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Posted to notifications@skywalking.apache.org by gi...@apache.org on 2021/11/23 12:37:15 UTC
[skywalking-website] branch asf-site updated: deploy: 5914e4146c0b7e3dbb79b11a485128bae37052c6
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 cf4ede4 deploy: 5914e4146c0b7e3dbb79b11a485128bae37052c6
cf4ede4 is described below
commit cf4ede45aa4dbba63bf61aabcc443d3b00ee7b73
Author: wu-sheng <wu...@users.noreply.github.com>
AuthorDate: Tue Nov 23 12:37:08 2021 +0000
deploy: 5914e4146c0b7e3dbb79b11a485128bae37052c6
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<span class="count">3</span>
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@@ -410,6 +415,11 @@ This is why we are embracing Skywalking, which makes service performance observa
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@@ -354,6 +359,11 @@ bash build/build.sh
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<li>
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@@ -275,6 +275,11 @@ At the moment of graduation in spring 2019, the project had 100 contributors. No
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<span class="count">2</span>
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@@ -335,6 +340,11 @@ At the moment of graduation in spring 2019, the project had 100 contributors. No
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+ <a href="/tags/storage/" class="tag-link">Storage</a>
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<a href="/tags/testing/" class="tag-link">Testing</a>
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index f832c64..1e91a78 100644
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<span class="count">2</span>
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@@ -386,6 +391,11 @@ Apdex Score = ------------------------------------------------------
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<li>
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<li>
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+ <main class="col-12 col-md-12 col-xl-10 pl-md-4 pr-md-4" role="main">
+
+<div class="td-content">
+ <h1>The Design of Apache IoTDB Storage Option</h1>
+ <div class="lead">This is an introduction to IoTDB Storage Option. It introduces some basic concept about IoTDB and the storage schema design.</div>
+ <div class="td-byline mb-4">
+ By <b><a href="https://github.com/LIU-WEI-git">Wei Liu</a>, School of Computer Science, NPU, China</b> |
+ <time datetime="2021-11-23" class="text-muted">Tuesday, November 23, 2021</time>
+
+
+
+ <p class="mt-1 tags-box">
+ <i class="fas fa-tags" aria-hidden="true"></i>Tags |
+
+ <span> <a href="/tags/storage">Storage</a></span>
+
+ <span> <a href="/tags/iotdb">IoTDB</a></span>
+
+ </p>
+
+
+
+ </div>
+ <p>This plugin is the outcome of <a href="https://summer.iscas.ac.cn/#/org/prodetail/210070771">Apache IoTDB - Apache SkyWalking Adapter</a> in <a href="https://summer.iscas.ac.cn/#/homepage">Summer 2021 of Open Source Promotion Plan</a>. The design and development work is under the guidance of <a href="https://github.com/jixuan1989">@jixuan1989</a> from IoTDB and <a href="https://github.com/wu-sheng">@wu-sheng</a> from SkyWalking. Thanks for their guidance and the help from community.</p>
+<h2 id="iotdb-storage-plugin-setup">IoTDB Storage Plugin Setup</h2>
+<p>IoTDB is a time-series database from Apache, which is one of the storage plugin options. If you want to use iotdb as SkyWalking backend storage, please refer to the following configuration.<br>
+IoTDB storage plugin is still in progress. Its efficiency will improve in the future.</p>
+<div class="highlight"><pre style="background-color:#fff;-moz-tab-size:4;-o-tab-size:4;tab-size:4"><code class="language-yaml" data-lang="yaml"><span style="color:#000080">storage</span>:<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">selector</span>:<span style="color:#bbb"> </span>${SW_STORAGE:iotdb}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">iotdb</span>:<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">host</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_HOST:127.0.0.1}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">rpcPort</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_RPC_PORT:6667}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">username</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_USERNAME:root}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">password</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_PASSWORD:root}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">storageGroup</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_STORAGE_GROUP:root.skywalking}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">sessionPoolSize</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_SESSIONPOOL_SIZE:16}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">fetchTaskLogMaxSize</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_FETCH_TASK_LOG_MAX_SIZE:1000}<span style="color:#bbb"> </span><span style="color:#998;font-style:italic"># the max number of fetch task log in a request</span><span style="color:#bbb">
+</span></code></pre></div><p>All connection related settings, including host, rpcPort, username, and password are found in <code>application.yml</code>. Please ensure the IoTDB version >= 0.12.3.</p>
+<h2 id="iotdb-introduction">IoTDB Introduction</h2>
+<p><a href="https://iotdb.apache.org/">Apache IoTDB</a> (Database for Internet of Things) is an IoT native database with high performance for data management and analysis, deployable on the edge and the cloud. It is a time-series database donated by Tsinghua University to Apache Foundation.</p>
+<h3 id="the-data-model-of-iotdb">The Data Model of IoTDB</h3>
+<p>We can use the tree structure to understand the data model of iotdb. If divided according to layers, from high to low is: <code>Storage Group</code> – (<code>LayerName</code>) – <code>Device</code> – <code>Measurement</code>. From the top layer to a certain layer below it is called a Path. The top layer is <code>Storage Group</code> (must start with <code>root.</code>), the penultimate layer is <code>Device</code>, and the bottom layer is <code>Measurement</code>. Th [...]
+<h2 id="the-design-of-iotdb-storage-plugin">The Design of IoTDB Storage Plugin</h2>
+<h3 id="the-data-model-of-skywalking">The Data Model of SkyWalking</h3>
+<p>Each storage model of SkyWalking can be considered as a Model, which contains multiple Columns. Each Column has ColumnName and ColumnType attributes, representing the name and type of Column respectively. Each Column named ColumnName stores multiple Value of the ColumnType. From a relational database perspective, Model is a relational table and Column is the field in a relational table.</p>
+<h3 id="schema-design">Schema Design</h3>
+<p>Since each <code>LayerName</code> of IoTDB is stored in memory, it can be considered as an index, and this feature can be fully utilized to improve IoTDB query performance. The default storage group is <code>root.skywalking</code>, it will occupy the first and the second layer of the path. The model name is stored at the next layer of the storage group (the third layer of the path), such as <code>root.skywalking.model_name</code>.</p>
+<p>SkyWalking has its own index requirement, but it isn’t applicable to IoTDB. Considering query frequency and referring to the implementation of the other storage options, we choose <code>id</code>, <code>entity_id</code>, <code>node_type</code>, <code>service_id</code>, <code>service_group</code>, <code>trace_id</code> as indexes and fix their order in the path. If we don’t fix their order, we cannot map their value to column, since we only store their value in the path but [...]
+<p>The mapping from SkyWalking data model to IoTDB data model is below.</p>
+<table>
+<thead>
+<tr>
+<th>SkyWalking</th>
+<th>IoTDB</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>Database</td>
+<td>Storage Group(1st and 2nd layer of the path)</td>
+</tr>
+<tr>
+<td>Model</td>
+<td>LayerName(3rd layer of the path)</td>
+</tr>
+<tr>
+<td>Indexed Column</td>
+<td>stored in memory through hard-code</td>
+</tr>
+<tr>
+<td>Indexed Column Value</td>
+<td>LayerName(after 3rd layer of the path)</td>
+</tr>
+<tr>
+<td>Non-indexed Column</td>
+<td>Measurement</td>
+</tr>
+<tr>
+<td>Non-indexed Value</td>
+<td>the value of Measurement</td>
+</tr>
+</tbody>
+</table>
+<h4 id="for-general-example">For general example</h4>
+<p>There are model1(‘column11’, column12), model2(‘column21’, ‘column22’, column23), model3(column31). Single quotation mark indicates that the column requires to be indexed. In this example, <code>modelx_name</code> refers to the name of modelx, <code>columnx_name</code> refers to the name of columnx and <code>columnx_value</code> refers to the value of columnx.</p>
+<p>Before these 3 model storage schema, here are some points we need to know.</p>
+<ul>
+<li>In order to avoid the value of indexed column contains dot(<code>.</code>), all of them should be wrapped in double quotation mark since IoTDB use dot(<code>.</code>) as the separator in the path.</li>
+<li>We use <code>align by device</code> in query SQL to get a more friendly result. For more information about <code>align by device</code>, please see <a href="https://iotdb.apache.org/UserGuide/V0.12.x/IoTDB-SQL-Language/DML-Data-Manipulation-Language.html">DML (Data Manipulation Language)</a> and <a href="https://iotdb.apache.org/SystemDesign/DataQuery/AlignByDeviceQuery.html">Query by device alignment</a>.</li>
+</ul>
+<p>The path of them is following:</p>
+<ul>
+<li>The Model with index:
+<ul>
+<li><code>root.skywalking.model1_name.column11_value.column12_name</code></li>
+<li><code>root.skywalking.model2_name.column21_value.column22_value.column23_name</code></li>
+</ul>
+</li>
+<li>The Model without index:
+<ul>
+<li><code>root.skywalking.model3_name.column31_Name</code></li>
+</ul>
+</li>
+</ul>
+<p>Use <code>select * from root.skywalking.modelx_name align by device</code> respectively to get their schema and data. The SQL result is following:</p>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>column12_name</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494020000</td>
+<td>root.skywalking.model1_name.“column11_value”</td>
+<td>column12_value</td>
+</tr>
+</tbody>
+</table>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>column23_name</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494020000</td>
+<td>root.skywalking.model2_name.“column21_value”.“column22_value”</td>
+<td>column23_value</td>
+</tr>
+</tbody>
+</table>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>column31_name</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494020000</td>
+<td>root.skywalking.model3_name</td>
+<td>column31_value</td>
+</tr>
+</tbody>
+</table>
+<h4 id="for-specific-example">For specific example</h4>
+<p>Before 5 typical examples, here are some points we need to know.</p>
+<ul>
+<li>The indexed columns and their order: <code>id</code>, <code>entity_id</code>, <code>node_type</code>, <code>service_id</code>, <code>service_group</code>, <code>trace_id</code>. Other columns are treated as non indexed and stored as Measurement.</li>
+<li>The storage entity extends Metrics or Record contains a column <code>time_bucket</code>. The <code>time_bucket</code> column in SkyWalking Model can be converted to the <code>timestamp</code> of IoTDB when inserting data. We don’t need to store <code>time_bucket</code> separately. In the next examples, we won’t list <code>time_bucket</code> anymore.</li>
+<li>The <code>Time</code> in query result corresponds to the <code>timestamp</code> in insert SQL and API.</li>
+</ul>
+<ol>
+<li>Metadata: service_traffic<br>
+service_traffic entity has 4 columns: ‘id’, name, ‘node_type’, ‘service_group’.<br>
+When service_traffic entity includes a row with timestamp 1637494020000, the row should be as following:
+(<strong>Notice</strong>: the value of service_group is null.)</li>
+</ol>
+<table>
+<thead>
+<tr>
+<th>id</th>
+<th>name</th>
+<th>node_type</th>
+<th>service_group</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>ZTJlLXNlcnZpY2UtcHJvdmlkZXI=.1</td>
+<td>e2e-service-provider</td>
+<td>0</td>
+<td></td>
+</tr>
+</tbody>
+</table>
+<p>And the row stored in IoTDB should be as following:
+(Query SQL: <code>select from root.skywalking.service_traffic align by device</code>)</p>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>name</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494020000</td>
+<td>root.skywalking.service_traffic.“ZTJlLXNlcnZpY2UtcHJvdmlkZXI=.1”.“0”.“null”</td>
+<td>e2e-service-provider</td>
+</tr>
+</tbody>
+</table>
+<p>The value of id, node_type and service_group are stored in the path in the specified order.
+<strong>Notice</strong>: If those index value is null, it will be transformed to a string “null”.</p>
+<ol start="2">
+<li>Metrics: service_cpm
+service_cpm entity has 4 columns: ‘id’, ‘service_id’, total, value.<br>
+When service_cpm entity includes a row with timestamp 1637494020000, the row should be as following:</li>
+</ol>
+<table>
+<thead>
+<tr>
+<th>id</th>
+<th>service_id</th>
+<th>total</th>
+<th>value</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>202111211127_ZTJlLXNlcnZpY2UtY29uc3VtZXI=.1</td>
+<td>ZTJlLXNlcnZpY2UtY29uc3VtZXI=.1</td>
+<td>4</td>
+<td>4</td>
+</tr>
+</tbody>
+</table>
+<p>And the row stored in IoTDB should be as following:
+(Query SQL: <code>select from root.skywalking.service_cpm align by device</code>)</p>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>total</th>
+<th>value</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494020000</td>
+<td>root.skywalking.service_cpm.“202111211127_ZTJlLXNlcnZpY2UtY29uc3VtZXI=.1”.“ZTJlLXNlcnZpY2UtY29uc3VtZXI=.1”</td>
+<td>4</td>
+<td>4</td>
+</tr>
+</tbody>
+</table>
+<p>The value of id and service_id are stored in the path in the specified order.</p>
+<ol start="3">
+<li>Trace segment: segment
+segment entity has 10 columns at least: ‘id’, segment_id, ‘trace_id’, ‘service_id’, service_instance_id, endpoint_id, start_time, latency, is_error, data_binary. In addition, it could have variable number of tags.<br>
+When segment entity includes 2 rows with timestamp 1637494106000 and 1637494134000, these rows should be as following. The <code>db.type</code> and <code>db.instance</code> are two tags. The first data has two tags, and the second data doesn’t have tag.</li>
+</ol>
+<table>
+<thead>
+<tr>
+<th>id</th>
+<th>segment_id</th>
+<th>trace_id</th>
+<th>service_id</th>
+<th>service_instance_id</th>
+<th>endpoint_id</th>
+<th>start_time</th>
+<th>latency</th>
+<th>is_error</th>
+<th>data_binary</th>
+<th>db.type</th>
+<th>db.instance</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>id_1</td>
+<td>segment_id_1</td>
+<td>trace_id_1</td>
+<td>service_id_1</td>
+<td>service_instance_id_1</td>
+<td>endpoint_id_1</td>
+<td>1637494106515</td>
+<td>1425</td>
+<td>0</td>
+<td>data_binary_1</td>
+<td>sql</td>
+<td>testdb</td>
+</tr>
+<tr>
+<td>id_2</td>
+<td>segment_id_2</td>
+<td>trace_id_2</td>
+<td>service_id_2</td>
+<td>service_instance_id_2</td>
+<td>endpoint_id_2</td>
+<td>2637494106765</td>
+<td>1254</td>
+<td>0</td>
+<td>data_binary_2</td>
+<td></td>
+<td></td>
+</tr>
+</tbody>
+</table>
+<p>And these row stored in IoTDB should be as following:
+(Query SQL: <code>select from root.skywalking.segment align by device</code>)</p>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>start_time</th>
+<th>data_binary</th>
+<th>latency</th>
+<th>endpoint_id</th>
+<th>is_error</th>
+<th>service_instance_id</th>
+<th>segment_id</th>
+<th>“db.type”</th>
+<th>“db.instance”</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494106000</td>
+<td>root.skywalking.segment.“id_1”.“service_id_1”.“trace_id_1”</td>
+<td>1637494106515</td>
+<td>data_binary_1</td>
+<td>1425</td>
+<td>endpoint_id_1</td>
+<td>0</td>
+<td>service_instance_id_1</td>
+<td>segment_id_1</td>
+<td>sql</td>
+<td>testdb</td>
+</tr>
+<tr>
+<td>1637494106000</td>
+<td>root.skywalking.segment.“id_2”.“service_id_2”.“trace_id_2”</td>
+<td>1637494106765</td>
+<td>data_binary_2</td>
+<td>1254</td>
+<td>endpoint_id_2</td>
+<td>0</td>
+<td>service_instance_id_2</td>
+<td>segment_id_2</td>
+<td>null</td>
+<td>null</td>
+</tr>
+</tbody>
+</table>
+<p>The value of id, service_id and trace_id are stored in the path in the specified order.
+<strong>Notice</strong>: If the measurement contains dot(<code>.</code>), it will be wrapped in double quotation mark since IoTDB doesn’t allow it. In order to align, IoTDB will append null value for those data without tag in some models.</p>
+<ol start="4">
+<li>Log
+log entity has 12 columns at least: ‘id’, unique_id, ‘service_id’, service_instance_id, endpoint_id, ‘trace_id’, trace_segment_id, span_id, content_type, content, tags_raw_data, timestamp. In addition, it could have variable number of tags.
+When log entity includes a row with timestamp 1637494052000, the row should be as following and the level is a tag.</li>
+</ol>
+<table>
+<thead>
+<tr>
+<th>id</th>
+<th>unique_id</th>
+<th>service_id</th>
+<th>service_instance_id</th>
+<th>endpoint_id</th>
+<th>trace_id</th>
+<th>trace_segment_id</th>
+<th>span_id</th>
+<th>content_type</th>
+<th>content</th>
+<th>tags_raw_data</th>
+<th>timestamp</th>
+<th>level</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>id_1</td>
+<td>unique_id_1</td>
+<td>service_id_1</td>
+<td>service_instance_id_1</td>
+<td>endpoint_id_1</td>
+<td>trace_id_1</td>
+<td>trace_segment_id_1</td>
+<td>0</td>
+<td>1</td>
+<td>content_1</td>
+<td>tags_raw_data_1</td>
+<td>1637494052118</td>
+<td>INFO</td>
+</tr>
+</tbody>
+</table>
+<p>And the row stored in IoTDB should be as following:
+(Query SQL: <code>select from root.skywalking.log align by device</code>)</p>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>unique_id</th>
+<th>content_type</th>
+<th>span_id</th>
+<th>tags_raw_data</th>
+<th>“timestamp”</th>
+<th>level</th>
+<th>service_instance_id</th>
+<th>content</th>
+<th>trace_segment_id</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494052000</td>
+<td>root.skywalking.“id_1”.“service_id_1”.“trace_id_1”</td>
+<td>unique_id_1</td>
+<td>1</td>
+<td>0</td>
+<td>tags_raw_data_1</td>
+<td>1637494052118</td>
+<td>INFO</td>
+<td>service_instance_id_1</td>
+<td>content_1</td>
+<td>trace_segment_id_1</td>
+</tr>
+</tbody>
+</table>
+<p>The value of id, service_id and trace_id are stored in the path in the specified order.
+<strong>Notice</strong>: If the measurement named timestamp, it will be wrapped in double quotation mark since IoTDB doesn’t allow it.</p>
+<ol start="5">
+<li>Profiling snapshots: profile_task_segment_snapshot
+profile_task_segment_snapshot has 6 columns: ‘id’, task_id, segment_id, dump_time, sequence, stack_binary.
+When profile_task_segment_snapshot includes a row with timestamp 1637494131000, the row should be as following.</li>
+</ol>
+<table>
+<thead>
+<tr>
+<th>id</th>
+<th>task_id</th>
+<th>segment_id</th>
+<th>dump_time</th>
+<th>sequence</th>
+<th>stack_binary</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>id_1</td>
+<td>task_id_1</td>
+<td>segment_id_1</td>
+<td>1637494131153</td>
+<td>0</td>
+<td>stack_binary_1</td>
+</tr>
+</tbody>
+</table>
+<p>And the row stored in IoTDB should be as following:
+(Query SQL: <code>select from root.skywalking.profile_task_segment_snapshot align by device</code>)</p>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>sequence</th>
+<th>dump_time</th>
+<th>stack_binary</th>
+<th>task_id</th>
+<th>segment_id</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494131000</td>
+<td>root.skywalking.profile_task_segment_snapshot.“id_1”</td>
+<td>0</td>
+<td>1637494131153</td>
+<td>stack_binary_1</td>
+<td>task_id_1</td>
+<td>segment_id_1</td>
+</tr>
+</tbody>
+</table>
+<p>The value of id is stored in the path in the specified order.</p>
+<h3 id="query">Query</h3>
+<p>In this design, part of the data is stored in memory through <code>LayerName</code>, so data from the same Model is spread across multiple <code>devices</code>. Queries often need to cross multiple <code>devices</code>. But in this aspect, IoTDB’s support is not perfect in cross-device aggregation query, sort query and pagination query. In some cases, we have to use a <strong>violence method</strong> that query all data meets the condition and then aggregate, sort or paginate th [...]
+<ul>
+<li>Discussion:
+<ul>
+<li><a href="https://github.com/apache/iotdb/discussions/3888">一个有关排序查询的问题（A problem about sort query）#3888</a></li>
+<li><a href="https://github.com/apache/iotdb/discussions/3907">一个有关聚合查询的问题（A problem about aggregation query）#3907</a></li>
+</ul>
+</li>
+</ul>
+<p>Query SQL for the general example above:</p>
+<div class="highlight"><pre style="background-color:#fff;-moz-tab-size:4;-o-tab-size:4;tab-size:4"><code class="language-sql" data-lang="sql"><span style="color:#998;font-style:italic">-- query all data in model1
+</span><span style="color:#998;font-style:italic"></span><span style="color:#000;font-weight:bold">select</span> <span style="color:#000;font-weight:bold">*</span> <span style="color:#000;font-weight:bold">from</span> root.skywalking.model1_name align <span style="color:#000;font-weight:bold">by</span> device;
+<span style="color:#998;font-style:italic">-- query the data in model2 with column22_value="test"
+</span><span style="color:#998;font-style:italic"></span><span style="color:#000;font-weight:bold">select</span> <span style="color:#000;font-weight:bold">*</span> <span style="color:#000;font-weight:bold">from</span> root.skywalking.model2_name.<span style="color:#000;font-weight:bold">*</span>.<span style="color:#d14">"test"</span> align <span style="color:#000;font-weight:bold">by</span> device;
+<span style="color:#998;font-style:italic">-- query the sum of column23 in model2 and group by column21
+</span><span style="color:#998;font-style:italic"></span><span style="color:#000;font-weight:bold">select</span> <span style="color:#000;font-weight:bold">sum</span>(column23) <span style="color:#000;font-weight:bold">from</span> root.skywalking.model2_name.<span style="color:#000;font-weight:bold">*</span>.<span style="color:#000;font-weight:bold">*</span> <span style="color:#000;font-weight:bold">group</span> <span style="color:#000;font-weight:bold">by</span> <span style="color:#000;f [...]
+</code></pre></div><p>iotdb-cli is a useful tools to connect and visit IoTDB server. More information please refer <a href="https://iotdb.apache.org/UserGuide/V0.12.x/CLI/Command-Line-Interface.html">Command Line Interface(CLI)</a></p>
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diff --git a/blog/e2e-design/index.html b/blog/e2e-design/index.html
index c281776..f1bfc66 100644
--- a/blog/e2e-design/index.html
+++ 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="2021-11-23T07:25:42+08:00" />
+<meta property="article:modified_time" content="2021-11-23T20:35:29+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="2021-11-23T07:25:42+08:00" />
+<meta itemprop="dateModified" content="2021-11-23T20:35:29+08:00" />
<meta itemprop="wordCount" content="1386">
@@ -493,6 +493,11 @@ func run() {
</li>
<li>
+ <a href="/tags/iotdb/" class="tag-link">IoTDB</a>
+ <span class="count">1</span>
+ </li>
+
+ <li>
<a href="/tags/java/" class="tag-link">Java</a>
<span class="count">2</span>
</li>
@@ -553,6 +558,11 @@ func run() {
</li>
<li>
+ <a href="/tags/storage/" class="tag-link">Storage</a>
+ <span class="count">1</span>
+ </li>
+
+ <li>
<a href="/tags/testing/" class="tag-link">Testing</a>
<span class="count">3</span>
</li>
@@ -3196,6 +3206,12 @@ 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 86e8ae1..b979ab3 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="2021-11-23T07:25:42+08:00" />
+<meta property="article:modified_time" content="2021-11-23T20:35:29+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="2021-11-23T07:25:42+08:00" />
+<meta itemprop="dateModified" content="2021-11-23T20:35:29+08:00" />
<meta itemprop="wordCount" content="1234">
@@ -440,6 +440,11 @@ designed for microservices, cloud native, and container-based (Docker, Kubernete
</li>
<li>
+ <a href="/tags/iotdb/" class="tag-link">IoTDB</a>
+ <span class="count">1</span>
+ </li>
+
+ <li>
<a href="/tags/java/" class="tag-link">Java</a>
<span class="count">2</span>
</li>
@@ -500,6 +505,11 @@ designed for microservices, cloud native, and container-based (Docker, Kubernete
</li>
<li>
+ <a href="/tags/storage/" class="tag-link">Storage</a>
+ <span class="count">1</span>
+ </li>
+
+ <li>
<a href="/tags/testing/" class="tag-link">Testing</a>
<span class="count">3</span>
</li>
@@ -3123,6 +3133,12 @@ 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 d2dbeac..f180505 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/2021-11-23-design-of-iotdb-storage-option/">The Design of Apache IoTDB Storage Option</a></h5>
+ <p class="mb-2 mb-md-3"><small class="text-muted">Tuesday, November 23, 2021 in Blog</small></p>
+
+
+
+
+
+
+ <p class="pt-0 mt-0">This plugin is the outcome of Apache IoTDB - Apache SkyWalking Adapter in Summer 2021 of Open Source Promotion Plan. The design and development work is under the guidance of @jixuan1989 from IoTDB and @wu-sheng from SkyWalking. Thanks for their …</p>
+ <p class="pt-0 mt-0">This is an introduction to IoTDB Storage Option. It introduces some basic concept about IoTDB and the storage schema design.</p>
+ <p class="pt-0"><a href="/blog/2021-11-23-design-of-iotdb-storage-option/">Read more</a></p>
+ </div>
+ </li>
+
+ <li class="media mb-4">
+ <div class="media-body">
<h5 class="mt-0 mb-1"><a href="/blog/2021-09-12-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>
@@ -332,23 +348,6 @@ From 2020, it has dominated the open source APM market in China, and expanded
</div>
</li>
- <li class="media mb-4">
- <div class="media-body">
- <h5 class="mt-0 mb-1"><a href="/blog/skywalking8-4-release/">Apache SkyWalking 8.4: Logs, VM Monitoring, and Dynamic Configurations at Agent Side</a></h5>
- <p class="mb-2 mb-md-3"><small class="text-muted">Friday, February 05, 2021 in Blog</small></p>
-
-
-
-
-
-
- <p class="pt-0 mt-0"> Origin: Tetrate.io blog
- The Apache SkyWalking team today announced the 8.4 release is generally available. This release fills the gap between all previous versions of SkyWalking and the logging domain area. The release also advances SkyWalking’s …</p>
- <p class="pt-0 mt-0">Logs, VM Monitoring, and Dynamic Configurations at Agent Side</p>
- <p class="pt-0"><a href="/blog/skywalking8-4-release/">Read more</a></p>
- </div>
- </li>
-
</ul>
</div>
@@ -433,6 +432,11 @@ From 2020, it has dominated the open source APM market in China, and expanded
</li>
<li>
+ <a href="/tags/iotdb/" class="tag-link">IoTDB</a>
+ <span class="count">1</span>
+ </li>
+
+ <li>
<a href="/tags/java/" class="tag-link">Java</a>
<span class="count">2</span>
</li>
@@ -493,6 +497,11 @@ From 2020, it has dominated the open source APM market in China, and expanded
</li>
<li>
+ <a href="/tags/storage/" class="tag-link">Storage</a>
+ <span class="count">1</span>
+ </li>
+
+ <li>
<a href="/tags/testing/" class="tag-link">Testing</a>
<span class="count">3</span>
</li>
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diff --git a/blog/index.xml b/blog/index.xml
index 94bfba8..a5ab67a 100644
--- a/blog/index.xml
+++ b/blog/index.xml
@@ -14,6 +14,495 @@
<item>
+ <title>Blog: The Design of Apache IoTDB Storage Option</title>
+ <link>/blog/2021-11-23-design-of-iotdb-storage-option/</link>
+ <pubDate>Tue, 23 Nov 2021 00:00:00 +0000</pubDate>
+
+ <guid>/blog/2021-11-23-design-of-iotdb-storage-option/</guid>
+ <description>
+
+
+ <p>This plugin is the outcome of <a href="https://summer.iscas.ac.cn/#/org/prodetail/210070771">Apache IoTDB - Apache SkyWalking Adapter</a> in <a href="https://summer.iscas.ac.cn/#/homepage">Summer 2021 of Open Source Promotion Plan</a>. The design and development work is under the guidance of <a href="https://github.com/jixuan1989">@jixuan1989</a> from IoTDB and <a href="https://github.com/wu-sheng"> [...]
+<h2 id="iotdb-storage-plugin-setup">IoTDB Storage Plugin Setup</h2>
+<p>IoTDB is a time-series database from Apache, which is one of the storage plugin options. If you want to use iotdb as SkyWalking backend storage, please refer to the following configuration.<br>
+IoTDB storage plugin is still in progress. Its efficiency will improve in the future.</p>
+<div class="highlight"><pre style="background-color:#fff;-moz-tab-size:4;-o-tab-size:4;tab-size:4"><code class="language-yaml" data-lang="yaml"><span style="color:#000080">storage</span>:<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">selector</span>:<span style="color:#bbb"> </span>${SW_STORAGE:iotdb}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">iotdb</span>:<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">host</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_HOST:127.0.0.1}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">rpcPort</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_RPC_PORT:6667}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">username</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_USERNAME:root}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">password</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_PASSWORD:root}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">storageGroup</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_STORAGE_GROUP:root.skywalking}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">sessionPoolSize</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_SESSIONPOOL_SIZE:16}<span style="color:#bbb">
+</span><span style="color:#bbb"> </span><span style="color:#000080">fetchTaskLogMaxSize</span>:<span style="color:#bbb"> </span>${SW_STORAGE_IOTDB_FETCH_TASK_LOG_MAX_SIZE:1000}<span style="color:#bbb"> </span><span style="color:#998;font-style:italic"># the max number of fetch task log in a request</span><span style="color:#bbb">
+</span></code></pre></div><p>All connection related settings, including host, rpcPort, username, and password are found in <code>application.yml</code>. Please ensure the IoTDB version &gt;= 0.12.3.</p>
+<h2 id="iotdb-introduction">IoTDB Introduction</h2>
+<p><a href="https://iotdb.apache.org/">Apache IoTDB</a> (Database for Internet of Things) is an IoT native database with high performance for data management and analysis, deployable on the edge and the cloud. It is a time-series database donated by Tsinghua University to Apache Foundation.</p>
+<h3 id="the-data-model-of-iotdb">The Data Model of IoTDB</h3>
+<p>We can use the tree structure to understand the data model of iotdb. If divided according to layers, from high to low is: <code>Storage Group</code> &ndash; (<code>LayerName</code>) &ndash; <code>Device</code> &ndash; <code>Measurement</code>. From the top layer to a certain layer below it is called a Path. The top layer is <code>Storage Group</code> (must start with <code>root.</code>), the penu [...]
+<h2 id="the-design-of-iotdb-storage-plugin">The Design of IoTDB Storage Plugin</h2>
+<h3 id="the-data-model-of-skywalking">The Data Model of SkyWalking</h3>
+<p>Each storage model of SkyWalking can be considered as a Model, which contains multiple Columns. Each Column has ColumnName and ColumnType attributes, representing the name and type of Column respectively. Each Column named ColumnName stores multiple Value of the ColumnType. From a relational database perspective, Model is a relational table and Column is the field in a relational table.</p>
+<h3 id="schema-design">Schema Design</h3>
+<p>Since each <code>LayerName</code> of IoTDB is stored in memory, it can be considered as an index, and this feature can be fully utilized to improve IoTDB query performance. The default storage group is <code>root.skywalking</code>, it will occupy the first and the second layer of the path. The model name is stored at the next layer of the storage group (the third layer of the path), such as <code>root.skywalking.model_name</code>.</p>
+<p>SkyWalking has its own index requirement, but it isn&rsquo;t applicable to IoTDB. Considering query frequency and referring to the implementation of the other storage options, we choose <code>id</code>, <code>entity_id</code>, <code>node_type</code>, <code>service_id</code>, <code>service_group</code>, <code>trace_id</code> as indexes and fix their order in the path. If we don&rsquo;t fix their order [...]
+<p>The mapping from SkyWalking data model to IoTDB data model is below.</p>
+<table>
+<thead>
+<tr>
+<th>SkyWalking</th>
+<th>IoTDB</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>Database</td>
+<td>Storage Group(1st and 2nd layer of the path)</td>
+</tr>
+<tr>
+<td>Model</td>
+<td>LayerName(3rd layer of the path)</td>
+</tr>
+<tr>
+<td>Indexed Column</td>
+<td>stored in memory through hard-code</td>
+</tr>
+<tr>
+<td>Indexed Column Value</td>
+<td>LayerName(after 3rd layer of the path)</td>
+</tr>
+<tr>
+<td>Non-indexed Column</td>
+<td>Measurement</td>
+</tr>
+<tr>
+<td>Non-indexed Value</td>
+<td>the value of Measurement</td>
+</tr>
+</tbody>
+</table>
+<h4 id="for-general-example">For general example</h4>
+<p>There are model1(&lsquo;column11&rsquo;, column12), model2(&lsquo;column21&rsquo;, &lsquo;column22&rsquo;, column23), model3(column31). Single quotation mark indicates that the column requires to be indexed. In this example, <code>modelx_name</code> refers to the name of modelx, <code>columnx_name</code> refers to the name of columnx and <code>columnx_value</code> refers to the value of columnx.</p>
+<p>Before these 3 model storage schema, here are some points we need to know.</p>
+<ul>
+<li>In order to avoid the value of indexed column contains dot(<code>.</code>), all of them should be wrapped in double quotation mark since IoTDB use dot(<code>.</code>) as the separator in the path.</li>
+<li>We use <code>align by device</code> in query SQL to get a more friendly result. For more information about <code>align by device</code>, please see <a href="https://iotdb.apache.org/UserGuide/V0.12.x/IoTDB-SQL-Language/DML-Data-Manipulation-Language.html">DML (Data Manipulation Language)</a> and <a href="https://iotdb.apache.org/SystemDesign/DataQuery/AlignByDeviceQuery.html">Query by device alignment</a>.</li>
+</ul>
+<p>The path of them is following:</p>
+<ul>
+<li>The Model with index:
+<ul>
+<li><code>root.skywalking.model1_name.column11_value.column12_name</code></li>
+<li><code>root.skywalking.model2_name.column21_value.column22_value.column23_name</code></li>
+</ul>
+</li>
+<li>The Model without index:
+<ul>
+<li><code>root.skywalking.model3_name.column31_Name</code></li>
+</ul>
+</li>
+</ul>
+<p>Use <code>select * from root.skywalking.modelx_name align by device</code> respectively to get their schema and data. The SQL result is following:</p>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>column12_name</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494020000</td>
+<td>root.skywalking.model1_name.&ldquo;column11_value&rdquo;</td>
+<td>column12_value</td>
+</tr>
+</tbody>
+</table>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>column23_name</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494020000</td>
+<td>root.skywalking.model2_name.&ldquo;column21_value&rdquo;.&ldquo;column22_value&rdquo;</td>
+<td>column23_value</td>
+</tr>
+</tbody>
+</table>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>column31_name</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494020000</td>
+<td>root.skywalking.model3_name</td>
+<td>column31_value</td>
+</tr>
+</tbody>
+</table>
+<h4 id="for-specific-example">For specific example</h4>
+<p>Before 5 typical examples, here are some points we need to know.</p>
+<ul>
+<li>The indexed columns and their order: <code>id</code>, <code>entity_id</code>, <code>node_type</code>, <code>service_id</code>, <code>service_group</code>, <code>trace_id</code>. Other columns are treated as non indexed and stored as Measurement.</li>
+<li>The storage entity extends Metrics or Record contains a column <code>time_bucket</code>. The <code>time_bucket</code> column in SkyWalking Model can be converted to the <code>timestamp</code> of IoTDB when inserting data. We don&rsquo;t need to store <code>time_bucket</code> separately. In the next examples, we won&rsquo;t list <code>time_bucket</code> anymore.</li>
+<li>The <code>Time</code> in query result corresponds to the <code>timestamp</code> in insert SQL and API.</li>
+</ul>
+<ol>
+<li>Metadata: service_traffic<br>
+service_traffic entity has 4 columns: &lsquo;id&rsquo;, name, &lsquo;node_type&rsquo;, &lsquo;service_group&rsquo;.<br>
+When service_traffic entity includes a row with timestamp 1637494020000, the row should be as following:
+(<strong>Notice</strong>: the value of service_group is null.)</li>
+</ol>
+<table>
+<thead>
+<tr>
+<th>id</th>
+<th>name</th>
+<th>node_type</th>
+<th>service_group</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>ZTJlLXNlcnZpY2UtcHJvdmlkZXI=.1</td>
+<td>e2e-service-provider</td>
+<td>0</td>
+<td></td>
+</tr>
+</tbody>
+</table>
+<p>And the row stored in IoTDB should be as following:
+(Query SQL: <code>select from root.skywalking.service_traffic align by device</code>)</p>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>name</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494020000</td>
+<td>root.skywalking.service_traffic.&ldquo;ZTJlLXNlcnZpY2UtcHJvdmlkZXI=.1&rdquo;.&ldquo;0&rdquo;.&ldquo;null&rdquo;</td>
+<td>e2e-service-provider</td>
+</tr>
+</tbody>
+</table>
+<p>The value of id, node_type and service_group are stored in the path in the specified order.
+<strong>Notice</strong>: If those index value is null, it will be transformed to a string &ldquo;null&rdquo;.</p>
+<ol start="2">
+<li>Metrics: service_cpm
+service_cpm entity has 4 columns: &lsquo;id&rsquo;, &lsquo;service_id&rsquo;, total, value.<br>
+When service_cpm entity includes a row with timestamp 1637494020000, the row should be as following:</li>
+</ol>
+<table>
+<thead>
+<tr>
+<th>id</th>
+<th>service_id</th>
+<th>total</th>
+<th>value</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>202111211127_ZTJlLXNlcnZpY2UtY29uc3VtZXI=.1</td>
+<td>ZTJlLXNlcnZpY2UtY29uc3VtZXI=.1</td>
+<td>4</td>
+<td>4</td>
+</tr>
+</tbody>
+</table>
+<p>And the row stored in IoTDB should be as following:
+(Query SQL: <code>select from root.skywalking.service_cpm align by device</code>)</p>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>total</th>
+<th>value</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494020000</td>
+<td>root.skywalking.service_cpm.&ldquo;202111211127_ZTJlLXNlcnZpY2UtY29uc3VtZXI=.1&rdquo;.&ldquo;ZTJlLXNlcnZpY2UtY29uc3VtZXI=.1&rdquo;</td>
+<td>4</td>
+<td>4</td>
+</tr>
+</tbody>
+</table>
+<p>The value of id and service_id are stored in the path in the specified order.</p>
+<ol start="3">
+<li>Trace segment: segment
+segment entity has 10 columns at least: &lsquo;id&rsquo;, segment_id, &lsquo;trace_id&rsquo;, &lsquo;service_id&rsquo;, service_instance_id, endpoint_id, start_time, latency, is_error, data_binary. In addition, it could have variable number of tags.<br>
+When segment entity includes 2 rows with timestamp 1637494106000 and 1637494134000, these rows should be as following. The <code>db.type</code> and <code>db.instance</code> are two tags. The first data has two tags, and the second data doesn&rsquo;t have tag.</li>
+</ol>
+<table>
+<thead>
+<tr>
+<th>id</th>
+<th>segment_id</th>
+<th>trace_id</th>
+<th>service_id</th>
+<th>service_instance_id</th>
+<th>endpoint_id</th>
+<th>start_time</th>
+<th>latency</th>
+<th>is_error</th>
+<th>data_binary</th>
+<th>db.type</th>
+<th>db.instance</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>id_1</td>
+<td>segment_id_1</td>
+<td>trace_id_1</td>
+<td>service_id_1</td>
+<td>service_instance_id_1</td>
+<td>endpoint_id_1</td>
+<td>1637494106515</td>
+<td>1425</td>
+<td>0</td>
+<td>data_binary_1</td>
+<td>sql</td>
+<td>testdb</td>
+</tr>
+<tr>
+<td>id_2</td>
+<td>segment_id_2</td>
+<td>trace_id_2</td>
+<td>service_id_2</td>
+<td>service_instance_id_2</td>
+<td>endpoint_id_2</td>
+<td>2637494106765</td>
+<td>1254</td>
+<td>0</td>
+<td>data_binary_2</td>
+<td></td>
+<td></td>
+</tr>
+</tbody>
+</table>
+<p>And these row stored in IoTDB should be as following:
+(Query SQL: <code>select from root.skywalking.segment align by device</code>)</p>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>start_time</th>
+<th>data_binary</th>
+<th>latency</th>
+<th>endpoint_id</th>
+<th>is_error</th>
+<th>service_instance_id</th>
+<th>segment_id</th>
+<th>&ldquo;db.type&rdquo;</th>
+<th>&ldquo;db.instance&rdquo;</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494106000</td>
+<td>root.skywalking.segment.&ldquo;id_1&rdquo;.&ldquo;service_id_1&rdquo;.&ldquo;trace_id_1&rdquo;</td>
+<td>1637494106515</td>
+<td>data_binary_1</td>
+<td>1425</td>
+<td>endpoint_id_1</td>
+<td>0</td>
+<td>service_instance_id_1</td>
+<td>segment_id_1</td>
+<td>sql</td>
+<td>testdb</td>
+</tr>
+<tr>
+<td>1637494106000</td>
+<td>root.skywalking.segment.&ldquo;id_2&rdquo;.&ldquo;service_id_2&rdquo;.&ldquo;trace_id_2&rdquo;</td>
+<td>1637494106765</td>
+<td>data_binary_2</td>
+<td>1254</td>
+<td>endpoint_id_2</td>
+<td>0</td>
+<td>service_instance_id_2</td>
+<td>segment_id_2</td>
+<td>null</td>
+<td>null</td>
+</tr>
+</tbody>
+</table>
+<p>The value of id, service_id and trace_id are stored in the path in the specified order.
+<strong>Notice</strong>: If the measurement contains dot(<code>.</code>), it will be wrapped in double quotation mark since IoTDB doesn&rsquo;t allow it. In order to align, IoTDB will append null value for those data without tag in some models.</p>
+<ol start="4">
+<li>Log
+log entity has 12 columns at least: &lsquo;id&rsquo;, unique_id, &lsquo;service_id&rsquo;, service_instance_id, endpoint_id, &lsquo;trace_id&rsquo;, trace_segment_id, span_id, content_type, content, tags_raw_data, timestamp. In addition, it could have variable number of tags.
+When log entity includes a row with timestamp 1637494052000, the row should be as following and the level is a tag.</li>
+</ol>
+<table>
+<thead>
+<tr>
+<th>id</th>
+<th>unique_id</th>
+<th>service_id</th>
+<th>service_instance_id</th>
+<th>endpoint_id</th>
+<th>trace_id</th>
+<th>trace_segment_id</th>
+<th>span_id</th>
+<th>content_type</th>
+<th>content</th>
+<th>tags_raw_data</th>
+<th>timestamp</th>
+<th>level</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>id_1</td>
+<td>unique_id_1</td>
+<td>service_id_1</td>
+<td>service_instance_id_1</td>
+<td>endpoint_id_1</td>
+<td>trace_id_1</td>
+<td>trace_segment_id_1</td>
+<td>0</td>
+<td>1</td>
+<td>content_1</td>
+<td>tags_raw_data_1</td>
+<td>1637494052118</td>
+<td>INFO</td>
+</tr>
+</tbody>
+</table>
+<p>And the row stored in IoTDB should be as following:
+(Query SQL: <code>select from root.skywalking.log align by device</code>)</p>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>unique_id</th>
+<th>content_type</th>
+<th>span_id</th>
+<th>tags_raw_data</th>
+<th>&ldquo;timestamp&rdquo;</th>
+<th>level</th>
+<th>service_instance_id</th>
+<th>content</th>
+<th>trace_segment_id</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494052000</td>
+<td>root.skywalking.&ldquo;id_1&rdquo;.&ldquo;service_id_1&rdquo;.&ldquo;trace_id_1&rdquo;</td>
+<td>unique_id_1</td>
+<td>1</td>
+<td>0</td>
+<td>tags_raw_data_1</td>
+<td>1637494052118</td>
+<td>INFO</td>
+<td>service_instance_id_1</td>
+<td>content_1</td>
+<td>trace_segment_id_1</td>
+</tr>
+</tbody>
+</table>
+<p>The value of id, service_id and trace_id are stored in the path in the specified order.
+<strong>Notice</strong>: If the measurement named timestamp, it will be wrapped in double quotation mark since IoTDB doesn&rsquo;t allow it.</p>
+<ol start="5">
+<li>Profiling snapshots: profile_task_segment_snapshot
+profile_task_segment_snapshot has 6 columns: &lsquo;id&rsquo;, task_id, segment_id, dump_time, sequence, stack_binary.
+When profile_task_segment_snapshot includes a row with timestamp 1637494131000, the row should be as following.</li>
+</ol>
+<table>
+<thead>
+<tr>
+<th>id</th>
+<th>task_id</th>
+<th>segment_id</th>
+<th>dump_time</th>
+<th>sequence</th>
+<th>stack_binary</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>id_1</td>
+<td>task_id_1</td>
+<td>segment_id_1</td>
+<td>1637494131153</td>
+<td>0</td>
+<td>stack_binary_1</td>
+</tr>
+</tbody>
+</table>
+<p>And the row stored in IoTDB should be as following:
+(Query SQL: <code>select from root.skywalking.profile_task_segment_snapshot align by device</code>)</p>
+<table>
+<thead>
+<tr>
+<th>Time</th>
+<th>Device</th>
+<th>sequence</th>
+<th>dump_time</th>
+<th>stack_binary</th>
+<th>task_id</th>
+<th>segment_id</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>1637494131000</td>
+<td>root.skywalking.profile_task_segment_snapshot.&ldquo;id_1&rdquo;</td>
+<td>0</td>
+<td>1637494131153</td>
+<td>stack_binary_1</td>
+<td>task_id_1</td>
+<td>segment_id_1</td>
+</tr>
+</tbody>
+</table>
+<p>The value of id is stored in the path in the specified order.</p>
+<h3 id="query">Query</h3>
+<p>In this design, part of the data is stored in memory through <code>LayerName</code>, so data from the same Model is spread across multiple <code>devices</code>. Queries often need to cross multiple <code>devices</code>. But in this aspect, IoTDB&rsquo;s support is not perfect in cross-device aggregation query, sort query and pagination query. In some cases, we have to use a <strong>violence method</strong> that query all data m [...]
+<ul>
+<li>Discussion:
+<ul>
+<li><a href="https://github.com/apache/iotdb/discussions/3888">一个有关排序查询的问题（A problem about sort query）#3888</a></li>
+<li><a href="https://github.com/apache/iotdb/discussions/3907">一个有关聚合查询的问题（A problem about aggregation query）#3907</a></li>
+</ul>
+</li>
+</ul>
+<p>Query SQL for the general example above:</p>
+<div class="highlight"><pre style="background-color:#fff;-moz-tab-size:4;-o-tab-size:4;tab-size:4"><code class="language-sql" data-lang="sql"><span style="color:#998;font-style:italic">-- query all data in model1
+</span><span style="color:#998;font-style:italic"></span><span style="color:#000;font-weight:bold">select</span> <span style="color:#000;font-weight:bold">*</span> <span style="color:#000;font-weight:bold">from</span> root.skywalking.model1_name align <span style="color:#000;font-weight:bold">by</span> device;
+<span style="color:#998;font-style:italic">-- query the data in model2 with column22_value=&#34;test&#34;
+</span><span style="color:#998;font-style:italic"></span><span style="color:#000;font-weight:bold">select</span> <span style="color:#000;font-weight:bold">*</span> <span style="color:#000;font-weight:bold">from</span> root.skywalking.model2_name.<span style="color:#000;font-weight:bold">*</span>.<span style="color:#d14">&#34;test&#34;</span> align <span [...]
+<span style="color:#998;font-style:italic">-- query the sum of column23 in model2 and group by column21
+</span><span style="color:#998;font-style:italic"></span><span style="color:#000;font-weight:bold">select</span> <span style="color:#000;font-weight:bold">sum</span>(column23) <span style="color:#000;font-weight:bold">from</span> root.skywalking.model2_name.<span style="color:#000;font-weight:bold">*</span>.<span style="color:#000;font-weight:bold">*</span> <sp [...]
+</code></pre></div><p>iotdb-cli is a useful tools to connect and visit IoTDB server. More information please refer <a href="https://iotdb.apache.org/UserGuide/V0.12.x/CLI/Command-Line-Interface.html">Command Line Interface(CLI)</a></p>
+
+ </description>
+ </item>
+
+ <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>
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
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<meta property="og:url" content="/blog/obs-service-mesh-vm-with-sw-and-als/" />
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<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" />
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</li>
<li>
+ <a href="/tags/iotdb/" class="tag-link">IoTDB</a>
+ <span class="count">1</span>
+ </li>
+
+ <li>
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<span class="count">2</span>
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</li>
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+ <a href="/tags/storage/" class="tag-link">Storage</a>
+ <span class="count">1</span>
+ </li>
+
+ <li>
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<span class="count">3</span>
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+ <h5 class="mt-0 mb-1"><a href="/blog/skywalking8-4-release/">Apache SkyWalking 8.4: Logs, VM Monitoring, and Dynamic Configurations at Agent Side</a></h5>
+ <p class="mb-2 mb-md-3"><small class="text-muted">Friday, February 05, 2021 in Blog</small></p>
+
+
+
+
+
+
+ <p class="pt-0 mt-0"> Origin: Tetrate.io blog
+ The Apache SkyWalking team today announced the 8.4 release is generally available. This release fills the gap between all previous versions of SkyWalking and the logging domain area. The release also advances SkyWalking’s …</p>
+ <p class="pt-0 mt-0">Logs, VM Monitoring, and Dynamic Configurations at Agent Side</p>
+ <p class="pt-0"><a href="/blog/skywalking8-4-release/">Read more</a></p>
+ </div>
+ </li>
+
+ <li class="media mb-4">
+ <div class="media-body">
<h5 class="mt-0 mb-1"><a href="/blog/2021-02-01-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>
@@ -335,22 +352,6 @@ Just 11 months ago, on Jan. 20th, 2020, SkyWalking hit the 200 contributors mark
</div>
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- <h5 class="mt-0 mb-1"><a href="/blog/2020-11-21-apachecon-obs-apisix/">[Video] Improve Apache APISIX observability with Apache SkyWalking</a></h5>
- <p class="mb-2 mb-md-3"><small class="text-muted">Saturday, November 21, 2020 in Blog</small></p>
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-
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- <p class="pt-0 mt-0">Apache APISIX is a cloud-native microservices API gateway, delivering the ultimate performance, security, open-source and scalable platform for all your APIs and microservices. Apache SkyWalking: an APM(application performance monitor) system, …</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-apisix/">Read more</a></p>
- </div>
- </li>
-
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+ <span class="count">1</span>
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</li>
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+ <a href="/tags/storage/" class="tag-link">Storage</a>
+ <span class="count">1</span>
+ </li>
+
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@@ -3103,6 +3114,12 @@ Just 11 months ago, on Jan. 20th, 2020, SkyWalking hit the 200 contributors mark
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+ <h5 class="mt-0 mb-1"><a href="/blog/2020-11-21-apachecon-obs-apisix/">[Video] Improve Apache APISIX observability with Apache SkyWalking</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">Apache APISIX is a cloud-native microservices API gateway, delivering the ultimate performance, security, open-source and scalable platform for all your APIs and microservices. Apache SkyWalking: an APM(application performance monitor) system, …</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-apisix/">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-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>
@@ -334,22 +350,6 @@ dingtalk message body …</p>
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- <h5 class="mt-0 mb-1"><a href="/blog/2019-01-25-mesh-loadtest/">SkyWalking performance in Service Mesh scenario</a></h5>
- <p class="mb-2 mb-md-3"><small class="text-muted">Friday, January 25, 2019 in Blog</small></p>
-
-
-
-
-
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- <p class="pt-0 mt-0"> Author: Hongtao Gao, Apache SkyWalking & ShardingShpere PMC GitHub, Twitter, Linkedin Service mesh receiver was first introduced in Apache SkyWalking 6.0.0-beta. It is designed to provide a common entrance for receiving telemetry data from …</p>
- <p class="pt-0 mt-0">Service mesh receiver performance test on Google Kubernetes Engine.</p>
- <p class="pt-0"><a href="/blog/2019-01-25-mesh-loadtest/">Read more</a></p>
- </div>
- </li>
-
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+ <span class="count">1</span>
+ </li>
+
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+ <h5 class="mt-0 mb-1"><a href="/blog/2019-01-25-mesh-loadtest/">SkyWalking performance in Service Mesh scenario</a></h5>
+ <p class="mb-2 mb-md-3"><small class="text-muted">Friday, January 25, 2019 in Blog</small></p>
+
+
+
+
+
+
+ <p class="pt-0 mt-0"> Author: Hongtao Gao, Apache SkyWalking & ShardingShpere PMC GitHub, Twitter, Linkedin Service mesh receiver was first introduced in Apache SkyWalking 6.0.0-beta. It is designed to provide a common entrance for receiving telemetry data from …</p>
+ <p class="pt-0 mt-0">Service mesh receiver performance test on Google Kubernetes Engine.</p>
+ <p class="pt-0"><a href="/blog/2019-01-25-mesh-loadtest/">Read more</a></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>
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+ <a href="/tags/iotdb/" class="tag-link">IoTDB</a>
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+ <a href="/tags/storage/" class="tag-link">Storage</a>
+ <span class="count">1</span>
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+ <span class="count">1</span>
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diff --git a/docs/main/v8.4.0/en/guides/backend-oal-scripts/index.html b/docs/main/v8.4.0/en/guides/backend-oal-scripts/index.html
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