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    <title>DEV Community: Erickson mugendi</title>
    <description>The latest articles on DEV Community by Erickson mugendi (@cruqza3).</description>
    <link>https://dev.to/cruqza3</link>
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      <title>DEV Community: Erickson mugendi</title>
      <link>https://dev.to/cruqza3</link>
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    <item>
      <title>Connecting Power BI to SQL Databases: From Local Servers to Cloud Platforms</title>
      <dc:creator>Erickson mugendi</dc:creator>
      <pubDate>Tue, 14 Jul 2026 03:12:35 +0000</pubDate>
      <link>https://dev.to/cruqza3/connecting-power-bi-to-sql-databases-from-local-servers-to-cloud-platforms-19mm</link>
      <guid>https://dev.to/cruqza3/connecting-power-bi-to-sql-databases-from-local-servers-to-cloud-platforms-19mm</guid>
      <description>&lt;h1&gt;
  
  
  Introduction
&lt;/h1&gt;

&lt;p&gt;When doing doing armature database creation and data storage for in local machine the type of connection mostly required is quite simple.&lt;br&gt;
Large organizations and large files storage require bigger and sometimes very large storage, this is where the term &lt;strong&gt;Cloud&lt;/strong&gt; comes in.&lt;br&gt;
Companies like Microsoft, oracle, Aws, Digital ocean &lt;em&gt;etc&lt;/em&gt; provides this services.&lt;/p&gt;

&lt;h2&gt;
  
  
  local Database connection
&lt;/h2&gt;

&lt;p&gt;Depending on the type of database a user is using, one can choose what Database Management System to use.&lt;br&gt;
Several &lt;strong&gt;DBMS&lt;/strong&gt; platforms exist but one &lt;strong&gt;Dbeaver&lt;/strong&gt; is a universal and is what we will focus on.&lt;br&gt;
To connect to your local database on dbeaver you will need:&lt;/p&gt;

&lt;p&gt;1.PostgreSQL Installed&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Ensure PostgreSQL is installed on your computer.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;PostgreSQL Server&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;PostgreSQL service running&lt;/p&gt;
&lt;/blockquote&gt;


&lt;/blockquote&gt;
&lt;br&gt;
&lt;/blockquote&gt;

&lt;p&gt;2.Database Details&lt;br&gt;
You'll need these connection details:&lt;/p&gt;

&lt;blockquote&gt;
&lt;blockquote&gt;
&lt;p&gt;Field    Example&lt;br&gt;
   Host localhost or 127.0.0.1&lt;br&gt;
   Port 5432 (default)&lt;br&gt;
   Database postgres or your database name (e.g., sales_db)&lt;br&gt;
   Username postgres&lt;br&gt;
   Password The password you set during PostgreS installation&lt;/p&gt;
&lt;/blockquote&gt;


&lt;/blockquote&gt;

&lt;p&gt;3.DBeaver&lt;/p&gt;

&lt;blockquote&gt;
&lt;blockquote&gt;
&lt;p&gt;Download and install DBeaver Community Edition if you haven't   already.&lt;/p&gt;
&lt;/blockquote&gt;


&lt;/blockquote&gt;

&lt;p&gt;4.PostgreSQL JDBC Driver&lt;/p&gt;

&lt;blockquote&gt;
&lt;blockquote&gt;
&lt;p&gt;The first time you create a PostgreSQL connection in DBeaver, it will ask to download the PostgreSQL JDBC driver.&lt;/p&gt;
&lt;/blockquote&gt;


&lt;/blockquote&gt;

&lt;p&gt;Click Download. DBeaver installs it automatically.&lt;/p&gt;

&lt;h3&gt;
  
  
  How to conect
&lt;/h3&gt;

&lt;p&gt;Step 1&lt;/p&gt;

&lt;p&gt;Open DBeaver.&lt;/p&gt;

&lt;p&gt;Step 2&lt;/p&gt;

&lt;p&gt;Click:&lt;/p&gt;

&lt;p&gt;Database&lt;br&gt;
→ New Database Connection&lt;/p&gt;

&lt;p&gt;or click the New Connection icon.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fxfqtcu1mgw3ymxqk0mdm.jpg" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fxfqtcu1mgw3ymxqk0mdm.jpg" alt="new database" width="800" height="480"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Step 3&lt;/p&gt;

&lt;p&gt;Choose&lt;/p&gt;

&lt;p&gt;PostgreSQL&lt;/p&gt;

&lt;p&gt;Click Next.&lt;/p&gt;

&lt;p&gt;Step 4&lt;/p&gt;

&lt;p&gt;Enter your connection details.&lt;/p&gt;

&lt;p&gt;Example:&lt;/p&gt;

&lt;p&gt;Host:&lt;br&gt;
localhost&lt;/p&gt;

&lt;p&gt;Port:&lt;br&gt;
5432&lt;/p&gt;

&lt;p&gt;Database:&lt;br&gt;
postgres&lt;/p&gt;

&lt;p&gt;Username:&lt;br&gt;
postgres&lt;/p&gt;

&lt;p&gt;Password:&lt;/p&gt;




&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F12xzn24z3mzksxncere9.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F12xzn24z3mzksxncere9.png" alt="enter credentials" width="800" height="799"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Step 5&lt;/p&gt;

&lt;p&gt;Click&lt;/p&gt;

&lt;p&gt;Test Connection&lt;/p&gt;

&lt;p&gt;If successful, you'll see:&lt;/p&gt;

&lt;p&gt;Connected&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fa6k6bb0zjkh1cxar3ro6.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fa6k6bb0zjkh1cxar3ro6.png" alt="successful connection" width="800" height="623"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Click Finish.&lt;/p&gt;

&lt;h1&gt;
  
  
  Connecting to a cloud Database
&lt;/h1&gt;

&lt;p&gt;Today organizations increasingly store their data in online &lt;strong&gt;cloud-hosted&lt;/strong&gt; databases rather than on local servers. These databases provide secure access over the internet, making it easy for teams in different locations to work with the same data.&lt;/p&gt;

&lt;p&gt;How the Connection Works&lt;br&gt;
Online Database&lt;br&gt;
(AWS, Azure, Aiven, GCP)&lt;br&gt;
        │&lt;br&gt;
        │ Internet&lt;br&gt;
        ▼&lt;br&gt;
Power BI Desktop&lt;br&gt;
        │&lt;br&gt;
        ▼&lt;br&gt;
Power Query&lt;br&gt;
        │&lt;br&gt;
        ▼&lt;br&gt;
Reports &amp;amp; Dashboards&lt;/p&gt;

&lt;h3&gt;
  
  
  lets connect power bi to Aiven SQl database
&lt;/h3&gt;

&lt;h5&gt;
  
  
  Step 1: Install the MySQL Connector
&lt;/h5&gt;

&lt;p&gt;Power BI uses the MySQL Connector/NET driver to communicate with MySQL databases.&lt;/p&gt;

&lt;p&gt;If it isn't already installed:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fv7nactm7kduhr8ctm1si.jpg" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fv7nactm7kduhr8ctm1si.jpg" alt="Install driver" width="800" height="579"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Download MySQL Connector/NET from Oracle.&lt;br&gt;
Install it.&lt;br&gt;
Restart Power BI.&lt;/p&gt;

&lt;h5&gt;
  
  
  Step 2: Connect from Power BI
&lt;/h5&gt;

&lt;p&gt;Open Power BI Desktop.&lt;/p&gt;

&lt;p&gt;Go to:&lt;/p&gt;

&lt;p&gt;Home&lt;br&gt;
→ Get Data&lt;br&gt;
→ MySQL Database&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F3iusr76d85rd159clvpf.jpg" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F3iusr76d85rd159clvpf.jpg" alt="getting data" width="800" height="374"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h5&gt;
  
  
  Step 4: Enter the Server Information
&lt;/h5&gt;

&lt;p&gt;In the Server field, enter:&lt;/p&gt;

&lt;p&gt;mysql-demo.aivencloud.com:15432&lt;/p&gt;

&lt;p&gt;Replace the hostname and port with the values from your Aiven dashboard.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fwjhxgcljopo0j3zqjrbv.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fwjhxgcljopo0j3zqjrbv.png" alt="authentication" width="800" height="350"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h5&gt;
  
  
  Step 4: Authenticate
&lt;/h5&gt;

&lt;p&gt;Choose Database Authentication.&lt;/p&gt;

&lt;p&gt;Enter:&lt;/p&gt;

&lt;p&gt;Username:&lt;br&gt;
avnadmin&lt;/p&gt;

&lt;p&gt;Password:&lt;/p&gt;




&lt;p&gt;Click Connect.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F81zpqu4vt95t9ygdm8ha.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F81zpqu4vt95t9ygdm8ha.png" alt="click on the database and enter credentials" width="800" height="414"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h5&gt;
  
  
  Step 5: SSL Configuration
&lt;/h5&gt;

&lt;p&gt;Aiven requires encrypted connections.&lt;/p&gt;

&lt;p&gt;Aiven mysql doesnt really need SSl certificate as it uses &lt;br&gt;
&lt;em&gt;the database driver (MySQL Connector/NET or Npgsql).&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Step 8: Select Tables&lt;/p&gt;

&lt;p&gt;After authentication, the Navigator window appears.&lt;/p&gt;

&lt;p&gt;Example:&lt;br&gt;
products&lt;/p&gt;

&lt;p&gt;sales&lt;/p&gt;

&lt;p&gt;employees&lt;/p&gt;

&lt;p&gt;Select the tables you need.&lt;/p&gt;

&lt;p&gt;Choose:&lt;/p&gt;

&lt;p&gt;Load – Import directly into Power BI.&lt;br&gt;
Transform Data – Open Power Query to clean and shape the data before loading.&lt;/p&gt;

&lt;h2&gt;
  
  
  Postgre Database
&lt;/h2&gt;

&lt;h4&gt;
  
  
  connection to postgre service requires ssl certificate
&lt;/h4&gt;

&lt;p&gt;i) click your Windows taskbar search tool, type "Manage computer certificates" (or press Win + R, type certlm.msc, and press Enter) to open the Certificate Manager.&lt;br&gt;
ii) On the left side panel, locate and expand the folder named Trusted Root Certification Authorities.&lt;br&gt;
iii) Right-click the underlying Certificates sub-folder -&amp;gt; Go to All Tasks -&amp;gt; Click Import....&lt;br&gt;
iv) Step into the wizard and click Next. When the file browser opens, change the extension dropdown in the bottom-right corner from "X.509" to "All Files (.)" otherwise, your ca.pem file will stay invisible&lt;br&gt;
v) Select your ca.pem file, click Next through the default locations, and click Finish. Click Yes on the dramatic Windows security warning pop-up.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F7nj6p5irq76u7vm2z116.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F7nj6p5irq76u7vm2z116.png" alt="ssl.Pem" width="800" height="504"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h6&gt;
  
  
  then move to certificate and right click to display
&lt;/h6&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Frojy2pcp07iw1v3itb1s.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Frojy2pcp07iw1v3itb1s.png" alt="click on import" width="800" height="447"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h6&gt;
  
  
  ##click browse and navigate to where you stored the ca.certificate
&lt;/h6&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fuz0ti7f9smfbyjj9bikp.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fuz0ti7f9smfbyjj9bikp.png" alt="click browse and follow steps" width="800" height="671"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Click next till Finish to install.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F5aejld24haputxwgvp4f.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F5aejld24haputxwgvp4f.png" alt="click next" width="800" height="659"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h6&gt;
  
  
  ##Click Finish to complete installation
&lt;/h6&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fz1c0otdyu77f8juxpiut.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fz1c0otdyu77f8juxpiut.png" alt="Finish" width="800" height="800"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;This point you install and return to powerbi and follow the process above for authentication. You will be connected and ready to transform your data&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Data modelling relationships, joins and schemas in power bi</title>
      <dc:creator>Erickson mugendi</dc:creator>
      <pubDate>Tue, 30 Jun 2026 07:17:04 +0000</pubDate>
      <link>https://dev.to/cruqza3/data-modelling-relationships-joins-and-schemas-in-power-bi-38be</link>
      <guid>https://dev.to/cruqza3/data-modelling-relationships-joins-and-schemas-in-power-bi-38be</guid>
      <description>&lt;p&gt;Data modelling is bringing all the tables, laying them out and connecting relationships between. A well-designed model makes your dashboards faster, easier to maintain, and more scalable.&lt;/p&gt;

&lt;p&gt;A fact table stores measurable business events, such as sales, orders, or transactions. It contains numeric values and foreign keys to related dimension tables.&lt;/p&gt;

&lt;p&gt;A dimension table stores descriptive information such as customer names, product categories, or dates that is used to filter and group facts.&lt;/p&gt;

&lt;h2&gt;
  
  
  Types of Relationships
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;One-to-Many
This means one table can be connected to other many tables. 
eg. A landlord can have many rental houses.&lt;/li&gt;
&lt;li&gt;Many-to-Many
eg. many students can have many different courses they are undertaking.
Many-to-many relationships are supported but should be used carefully because they can introduce ambiguity.&lt;/li&gt;
&lt;li&gt;One-One 
Each row matches exactly to one row&lt;/li&gt;
&lt;li&gt;Many-One
This is simply the same relationship viewed from the opposite table.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  JOINS
&lt;/h2&gt;

&lt;p&gt;Used when you want to combine multiple tables physically before loading them into the data model. You do this using the Merge feature.&lt;br&gt;
&lt;code&gt;Inner Join&lt;/code&gt;: Returns only rows where matching keys exist in both tables.&lt;br&gt;
&lt;code&gt;Left Outer Join&lt;/code&gt;: Returns all rows from the first table and matches from the second.&lt;br&gt;
&lt;code&gt;Right Outer Join&lt;/code&gt;: Returns all rows from the second table and matches from the first.&lt;br&gt;
&lt;code&gt;Full Outer&lt;/code&gt;: Returns all rows from both tables.&lt;/p&gt;

&lt;h2&gt;
  
  
  Schemas
&lt;/h2&gt;

&lt;p&gt;A schema is how you structure your data model&lt;br&gt;
Types include:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Star schema &lt;br&gt;
There is one central fact table. &lt;br&gt;
There are several surrounding dimension tables.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Snowflake Schema&lt;br&gt;
A snowflake schema is like a star schema, but dimension tables are further broken down into smaller related tables.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;code&gt;PRIMARY KEYS&lt;/code&gt; A primary key is a column that uniquely identifies each row in a table.&lt;br&gt;
&lt;code&gt;FOREIGN KEY&lt;/code&gt; A foreign key is a column in one table that refers to the primary key in another table. Foreign keys are used to connect tables.&lt;/p&gt;

&lt;p&gt;&lt;code&gt;Fact table&lt;/code&gt; is a stores events, transactions, or measurable business activities. &lt;br&gt;
&lt;code&gt;Dimension Table&lt;/code&gt; is a describes the items in the fact table. &lt;/p&gt;

</description>
    </item>
    <item>
      <title>Data Science and Analytics</title>
      <dc:creator>Erickson mugendi</dc:creator>
      <pubDate>Sat, 06 Jun 2026 13:26:20 +0000</pubDate>
      <link>https://dev.to/cruqza3/data-science-and-analytics-1ban</link>
      <guid>https://dev.to/cruqza3/data-science-and-analytics-1ban</guid>
      <description>&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ftz9s3bdox8i7ijuhpdf4.jpg" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ftz9s3bdox8i7ijuhpdf4.jpg" alt="Camp working" width="799" height="371"&gt;&lt;/a&gt;##Data science and analytics&lt;br&gt;
 This has my dream all through and finally am here. I am super excited to start my new journey, week one has been all about data cleaning in excel which excited me as its a field have been heavily involved in career wise, I am diving deep to make data more insightful.&lt;/p&gt;

&lt;h2&gt;
  
  
  How Excel is Used in Real-World Data Analysis
&lt;/h2&gt;

&lt;p&gt;Cleaning data in excel really helps to bring out certain data driven trends clearly.&lt;br&gt;
Forecasting is very useful to predict market trends. Data can be classified into quarters and clearly show how sale trends appear.&lt;br&gt;
Visualization is definitely a feature admired in boardrooms to show case business progress.&lt;br&gt;
ISBLANK, IFERROR are helpful in big datasets to check for errors and blank cells in cleaning. &lt;br&gt;
Turning to Power query is a game changer in connecting to different databases.&lt;/p&gt;

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