<h2>Posts in 2018</h2>
 		<ul class="list-unstyled mt-4">
 			
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+            <span class="count">2</span>
+        </li>
+        
+        <li>
+            <a href="/tags/python/" class="tag-link">Python</a>
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