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    <title>DEV Community: Mete Kahyagil</title>
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      <title>CASE .NET (312-95) in C#: Five Vulnerable Snippets Fixed, One per Secure Coding Module</title>
      <dc:creator>Mete Kahyagil</dc:creator>
      <pubDate>Fri, 16 Oct 2026 03:01:52 +0000</pubDate>
      <link>https://dev.to/mete_kahyagil_faed69d7fc3/case-net-312-95-in-c-five-vulnerable-snippets-fixed-one-per-secure-coding-module-259o</link>
      <guid>https://dev.to/mete_kahyagil_faed69d7fc3/case-net-312-95-in-c-five-vulnerable-snippets-fixed-one-per-secure-coding-module-259o</guid>
      <description>&lt;p&gt;The EC-Council CASE .NET exam (312-95) is 50 multiple-choice questions in 2 hours, and you need 70% to pass. Half of its ten modules are about secure coding in .NET, so the fastest way to study them is to write the bad code, then fix it. This post does that for each of the five coding modules, with C# you can paste into an ASP.NET Core app.&lt;/p&gt;

&lt;h2&gt;
  
  
  What does the 312-95 exam look like?
&lt;/h2&gt;

&lt;p&gt;These are the numbers EC-Council publishes for the exam. Everything below them is code.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Item&lt;/th&gt;
&lt;th&gt;What EC-Council lists&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Exam code&lt;/td&gt;
&lt;td&gt;312-95 (CASE .NET)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Questions&lt;/td&gt;
&lt;td&gt;50&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Duration&lt;/td&gt;
&lt;td&gt;2 hours&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Format&lt;/td&gt;
&lt;td&gt;Multiple choice&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Passing score&lt;/td&gt;
&lt;td&gt;70%, so 35 of 50&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Delivery&lt;/td&gt;
&lt;td&gt;EC-Council Exam Portal&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Application fee&lt;/td&gt;
&lt;td&gt;USD 100 for the experience route (2 years in InfoSec or software)&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;You can also qualify by taking the official training through an accredited partner, where the fee is often part of the course price. The eligibility rules and the full module list are on the &lt;a href="https://www.eccouncil.org/train-certify/certified-application-security-engineer-case-net/" rel="noopener noreferrer"&gt;EC-Council CASE .NET certification page&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Which modules of CASE .NET are about writing code?
&lt;/h2&gt;

&lt;p&gt;The course outline has ten modules. Modules 01 to 03 cover threats, security requirements and secure design. Modules 09 and 10 cover testing (SAST and DAST) and secure deployment. Modules 04 to 08 sit in the middle, and each one is a secure coding practice:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Module 04: input validation&lt;/li&gt;
&lt;li&gt;Module 05: authentication and authorization&lt;/li&gt;
&lt;li&gt;Module 06: cryptography&lt;/li&gt;
&lt;li&gt;Module 07: session management&lt;/li&gt;
&lt;li&gt;Module 08: error handling&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The map below pairs each of the ten modules with the .NET API this post uses for it.&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%2Ftvu5f5h6qjn8twrsuq6v.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%2Ftvu5f5h6qjn8twrsuq6v.png" alt="CASE .NET 312-95 map: ten modules, five of them secure coding, each paired with one .NET API" width="800" height="1120"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Module&lt;/th&gt;
&lt;th&gt;The bug in the "before" code&lt;/th&gt;
&lt;th&gt;The .NET fix&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;04 Input validation&lt;/td&gt;
&lt;td&gt;User input glued into SQL&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;FromSql&lt;/code&gt; with an interpolated string, plus data annotations&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;05 Authentication and authorization&lt;/td&gt;
&lt;td&gt;Unsalted SHA-256 password hash&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;Rfc2898DeriveBytes.Pbkdf2&lt;/code&gt; and an authorization policy&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;06 Cryptography&lt;/td&gt;
&lt;td&gt;AES in ECB mode with a key in source&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;AesGcm&lt;/code&gt; with a random 12-byte nonce&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;07 Session management&lt;/td&gt;
&lt;td&gt;Default cookie, no CSRF check&lt;/td&gt;
&lt;td&gt;Cookie flags and &lt;code&gt;AutoValidateAntiforgeryToken&lt;/code&gt;
&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;08 Error handling&lt;/td&gt;
&lt;td&gt;Stack trace sent to the browser&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;UseExceptionHandler&lt;/code&gt; with problem details&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Module 04: How do you stop SQL injection in EF Core?
&lt;/h2&gt;

&lt;p&gt;Here is the classic mistake. The user's e-mail address goes straight into the SQL text, so an input like &lt;code&gt;x' OR '1'='1&lt;/code&gt; changes the query.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Before: user input concatenated into the SQL string&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;orders&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Orders&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FromSqlRaw&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"SELECT * FROM Orders WHERE CustomerEmail = '"&lt;/span&gt; &lt;span class="p"&gt;+&lt;/span&gt; &lt;span class="n"&gt;email&lt;/span&gt; &lt;span class="p"&gt;+&lt;/span&gt; &lt;span class="s"&gt;"'"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ToListAsync&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The fix is one method name. &lt;code&gt;FromSql&lt;/code&gt; looks like string interpolation, but EF Core turns every &lt;code&gt;{value}&lt;/code&gt; into a real database parameter.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// After: {email} is sent as a DbParameter, never as SQL text&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;orders&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Orders&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FromSql&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;$"SELECT * FROM Orders WHERE CustomerEmail = &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="n"&gt;email&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ToListAsync&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Microsoft's guide on &lt;a href="https://learn.microsoft.com/en-us/ef/core/querying/sql-queries" rel="noopener noreferrer"&gt;raw SQL queries in EF Core&lt;/a&gt; says &lt;code&gt;FromSql&lt;/code&gt; and &lt;code&gt;FromSqlInterpolated&lt;/code&gt; are safe against SQL injection, while &lt;code&gt;FromSqlRaw&lt;/code&gt; can be vulnerable if you build the string yourself. &lt;code&gt;FromSql&lt;/code&gt; arrived in EF Core 7.0; on older versions, use &lt;code&gt;FromSqlInterpolated&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;Parameters stop injection, but the module also covers checking input before it reaches the query. Data annotations do that in a few lines:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;OrderLookup&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;Required&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;EmailAddress&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nf"&gt;StringLength&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&gt;254&lt;/span&gt;&lt;span class="p"&gt;)]&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;Email&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="k"&gt;get&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="k"&gt;set&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;""&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;ApiController&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nf"&gt;Route&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"api/orders"&lt;/span&gt;&lt;span class="p"&gt;)]&lt;/span&gt;
&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;OrdersController&lt;/span&gt; &lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;ControllerBase&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nf"&gt;HttpPost&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"lookup"&lt;/span&gt;&lt;span class="p"&gt;)]&lt;/span&gt;
    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="n"&gt;IActionResult&lt;/span&gt; &lt;span class="nf"&gt;Lookup&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;OrderLookup&lt;/span&gt; &lt;span class="n"&gt;input&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="c1"&gt;// With [ApiController], an invalid OrderLookup never gets here:&lt;/span&gt;
        &lt;span class="c1"&gt;// the framework answers HTTP 400 with the validation errors.&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;Ok&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Without &lt;code&gt;[ApiController]&lt;/code&gt;, as in Razor Pages or MVC views, you have to check &lt;code&gt;ModelState.IsValid&lt;/code&gt; yourself. The built-in attributes are listed in the &lt;a href="https://learn.microsoft.com/en-us/aspnet/core/mvc/models/validation?view=aspnetcore-10.0" rel="noopener noreferrer"&gt;ASP.NET Core model validation docs&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Module 05: How should a .NET app store and check passwords?
&lt;/h2&gt;

&lt;p&gt;A fast hash is the wrong tool for passwords. SHA-256 is built to be quick, so an attacker with a stolen table can try billions of guesses, and with no salt, two users with the same password get the same hash.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Before: fast and unsalted&lt;/span&gt;
&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;hash&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Convert&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ToHexString&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;SHA256&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;HashData&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Encoding&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;UTF8&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetBytes&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;password&lt;/span&gt;&lt;span class="p"&gt;)));&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;A slow key-derivation function with a random salt per user fixes both problems. The figure of 600,000 iterations for PBKDF2 with HMAC-SHA256 comes from the &lt;a href="https://cheatsheetseries.owasp.org/cheatsheets/Password_Storage_Cheat_Sheet.html" rel="noopener noreferrer"&gt;OWASP Password Storage Cheat Sheet&lt;/a&gt;, which also lists Argon2id, scrypt and bcrypt as options.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;static&lt;/span&gt; &lt;span class="k"&gt;class&lt;/span&gt; &lt;span class="nc"&gt;Pbkdf2Passwords&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;const&lt;/span&gt; &lt;span class="kt"&gt;int&lt;/span&gt; &lt;span class="n"&gt;SaltSize&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="m"&gt;16&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;          &lt;span class="c1"&gt;// 128-bit random salt per user&lt;/span&gt;
    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;const&lt;/span&gt; &lt;span class="kt"&gt;int&lt;/span&gt; &lt;span class="n"&gt;KeySize&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="m"&gt;32&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;           &lt;span class="c1"&gt;// 256-bit derived key&lt;/span&gt;
    &lt;span class="k"&gt;private&lt;/span&gt; &lt;span class="k"&gt;const&lt;/span&gt; &lt;span class="kt"&gt;int&lt;/span&gt; &lt;span class="n"&gt;Iterations&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="m"&gt;600_000&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;   &lt;span class="c1"&gt;// OWASP figure for PBKDF2-HMAC-SHA256&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;static&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="nf"&gt;Hash&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;password&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;salt&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;RandomNumberGenerator&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetBytes&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;SaltSize&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Rfc2898DeriveBytes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Pbkdf2&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;password&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;salt&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;Iterations&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;HashAlgorithmName&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;SHA256&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;KeySize&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="s"&gt;$"&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="n"&gt;Iterations&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s"&gt;.&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="n"&gt;Convert&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ToBase64String&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;salt&lt;/span&gt;&lt;span class="p"&gt;)}&lt;/span&gt;&lt;span class="s"&gt;.&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="n"&gt;Convert&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ToBase64String&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;)}&lt;/span&gt;&lt;span class="s"&gt;"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;

    &lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;static&lt;/span&gt; &lt;span class="kt"&gt;bool&lt;/span&gt; &lt;span class="nf"&gt;Verify&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;password&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="kt"&gt;string&lt;/span&gt; &lt;span class="n"&gt;stored&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="kt"&gt;string&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;parts&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;stored&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Split&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sc"&gt;'.'&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="kt"&gt;int&lt;/span&gt; &lt;span class="n"&gt;iterations&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="kt"&gt;int&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Parse&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;parts&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="m"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]);&lt;/span&gt;
        &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;salt&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Convert&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FromBase64String&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;parts&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="m"&gt;1&lt;/span&gt;&lt;span class="p"&gt;]);&lt;/span&gt;
        &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;expected&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Convert&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FromBase64String&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;parts&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="m"&gt;2&lt;/span&gt;&lt;span class="p"&gt;]);&lt;/span&gt;
        &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;actual&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Rfc2898DeriveBytes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Pbkdf2&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;password&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;salt&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;iterations&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;HashAlgorithmName&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;SHA256&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;expected&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Length&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;CryptographicOperations&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FixedTimeEquals&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;actual&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;expected&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;   &lt;span class="c1"&gt;// no early exit, no timing leak&lt;/span&gt;
    &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Storing the iteration count next to the hash lets you raise it later without breaking old accounts. The overloads of the one-shot method are listed on the &lt;a href="https://learn.microsoft.com/en-us/dotnet/api/system.security.cryptography.rfc2898derivebytes.pbkdf2?view=net-10.0" rel="noopener noreferrer"&gt;Rfc2898DeriveBytes.Pbkdf2 API page&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;The second half of the module is authorization: deciding what a signed-in user may do. Two habits cover most questions. Name your rules as policies instead of scattering role checks, and check that the record belongs to the caller.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddAuthorization&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;options&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;
    &lt;span class="n"&gt;options&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddPolicy&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"CanRefund"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;p&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="n"&gt;p&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;RequireRole&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"Finance"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;RequireClaim&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"mfa"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="s"&gt;"true"&lt;/span&gt;&lt;span class="p"&gt;)));&lt;/span&gt;

&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nf"&gt;Authorize&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Policy&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"CanRefund"&lt;/span&gt;&lt;span class="p"&gt;)]&lt;/span&gt;
&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nf"&gt;HttpPost&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"{id}/refund"&lt;/span&gt;&lt;span class="p"&gt;)]&lt;/span&gt;
&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="n"&gt;Task&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="n"&gt;IActionResult&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;Refund&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;int&lt;/span&gt; &lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;order&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;db&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Orders&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FindAsync&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;id&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;order&lt;/span&gt; &lt;span class="k"&gt;is&lt;/span&gt; &lt;span class="k"&gt;null&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;NotFound&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;order&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;OwnerId&lt;/span&gt; &lt;span class="p"&gt;!=&lt;/span&gt; &lt;span class="n"&gt;User&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FindFirst&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ClaimTypes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;NameIdentifier&lt;/span&gt;&lt;span class="p"&gt;)?.&lt;/span&gt;&lt;span class="n"&gt;Value&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;Forbid&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;   &lt;span class="c1"&gt;// no IDOR&lt;/span&gt;
    &lt;span class="c1"&gt;// ...&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;NoContent&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Module 06: What does safe encryption look like in .NET?
&lt;/h2&gt;

&lt;p&gt;This snippet makes two mistakes the cryptography module asks about. The key is a string in the source code, and ECB mode encrypts equal blocks of plaintext to equal blocks of ciphertext, so patterns in the data show through.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Before: hard-coded key, ECB mode, no integrity check&lt;/span&gt;
&lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;var&lt;/span&gt; &lt;span class="n"&gt;aes&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Aes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Create&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;span class="n"&gt;aes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Key&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;Encoding&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;UTF8&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetBytes&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="s"&gt;"0123456789abcdef"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="n"&gt;aes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Mode&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;CipherMode&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ECB&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;AES-GCM encrypts and authenticates in one step: if anyone changes a byte of the ciphertext, decryption fails instead of returning garbage.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="k"&gt;public&lt;/span&gt; &lt;span class="k"&gt;static&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;Nonce&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;Cipher&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;Tag&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="nf"&gt;Seal&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;plain&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;nonce&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;RandomNumberGenerator&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;GetBytes&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;AesGcm&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;NonceByteSizes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;MaxSize&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;   &lt;span class="c1"&gt;// 12 bytes, new every call&lt;/span&gt;
    &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;cipher&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;plain&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Length&lt;/span&gt;&lt;span class="p"&gt;];&lt;/span&gt;
    &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[]&lt;/span&gt; &lt;span class="n"&gt;tag&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="kt"&gt;byte&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;AesGcm&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;TagByteSizes&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;MaxSize&lt;/span&gt;&lt;span class="p"&gt;];&lt;/span&gt;                              &lt;span class="c1"&gt;// 16 bytes&lt;/span&gt;
    &lt;span class="k"&gt;using&lt;/span&gt; &lt;span class="nn"&gt;var&lt;/span&gt; &lt;span class="n"&gt;gcm&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;AesGcm&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;tag&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Length&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="n"&gt;gcm&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Encrypt&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;nonce&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;plain&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;cipher&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;tag&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;nonce&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;cipher&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;tag&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Three details are worth remembering. Never reuse a nonce with the same key. Pass the tag size to the constructor, because the &lt;a href="https://learn.microsoft.com/en-us/dotnet/api/system.security.cryptography.aesgcm?view=net-10.0" rel="noopener noreferrer"&gt;AesGcm class reference&lt;/a&gt; marks the key-only constructor as obsolete. And load the 32-byte key from a secret store, not from source code or &lt;code&gt;appsettings.json&lt;/code&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Module 07: Which cookie and CSRF settings protect a session?
&lt;/h2&gt;

&lt;p&gt;The session cookie is the user's identity after login, so its flags matter. Every option below is described in the &lt;a href="https://learn.microsoft.com/en-us/aspnet/core/security/authentication/cookie?view=aspnetcore-10.0" rel="noopener noreferrer"&gt;cookie authentication docs&lt;/a&gt;. This setup keeps scripts away from the cookie, sends it over HTTPS only, keeps it off cross-site requests, and gives it a fixed 20-minute life.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddAuthentication&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;CookieAuthenticationDefaults&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;AuthenticationScheme&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddCookie&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;options&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt;
        &lt;span class="n"&gt;options&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Cookie&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;HttpOnly&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;true&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;                           &lt;span class="c1"&gt;// not readable from document.cookie&lt;/span&gt;
        &lt;span class="n"&gt;options&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Cookie&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;SecurePolicy&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;CookieSecurePolicy&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Always&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;  &lt;span class="c1"&gt;// HTTPS only&lt;/span&gt;
        &lt;span class="n"&gt;options&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Cookie&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;SameSite&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;SameSiteMode&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Strict&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;            &lt;span class="c1"&gt;// not sent on cross-site requests&lt;/span&gt;
        &lt;span class="n"&gt;options&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ExpireTimeSpan&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;TimeSpan&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;FromMinutes&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="m"&gt;20&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
        &lt;span class="n"&gt;options&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;SlidingExpiration&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="k"&gt;false&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;                        &lt;span class="c1"&gt;// a stolen cookie cannot be kept alive&lt;/span&gt;
        &lt;span class="n"&gt;options&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;LoginPath&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"/Account/Login"&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
    &lt;span class="p"&gt;});&lt;/span&gt;

&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddControllersWithViews&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;options&lt;/span&gt; &lt;span class="p"&gt;=&amp;gt;&lt;/span&gt;
    &lt;span class="n"&gt;options&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Filters&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Add&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nf"&gt;AutoValidateAntiforgeryTokenAttribute&lt;/span&gt;&lt;span class="p"&gt;()));&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Microsoft's own sample on that page turns sliding expiration on. That keeps users signed in while they work; turning it off trades some convenience for a shorter window if a cookie leaks. Know both choices and why you would pick each.&lt;/p&gt;

&lt;p&gt;&lt;code&gt;AutoValidateAntiforgeryToken&lt;/code&gt; checks the antiforgery token on every POST, PUT and DELETE, but skips GET, HEAD, OPTIONS and TRACE. Note that &lt;code&gt;AddControllers&lt;/code&gt; alone does not turn antiforgery on; &lt;code&gt;AddControllersWithViews&lt;/code&gt; does. Both points come from the &lt;a href="https://learn.microsoft.com/en-us/aspnet/core/security/anti-request-forgery?view=aspnetcore-10.0" rel="noopener noreferrer"&gt;ASP.NET Core antiforgery guide&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Module 08: How do you handle errors without leaking details?
&lt;/h2&gt;

&lt;p&gt;An exception message can hold SQL text, file paths and library versions. Sending it to the browser hands an attacker a map of your app.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Before: the full exception goes to the client&lt;/span&gt;
&lt;span class="k"&gt;catch&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;Exception&lt;/span&gt; &lt;span class="n"&gt;ex&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;Content&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ex&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;ToString&lt;/span&gt;&lt;span class="p"&gt;());&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The fix has two parts: a generic answer for the client, and the full detail in the server log.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight csharp"&gt;&lt;code&gt;&lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Services&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;AddProblemDetails&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;span class="kt"&gt;var&lt;/span&gt; &lt;span class="n"&gt;app&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="n"&gt;builder&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;Build&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;

&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="p"&gt;(!&lt;/span&gt;&lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;Environment&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;IsDevelopment&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;UseExceptionHandler&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;   &lt;span class="c1"&gt;// a problem-details body, no stack trace&lt;/span&gt;
    &lt;span class="n"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;UseHsts&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="c1"&gt;// inside an action:&lt;/span&gt;
&lt;span class="k"&gt;catch&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;DbUpdateException&lt;/span&gt; &lt;span class="n"&gt;ex&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="n"&gt;logger&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;LogError&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;ex&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="s"&gt;"Saving order {OrderId} failed"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;orderId&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;   &lt;span class="c1"&gt;// detail stays on the server&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;Problem&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;detail&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="s"&gt;"The order could not be saved."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;statusCode&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="m"&gt;500&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;With the current templates, the Developer Exception Page is on only in the Development environment. It shows the stack trace, query string, cookies and headers, which is why Microsoft says never to turn it on in production. The &lt;a href="https://learn.microsoft.com/en-us/aspnet/core/fundamentals/error-handling?view=aspnetcore-10.0" rel="noopener noreferrer"&gt;ASP.NET Core error handling docs&lt;/a&gt; cover both pages and the status code pages middleware.&lt;/p&gt;

&lt;h2&gt;
  
  
  How can a build catch these bugs before review?
&lt;/h2&gt;

&lt;p&gt;Module 09 is about testing: SAST reads the code, DAST attacks the running app. You can get a small SAST step for free from the .NET analyzers. The security rules are not on by default in .NET 10, so switch them on in the project file:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight xml"&gt;&lt;code&gt;&lt;span class="nt"&gt;&amp;lt;PropertyGroup&amp;gt;&lt;/span&gt;
  &lt;span class="nt"&gt;&amp;lt;AnalysisModeSecurity&amp;gt;&lt;/span&gt;All&lt;span class="nt"&gt;&amp;lt;/AnalysisModeSecurity&amp;gt;&lt;/span&gt;
  &lt;span class="nt"&gt;&amp;lt;CodeAnalysisTreatWarningsAsErrors&amp;gt;&lt;/span&gt;true&lt;span class="nt"&gt;&amp;lt;/CodeAnalysisTreatWarningsAsErrors&amp;gt;&lt;/span&gt;
&lt;span class="nt"&gt;&amp;lt;/PropertyGroup&amp;gt;&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Now &lt;code&gt;dotnet build&lt;/code&gt; fails on rules such as CA2100 (a SQL command string built from a method argument), CA5351 (broken algorithms such as MD5 and DES) and CA5350 (weak ones such as SHA1 and TripleDES). It will not catch everything above, so pair it with a checklist. The &lt;a href="https://cheatsheetseries.owasp.org/cheatsheets/DotNet_Security_Cheat_Sheet.html" rel="noopener noreferrer"&gt;OWASP .NET Security Cheat Sheet&lt;/a&gt; works well as one, and it covers the cookie and AES-GCM points from this post too.&lt;/p&gt;

&lt;h2&gt;
  
  
  How should you practise for the 312-95 exam?
&lt;/h2&gt;

&lt;p&gt;Take each "before" snippet above, run it in a test app, attack it, then apply the fix and attack it again. Seeing a payload stop working is easier to remember than a rule. Then spend the rest of your time on the non-coding modules (requirements, design, testing and deployment), because they are half the outline.&lt;/p&gt;

&lt;p&gt;If you want a plain overview of the exam before the code, our earlier write-up on &lt;a href="https://codeprojects.org/projects/weblab/2da1a6c0-cd0e-4340-9afc-1ccee7c2d13e/" rel="noopener noreferrer"&gt;how to crack the CASE .NET exam&lt;/a&gt; walks through the syllabus and study plan.&lt;/p&gt;

&lt;p&gt;Our channel has no 312-95 video yet. The closest one is this short video on preparing for another EC-Council engineer exam, 312-40, in one month.&lt;/p&gt;

&lt;p&gt;  &lt;iframe src="https://www.youtube.com/embed/tFCrs76g22s" width="710" height="399"&gt;
  &lt;/iframe&gt;
&lt;/p&gt;

&lt;p&gt;When you are ready to test yourself, the &lt;a href="https://www.edusum.com/ec-council/ec-council-case-net-application-security-engineer-net-exam-syllabus" rel="noopener noreferrer"&gt;312-95 syllabus and practice exam page&lt;/a&gt; lists the ten topics, with links to sample questions and a practice exam.&lt;/p&gt;

&lt;h2&gt;
  
  
  Frequently asked questions
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. How many questions are on the CASE .NET 312-95 exam?
&lt;/h3&gt;

&lt;p&gt;The exam has 50 multiple-choice questions and a time limit of 2 hours. You need a score of 70%, which is 35 correct answers out of 50.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Do I need to take EC-Council training before the 312-95 exam?
&lt;/h3&gt;

&lt;p&gt;No. You can qualify through official training at an accredited partner, or by showing at least 2 years of InfoSec or software experience and paying a USD 100 non-refundable application fee. ECSP members in good standing and holders of an equivalent certification such as GSSP .NET or Java can also apply.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Which modules of CASE .NET are about writing secure code?
&lt;/h3&gt;

&lt;p&gt;Modules 04 to 08 are the secure coding modules: input validation, authentication and authorization, cryptography, session management, and error handling. The other five modules cover threats, requirements, design, SAST and DAST testing, and secure deployment.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Is FromSqlRaw always unsafe in EF Core?
&lt;/h3&gt;

&lt;p&gt;No. FromSqlRaw is safe when you pass values as separate parameters, but it is vulnerable when you build the SQL string from user input yourself. FromSql and FromSqlInterpolated turn interpolated values into database parameters for you.&lt;/p&gt;

&lt;h3&gt;
  
  
  5. How many PBKDF2 iterations should a .NET app use for passwords?
&lt;/h3&gt;

&lt;p&gt;The OWASP Password Storage Cheat Sheet recommends 600,000 iterations for PBKDF2 with HMAC-SHA256, or 220,000 with HMAC-SHA512. Use a random salt for each user and compare hashes with CryptographicOperations.FixedTimeEquals.&lt;/p&gt;

&lt;p&gt;Written by the team behind EduSum.&lt;/p&gt;

</description>
      <category>dotnet</category>
      <category>csharp</category>
      <category>security</category>
      <category>webdev</category>
    </item>
    <item>
      <title>PCAD-31-02 in Code: Validation Checks and Safe sqlite3 Queries Behind 30 of the 48 Items</title>
      <dc:creator>Mete Kahyagil</dc:creator>
      <pubDate>Thu, 15 Oct 2026 04:17:02 +0000</pubDate>
      <link>https://dev.to/mete_kahyagil_faed69d7fc3/pcad-31-02-in-code-validation-checks-and-safe-sqlite3-queries-behind-30-of-the-48-items-34ll</link>
      <guid>https://dev.to/mete_kahyagil_faed69d7fc3/pcad-31-02-in-code-validation-checks-and-safe-sqlite3-queries-behind-30-of-the-48-items-34ll</guid>
      <description>&lt;p&gt;The Python Institute PCAD-31-02 exam has 48 items, and 30 of them come from two syllabus blocks: Data Acquisition and Pre-Processing (14) and Programming and Database Skills (16). If you can clean a messy file, validate it, move it into a database with safe queries and read the result back into pandas, you have practised the skills behind 62.5% of the exam.&lt;/p&gt;

&lt;p&gt;This post does all of that in one small script you can run. Every output shown below was produced by running it with Python 3.12 and pandas 3.0.6, using only &lt;code&gt;sqlite3&lt;/code&gt; from the standard library for the database part.&lt;/p&gt;

&lt;h2&gt;
  
  
  What does the PCAD-31-02 exam look like?
&lt;/h2&gt;

&lt;p&gt;PCAD (Certified Associate Data Analyst with Python) is the associate-level data exam of the OpenEDG Python Institute. The figures below come from the &lt;a href="https://pythoninstitute.org/pcad" rel="noopener noreferrer"&gt;official PCAD certification page&lt;/a&gt;, read on 15 October 2026.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Item&lt;/th&gt;
&lt;th&gt;Value&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Exam code&lt;/td&gt;
&lt;td&gt;PCAD-31-02, active since July 15, 2025 (PCAD-31-01 retired July 14, 2025)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Questions&lt;/td&gt;
&lt;td&gt;48 single-select and multiple-select items, some scenario-based&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Time&lt;/td&gt;
&lt;td&gt;60 minutes, plus the NDA screen&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Passing score&lt;/td&gt;
&lt;td&gt;75%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Price&lt;/td&gt;
&lt;td&gt;Exam from $195; exam with retake from $225; practice test $49&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Delivery&lt;/td&gt;
&lt;td&gt;Online through OpenEDG Testing Service (TestNow)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Prerequisites&lt;/td&gt;
&lt;td&gt;None formal; PCAP and PCED (or equivalent) recommended&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Validity&lt;/td&gt;
&lt;td&gt;6 years&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  How are the 48 items split across the five blocks?
&lt;/h2&gt;

&lt;p&gt;The Python Institute publishes the split in the &lt;a href="https://pythoninstitute.org/pcad-exam-syllabus" rel="noopener noreferrer"&gt;PCAD-31-02 exam syllabus&lt;/a&gt;, last updated July 15, 2025. Each item is worth up to one point, and the raw score is normalized to a percentage.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Block&lt;/th&gt;
&lt;th&gt;Items&lt;/th&gt;
&lt;th&gt;Weight&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1. Data Acquisition and Pre-Processing&lt;/td&gt;
&lt;td&gt;14&lt;/td&gt;
&lt;td&gt;29.2%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;2. Programming and Database Skills&lt;/td&gt;
&lt;td&gt;16&lt;/td&gt;
&lt;td&gt;33.3%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;3. Statistical Analysis&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;8.3%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;4. Data Analysis and Modeling&lt;/td&gt;
&lt;td&gt;9&lt;/td&gt;
&lt;td&gt;18.8%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;5. Data Communication and Visualization&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;10.4%&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&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%2Fdi8e9em8j805ef3jbna5.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%2Fdi8e9em8j805ef3jbna5.png" alt="Waffle chart of the 48 PCAD-31-02 exam items, one square per item, coloured by syllabus block: 14 for data acquisition, 16 for programming and databases, 4 for statistics, 9 for analysis and modeling, 5 for visualization" width="800" height="1110"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Note what that means for your study plan. Blocks 1 and 2 are the bulk, but 30 of 48 is still below the 75% pass mark, so the statistics, pandas and charting blocks cannot be skipped. The script below covers the large blocks; it also touches objective 4.1.1 (cleaning with pandas) on the way.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why load every column as text first?
&lt;/h2&gt;

&lt;p&gt;Objective 1.2.2 asks you to identify erroneous data before you fix it. If pandas guesses types on load, a bad value can silently change a whole column's type, and you lose the chance to see which rows were wrong. Loading with &lt;code&gt;dtype=str&lt;/code&gt; keeps the raw values so the cleaning step decides what each one means.&lt;/p&gt;

&lt;p&gt;Here is a small order file with the problems the syllabus lists by name: stray spaces, mixed case, a thousands separator, a missing value written as text, a negative amount, a duplicate row, a date in the wrong format and five spellings of yes and no.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;io&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;sqlite3&lt;/span&gt;

&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;pandas&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;pd&lt;/span&gt;

&lt;span class="n"&gt;pd&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;set_option&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;display.width&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="mi"&gt;120&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;display.max_columns&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;   &lt;span class="c1"&gt;# print tables in full
&lt;/span&gt;
&lt;span class="n"&gt;RAW&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;order_id,customer,country,amount,paid,order_date,ship_date
1001,  Ana Lima ,BR,120.50,yes,2026-09-01,2026-09-03
1002,ben okafor,NG,&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;1,080.00&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;,Y,2026-09-02,2026-09-01
1003,Chen Wei,CN,n/a,no,2026-09-02,2026-09-05
1004,Ana Lima,br,-15,TRUE,2026-09-03,2026-09-04
1004,Ana Lima,br,-15,TRUE,2026-09-03,2026-09-04
1005,Dara Singh,IN,64.00,0,03/09/2026,2026-09-06
1006,Ben Okafor,NG,310.00,1,2026-09-04,2026-09-07
1007,Chen Wei,cn,89.90,yes,2026-09-05,2026-09-05
1008,Dara Singh,IN,455.00,N,2026-09-06,2026-09-09
1009,ana lima,BR,72.25,y,2026-09-07,2026-09-08
&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
&lt;span class="n"&gt;df&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;pd&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;read_csv&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;io&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;StringIO&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;RAW&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;dtype&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;len&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;rows&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;   &lt;span class="c1"&gt;# 10 rows
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Which cleaning steps does Block 1 name, and what do they look like?
&lt;/h2&gt;

&lt;p&gt;Objective 1.2.4 lists them in one sentence: string manipulation, format standardization, boolean normalization, case normalization and string-to-number conversion. Each one is a single line in pandas.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;BOOL&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;yes&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;y&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;true&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;no&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="bp"&gt;False&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;n&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="bp"&gt;False&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;false&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="bp"&gt;False&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;0&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="bp"&gt;False&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;

&lt;span class="n"&gt;df&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;drop_duplicates&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;customer&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;customer&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;strip&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;title&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;country&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;country&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;strip&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;upper&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;amount&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;pd&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;to_numeric&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;amount&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;replace&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;,&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;""&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;errors&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;coerce&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;paid&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;paid&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;strip&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;lower&lt;/span&gt;&lt;span class="p"&gt;().&lt;/span&gt;&lt;span class="nf"&gt;map&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;BOOL&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;col&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;order_date&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ship_date&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;col&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;pd&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;to_datetime&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;col&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="nb"&gt;format&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;%Y-%m-%d&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;errors&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;coerce&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;order_id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;order_id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nf"&gt;astype&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nb"&gt;int&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;dtypes&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;order_id               int64
customer                 str
country                  str
amount               float64
paid                    bool
order_date    datetime64[us]
ship_date     datetime64[us]
dtype: object
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The key argument is &lt;code&gt;errors="coerce"&lt;/code&gt;. As the &lt;a href="https://pandas.pydata.org/docs/reference/api/pandas.to_numeric.html" rel="noopener noreferrer"&gt;pandas.to_numeric reference&lt;/a&gt; explains, it turns a value that cannot be parsed into &lt;code&gt;NaN&lt;/code&gt; instead of raising an exception. That is what you want during cleaning: the bad value becomes a marker you can count and report, not a crash halfway through a file.&lt;/p&gt;

&lt;p&gt;The same idea applies to dates. Passing an explicit &lt;code&gt;format&lt;/code&gt; means &lt;code&gt;03/09/2026&lt;/code&gt; becomes &lt;code&gt;NaT&lt;/code&gt; rather than being guessed as March 9 or September 3. Whether that date was day-first or month-first is a question for the data owner, not for the parser.&lt;/p&gt;

&lt;h2&gt;
  
  
  What do type, range and cross-field checks look like in pandas?
&lt;/h2&gt;

&lt;p&gt;Objective 1.3.1 names three kinds of validation: type, range and cross-field. Build each check as a boolean column, then keep the rows where no check fired. A table of named checks is easier to report to a stakeholder than a chain of filters.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;checks&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;pd&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;DataFrame&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;amount_not_numeric&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;amount&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nf"&gt;isna&lt;/span&gt;&lt;span class="p"&gt;(),&lt;/span&gt;            &lt;span class="c1"&gt;# type
&lt;/span&gt;    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;order_date_unparsed&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;order_date&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nf"&gt;isna&lt;/span&gt;&lt;span class="p"&gt;(),&lt;/span&gt;       &lt;span class="c1"&gt;# type
&lt;/span&gt;    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;amount_not_positive&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;amount&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;&amp;lt;=&lt;/span&gt; &lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;             &lt;span class="c1"&gt;# range
&lt;/span&gt;    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;shipped_before_order&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ship_date&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;&amp;lt;&lt;/span&gt; &lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;order_date&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;  &lt;span class="c1"&gt;# cross-field
&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;
&lt;span class="n"&gt;bad&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;checks&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;any&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;axis&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;checks&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;bad&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nf"&gt;set_axis&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;loc&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;bad&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;order_id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]))&lt;/span&gt;
&lt;span class="n"&gt;clean&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;df&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="o"&gt;~&lt;/span&gt;&lt;span class="n"&gt;bad&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;len&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;clean&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;rows pass&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;          amount_not_numeric  order_date_unparsed  amount_not_positive  shipped_before_order
order_id
1002                   False                False                False                  True
1003                    True                False                False                 False
1004                   False                False                 True                 False
1005                   False                 True                False                 False
5 rows pass
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Two details are worth knowing for the exam. First, a comparison with &lt;code&gt;NaN&lt;/code&gt; or &lt;code&gt;NaT&lt;/code&gt; is always &lt;code&gt;False&lt;/code&gt;, so a missing amount does not trip the range check; that is why the type check exists separately. Second, the duplicate of order 1004 was already gone, because &lt;code&gt;drop_duplicates()&lt;/code&gt; ran before validation. Removing or imputing a row is a decision with consequences, and objective 1.2.4 asks you to discuss imputation against exclusion. Here exclusion is the honest choice: there is no sensible value to invent for a missing order amount.&lt;/p&gt;

&lt;h2&gt;
  
  
  How do Python types map to SQLite columns?
&lt;/h2&gt;

&lt;p&gt;Objective 2.4.5 is about converting data types between SQL and Python. The &lt;a href="https://docs.python.org/3/library/sqlite3.html" rel="noopener noreferrer"&gt;sqlite3 module documentation&lt;/a&gt; lists exactly five Python types that go into SQLite without help: &lt;code&gt;None&lt;/code&gt;, &lt;code&gt;int&lt;/code&gt;, &lt;code&gt;float&lt;/code&gt;, &lt;code&gt;str&lt;/code&gt; and &lt;code&gt;bytes&lt;/code&gt;.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Python value&lt;/th&gt;
&lt;th&gt;SQLite storage&lt;/th&gt;
&lt;th&gt;What to do&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;None&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;NULL&lt;/td&gt;
&lt;td&gt;Nothing&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;int&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;INTEGER&lt;/td&gt;
&lt;td&gt;Nothing&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;float&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;REAL&lt;/td&gt;
&lt;td&gt;Nothing&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;str&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;TEXT&lt;/td&gt;
&lt;td&gt;Nothing&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;code&gt;bool&lt;/code&gt;&lt;/td&gt;
&lt;td&gt;INTEGER (0 or 1)&lt;/td&gt;
&lt;td&gt;Store as &lt;code&gt;int(value)&lt;/code&gt;
&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;
&lt;code&gt;datetime&lt;/code&gt; or pandas &lt;code&gt;Timestamp&lt;/code&gt;
&lt;/td&gt;
&lt;td&gt;No date type&lt;/td&gt;
&lt;td&gt;Store as ISO 8601 text&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;SQLite has no boolean and no date storage class. The SQLite page on &lt;a href="https://www.sqlite.org/datatype3.html" rel="noopener noreferrer"&gt;datatypes and type affinity&lt;/a&gt; says booleans are stored as the integers 0 and 1, and dates as ISO 8601 text, a real number or an integer. Here is what happens if you skip the conversion:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;con&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;sqlite3&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;connect&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;:memory:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
CREATE TABLE orders (
    order_id   INTEGER PRIMARY KEY,
    customer   TEXT    NOT NULL,
    country    TEXT    NOT NULL,
    amount     REAL    CHECK (amount &amp;gt; 0),
    paid       INTEGER NOT NULL,
    order_date TEXT    NOT NULL
)&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;first&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;clean&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;iloc&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;INSERT INTO orders VALUES (?, ?, ?, ?, ?, ?)&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;first&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;order_id&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;first&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;customer&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;first&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;country&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
                 &lt;span class="n"&gt;first&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;amount&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;first&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;paid&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt; &lt;span class="n"&gt;first&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;order_date&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]))&lt;/span&gt;
&lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="n"&gt;sqlite3&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;ProgrammingError&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;ProgrammingError:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;ProgrammingError: Error binding parameter 6: type 'Timestamp' is not supported
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;So convert each row explicitly and insert the batch with &lt;code&gt;executemany&lt;/code&gt;. The &lt;code&gt;with con:&lt;/code&gt; block commits on success and rolls back on an exception, and the &lt;code&gt;CHECK&lt;/code&gt; constraint in the table is a second line of defence for the range rule:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;rows&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
    &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;int&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;r&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;order_id&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;r&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;customer&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;r&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;country&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nf"&gt;float&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;r&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;amount&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
     &lt;span class="nf"&gt;int&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;r&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;paid&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="n"&gt;r&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;order_date&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;strftime&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;%Y-%m-%d&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
    &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;r&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;clean&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;itertuples&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;index&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;False&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="p"&gt;]&lt;/span&gt;
&lt;span class="k"&gt;with&lt;/span&gt; &lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;executemany&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;INSERT INTO orders VALUES (?, ?, ?, ?, ?, ?)&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;rows&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SELECT COUNT(*) FROM orders&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;fetchone&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;   &lt;span class="c1"&gt;# (5,)
&lt;/span&gt;
&lt;span class="k"&gt;try&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="k"&gt;with&lt;/span&gt; &lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;INSERT INTO orders VALUES (?, ?, ?, ?, ?, ?)&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                    &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;1010&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Eve Park&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;KR&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="mf"&gt;5.0&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;2026-09-08&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
&lt;span class="k"&gt;except&lt;/span&gt; &lt;span class="n"&gt;sqlite3&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;IntegrityError&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;IntegrityError:&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;e&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;   &lt;span class="c1"&gt;# CHECK constraint failed: amount &amp;gt; 0
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Why does the exam keep asking about parameterized queries?
&lt;/h2&gt;

&lt;p&gt;Two Block 2 objectives, 2.4.4 and 2.4.6, come back to the same point: never build SQL by pasting values into a string. The demonstration takes four lines.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;name&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;x&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt; OR &lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;1&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;unsafe&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SELECT COUNT(*) FROM orders WHERE customer = &lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;'"&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;unsafe&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;fetchone&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;        &lt;span class="c1"&gt;# (5,)  every row matched
&lt;/span&gt;&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SELECT COUNT(*) FROM orders WHERE customer = ?&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;name&lt;/span&gt;&lt;span class="p"&gt;,)).&lt;/span&gt;&lt;span class="nf"&gt;fetchone&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;   &lt;span class="c1"&gt;# (0,)
&lt;/span&gt;&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;execute&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SELECT COUNT(*) FROM orders WHERE customer = :who&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                  &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;who&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Ana Lima&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}).&lt;/span&gt;&lt;span class="nf"&gt;fetchone&lt;/span&gt;&lt;span class="p"&gt;())&lt;/span&gt;   &lt;span class="c1"&gt;# (2,)
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The f-string version closes the quote early and turns the filter into a condition that is always true. With a &lt;code&gt;?&lt;/code&gt; placeholder the driver sends the value separately from the SQL text, so the quote characters are just part of a name that matches nobody. The third line shows the named style, &lt;code&gt;:who&lt;/code&gt; with a dictionary, which reads better once a query has several parameters.&lt;/p&gt;

&lt;h2&gt;
  
  
  How do you get query results back into pandas?
&lt;/h2&gt;

&lt;p&gt;Objective 2.4.1 lists the clauses the exam expects you to combine: SELECT, FROM, JOIN, WHERE, GROUP BY, HAVING, ORDER BY and LIMIT. The query below uses all of them, with a LEFT JOIN so that an order from a country missing in the lookup table is kept and labelled rather than dropped.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;executescript&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
CREATE TABLE countries (code TEXT PRIMARY KEY, region TEXT NOT NULL);
INSERT INTO countries VALUES (&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;BR&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;, &lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Americas&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;), (&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;NG&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;, &lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Africa&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;), (&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;IN&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;, &lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Asia&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;);
&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="n"&gt;QUERY&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;
SELECT COALESCE(c.region, &lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Unmapped&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;) AS region,
       COUNT(*)                       AS orders,
       ROUND(SUM(o.amount), 2)        AS revenue,
       MIN(o.order_date)              AS first_order
FROM orders AS o
LEFT JOIN countries AS c ON c.code = o.country
WHERE o.paid = :paid
GROUP BY region
HAVING COUNT(*) &amp;gt;= :min_orders
ORDER BY revenue DESC
LIMIT 5
&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
&lt;span class="n"&gt;summary&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;pd&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;read_sql_query&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;QUERY&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;con&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;params&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;paid&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;min_orders&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;summary&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;summary&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;dtypes&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;





&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;     region  orders  revenue first_order
0    Africa       1   310.00  2026-09-04
1  Americas       2   192.75  2026-09-01
2  Unmapped       1    89.90  2026-09-05
region             str
orders           int64
revenue        float64
first_order        str
dtype: object
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The &lt;code&gt;params&lt;/code&gt; argument of &lt;a href="https://pandas.pydata.org/docs/reference/api/pandas.read_sql_query.html" rel="noopener noreferrer"&gt;pandas.read_sql_query&lt;/a&gt; passes values to the driver, so the placeholder rule still holds. Look at the last dtype, though: &lt;code&gt;first_order&lt;/code&gt; came back as text, because that is how SQLite stored it. Add &lt;code&gt;parse_dates=["first_order"]&lt;/code&gt; to the call and the column comes back as &lt;code&gt;datetime64&lt;/code&gt;. The round trip from Timestamp to text and back is exactly the kind of conversion objective 2.4.5 has in mind.&lt;/p&gt;

&lt;p&gt;The Chen Wei order lands in "Unmapped" because CN is not in the lookup table. With an INNER JOIN that paid order would vanish from the revenue total without any warning, which is a classic scenario question.&lt;/p&gt;

&lt;h2&gt;
  
  
  Is there a short video on preparing for PCAD?
&lt;/h2&gt;

&lt;p&gt;This three-minute video from the EduSum channel gives preparation tips for the PCAD exam. It is about study habits rather than code, so it pairs well with the hands-on script above.&lt;/p&gt;

&lt;p&gt;  &lt;iframe src="https://www.youtube.com/embed/cs56FrCx9N4" width="710" height="399"&gt;
  &lt;/iframe&gt;
&lt;/p&gt;

&lt;h2&gt;
  
  
  What should you practise after this script?
&lt;/h2&gt;

&lt;p&gt;Run the script, then break it on purpose. Add a row whose &lt;code&gt;paid&lt;/code&gt; value is &lt;code&gt;maybe&lt;/code&gt; and see what &lt;code&gt;map()&lt;/code&gt; produces; it gives &lt;code&gt;NaN&lt;/code&gt;, and the column is no longer boolean. Then write a validation check for it. That loop of breaking the data and then catching the break is a fast way to learn Blocks 1 and 2.&lt;/p&gt;

&lt;p&gt;To track the rest of the syllabus objective by objective, this &lt;a href="https://www.edusum.com/python-institute/python-institute-associate-data-analyst-python-pcad-31-02-exam-syllabus" rel="noopener noreferrer"&gt;PCAD-31-02 syllabus breakdown with exam details&lt;/a&gt; lists every block and topic on one page.&lt;/p&gt;

&lt;p&gt;For Blocks 3 to 5, write small scripts of the same kind: a bootstrap of the mean with NumPy, a linear and a logistic regression with a train and test split, and one Matplotlib chart with labelled axes, a title and a legend.&lt;/p&gt;

&lt;p&gt;When you want to see how the scenario items are phrased, work through these &lt;a href="https://www.edusum.com/python-institute/python-institute-associate-data-analyst-python-pcad-certification-sample-questions" rel="noopener noreferrer"&gt;PCAD sample questions with answers&lt;/a&gt; and note which block each one belongs to.&lt;/p&gt;

&lt;h2&gt;
  
  
  Frequently asked questions
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. How many questions are on the PCAD-31-02 exam, and what score do I need to pass?
&lt;/h3&gt;

&lt;p&gt;The exam has 48 single-select and multiple-select items, and you have 60 minutes plus the NDA screen. You pass with a cumulative score of at least 75%.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. How much does the PCAD exam cost?
&lt;/h3&gt;

&lt;p&gt;The Python Institute lists the exam from $195, the exam with a retake from $225, the exam with a practice test from $215 and all three from $245. The practice test alone is $49.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Is PCAD-31-01 still available?
&lt;/h3&gt;

&lt;p&gt;No. PCAD-31-01 was retired on July 14, 2025, and PCAD-31-02 has been the active version since July 15, 2025. Use the PCAD-31-02 syllabus when you study.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Do I need PCAP or PCED before taking PCAD?
&lt;/h3&gt;

&lt;p&gt;There are no formal prerequisites. The Python Institute recommends PCAP and PCED, or equivalent knowledge, plus field-specific skills.&lt;/p&gt;

&lt;h3&gt;
  
  
  5. How long is the PCAD certification valid, and when can I retake a failed exam?
&lt;/h3&gt;

&lt;p&gt;The certification is valid for 6 years. After a failed attempt you must wait 15 days before you can take the exam again.&lt;/p&gt;

&lt;p&gt;Written by the team behind EduSum, a practice-test site for IT and cybersecurity certifications. We are not affiliated with the OpenEDG Python Institute.&lt;/p&gt;

</description>
      <category>python</category>
      <category>sql</category>
      <category>datascience</category>
      <category>tutorial</category>
    </item>
    <item>
      <title>Diffing Security+ SY0-701 and SY0-801: Seven Topics to Add to Your Notes</title>
      <dc:creator>Mete Kahyagil</dc:creator>
      <pubDate>Mon, 05 Oct 2026 05:28:57 +0000</pubDate>
      <link>https://dev.to/mete_kahyagil_faed69d7fc3/diffing-security-sy0-701-and-sy0-801-seven-topics-to-add-to-your-notes-51mb</link>
      <guid>https://dev.to/mete_kahyagil_faed69d7fc3/diffing-security-sy0-701-and-sy0-801-seven-topics-to-add-to-your-notes-51mb</guid>
      <description>&lt;p&gt;If you already have SY0-701 notes, you do not need to start over for Security+ SY0-801. By our count, 25 of the 27 SY0-801 objectives map to an SY0-701 objective; you mainly add seven topic groups and practise the three topics that became scenario-based.&lt;/p&gt;

&lt;h2&gt;
  
  
  What stays the same?
&lt;/h2&gt;

&lt;p&gt;The exam shell is unchanged: a maximum of 90 questions, 90 minutes, and 750 to pass on a 100–900 scale. The five domains keep their order, and Domain 2 is renamed from "Threats, Vulnerabilities, and Mitigations" to "Threats, Vulnerabilities, and Attacks".&lt;/p&gt;

&lt;p&gt;V8 launches on November 17, 2026, according to &lt;a href="https://www.comptia.org/en-us/certifications/security/v8/" rel="noopener noreferrer"&gt;the V8 launch details CompTIA publishes&lt;/a&gt;. SY0-701 stays open in English until June 11, 2027.&lt;/p&gt;

&lt;h2&gt;
  
  
  Which seven topic groups should you add?
&lt;/h2&gt;

&lt;p&gt;Think of this as the diff between your SY0-701 notes and the SY0-801 objectives.&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%2Fgwzfyx3uamuas81tqbc5.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%2Fgwzfyx3uamuas81tqbc5.png" alt="Square checklist of the seven topic groups to add for SY0-801: AI threats, new attack surfaces, new vectors, threat intel basics, modern identity, AI in automation and deception technology" width="800" height="800"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;AI threats (2.6):&lt;/strong&gt; prompt injection, poisoning, jailbreaking, hallucinations, model manipulation, evasion and more.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;New attack surfaces (2.4):&lt;/strong&gt; large language models, identity providers, public repositories and public object storage.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;New vectors (2.3 and 2.5):&lt;/strong&gt; RCS messages, collaboration tools, QR codes, quishing and deepfakes.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Threat intel basics (2.1):&lt;/strong&gt; threat feeds, likelihood, impact, CVSS, CVE and prioritization.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Modern identity (4.5):&lt;/strong&gt; passkeys, passwordless sign-in, password managers and compromised credential monitoring.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;AI in automation (4.6):&lt;/strong&gt; agentic AI, chatbots, predictive analysis, AI-augmented baselines and guardrails.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Deception technology (4.1):&lt;/strong&gt; honeypots, honeynets, honeyfiles, honeytokens and canary accounts.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;The AI group is the biggest change. If prompt injection and poisoning are new to you, start with &lt;a href="https://www.patreon.com/edusum/posts/objective-2-6-13-171460906" rel="noopener noreferrer"&gt;a plain-English breakdown of the 13 AI threats in objective 2.6&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Which objectives became hands-on?
&lt;/h2&gt;

&lt;p&gt;SY0-801 has nine objectives that start with "Given a scenario", up from seven in SY0-701. Three changes matter most for study time.&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%2F01yeirmlpqpv943vv336.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%2F01yeirmlpqpv943vv336.png" alt="Landscape chart comparing scenario-based objectives: seven in SY0-701 and nine in SY0-801, with change management, vulnerability management and automation highlighted" width="800" height="533"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Topic&lt;/th&gt;
&lt;th&gt;SY0-701 verb&lt;/th&gt;
&lt;th&gt;SY0-801 verb&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Change management&lt;/td&gt;
&lt;td&gt;Explain (1.3)&lt;/td&gt;
&lt;td&gt;Given a scenario, demonstrate (1.2)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Vulnerability management&lt;/td&gt;
&lt;td&gt;Explain (4.3)&lt;/td&gt;
&lt;td&gt;Given a scenario, perform tasks (4.3)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Automation and orchestration&lt;/td&gt;
&lt;td&gt;Explain (4.7)&lt;/td&gt;
&lt;td&gt;Given a scenario, apply (4.6)&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Mitigation techniques also moved. They were an "explain" objective in SY0-701 Domain 2 (2.5). In SY0-801 they become Domain 4 objective 4.1, "Given a scenario, apply mitigating controls, techniques, and solutions".&lt;/p&gt;

&lt;h2&gt;
  
  
  What does not need new notes?
&lt;/h2&gt;

&lt;p&gt;Cryptography, architecture, incident response and the governance objectives carry over with small updates. One rumour to ignore: the official objectives do not mention post-quantum cryptography, so do not spend time on it for this exam.&lt;/p&gt;

&lt;p&gt;Still deciding which version to sit? The &lt;a href="https://www.edusum.com/blog/security-plus-sy0-801-vs-sy0-701" rel="noopener noreferrer"&gt;full SY0-801 vs SY0-701 comparison with a take-it-now-or-wait table&lt;/a&gt; lays out the official dates, the domain weights and a decision table by situation.&lt;/p&gt;

&lt;p&gt;If you are still on SY0-701, this EduSum video covers the current exam's domains and three sample questions:&lt;/p&gt;

&lt;p&gt;  &lt;iframe src="https://www.youtube.com/embed/z0Rmnx7xXfM" width="710" height="399"&gt;
  &lt;/iframe&gt;
&lt;/p&gt;

&lt;p&gt;When you want to test yourself under real conditions, &lt;a href="https://www.edusum.com/exam-store/sy0-701-comptia-security-security-plus" rel="noopener noreferrer"&gt;SY0-701 practice tests in the 90-question, 90-minute format&lt;/a&gt; show which domains still need work.&lt;/p&gt;

&lt;h2&gt;
  
  
  Frequently Asked Questions
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Can I use SY0-701 study material for SY0-801?
&lt;/h3&gt;

&lt;p&gt;Mostly, yes. By our mapping, 25 of the 27 SY0-801 objectives have an SY0-701 counterpart. Add the seven topic groups above.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Which SY0-801 objective is completely new?
&lt;/h3&gt;

&lt;p&gt;Objective 2.6, which covers threats and vulnerabilities in AI usage.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. How many scenario-based objectives does SY0-801 have?
&lt;/h3&gt;

&lt;p&gt;Nine, compared with seven in SY0-701.&lt;/p&gt;

</description>
    </item>
    <item>
      <title>The GREM Lab Toolkit: REMnux, Ghidra and x64dbg Mapped to the Exam Objectives</title>
      <dc:creator>Mete Kahyagil</dc:creator>
      <pubDate>Thu, 01 Oct 2026 04:59:15 +0000</pubDate>
      <link>https://dev.to/mete_kahyagil_faed69d7fc3/the-grem-lab-toolkit-remnux-ghidra-and-x64dbg-mapped-to-the-exam-objectives-1ool</link>
      <guid>https://dev.to/mete_kahyagil_faed69d7fc3/the-grem-lab-toolkit-remnux-ghidra-and-x64dbg-mapped-to-the-exam-objectives-1ool</guid>
      <description>&lt;p&gt;You can prepare for most of the GREM exam with three free tools: REMnux for triage and network simulation, Ghidra for static code analysis, and x64dbg for debugging and unpacking. Between them they cover 14 of GIAC's 15 GREM objectives, and they are the tools SANS uses in its FOR610 course.&lt;/p&gt;

&lt;h2&gt;
  
  
  Which tool covers which GREM objective?
&lt;/h2&gt;

&lt;p&gt;REMnux handles document malware and first-pass triage, Ghidra handles reading code, and x64dbg handles anything that needs the sample running. The map below is our own. The objective names come from GIAC.&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%2F4tzconmdrsy6093q6ug7.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%2F4tzconmdrsy6093q6ug7.png" alt="Landscape infographic mapping REMnux, Ghidra and x64dbg to the GREM objectives each one supports" width="800" height="533"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://remnux.org/" rel="noopener noreferrer"&gt;REMnux&lt;/a&gt;:&lt;/strong&gt; malicious Office macros, PDFs and RTF files, obfuscated JavaScript, and the static and behavioral fundamentals. It is a Linux distribution packed with analysis utilities, so one virtual machine covers the whole document family.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Ghidra:&lt;/strong&gt; core reverse engineering concepts, flow control and structures, reversing functions in assembly, and common malware patterns. Its decompiler helps you check your reading of the assembly, but the exam objectives are written around assembly, so practise without it too.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&lt;a href="https://x64dbg.com/" rel="noopener noreferrer"&gt;x64dbg&lt;/a&gt;:&lt;/strong&gt; anti-analysis techniques, misdirection, and unpacking and debugging packed malware. These objectives only make sense with the code running under a debugger.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;For .NET malware, you'll want a .NET decompiler as well. Samples decompile close to source, so this objective needs less time than native code.&lt;/p&gt;

&lt;h2&gt;
  
  
  How should the lab be set up?
&lt;/h2&gt;

&lt;p&gt;Use two isolated virtual machines: one Windows guest for running samples with x64dbg and Ghidra, and one REMnux guest for tools and fake network services. Snapshot both before you open any malware.&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%2Fhasdgovemypy3n0f3ckd.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%2Fhasdgovemypy3n0f3ckd.png" alt="Square checklist infographic for a GREM practice lab: two isolated VMs, host-only network, clean snapshots, REMnux as fake internet, tools installed before samples" width="800" height="800"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;A few rules save hours:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Put both machines on a host-only network, with REMnux acting as the fake internet.&lt;/li&gt;
&lt;li&gt;Install every tool before the first sample touches the Windows guest.&lt;/li&gt;
&lt;li&gt;Roll back to the clean snapshot after each sample, even if nothing seemed to happen.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;You can download &lt;a href="https://github.com/NationalSecurityAgency/ghidra" rel="noopener noreferrer"&gt;Ghidra's source and releases&lt;/a&gt; from the NSA's GitHub repository.&lt;/p&gt;

&lt;h2&gt;
  
  
  What should you practise with each tool?
&lt;/h2&gt;

&lt;p&gt;Match each tool to the skill the exam checks. With Ghidra, trace one function per day: its parameters, its return value and every call it makes. With x64dbg, set breakpoints on the API calls that unpackers commonly use, and practise dumping the unpacked image.&lt;/p&gt;

&lt;p&gt;If you want these tool sessions laid out week by week, &lt;a href="https://www.patreon.com/edusum/posts/6-week-grem-plan-171077809" rel="noopener noreferrer"&gt;a six-week GREM study plan&lt;/a&gt; follows the objective families in order, from lab setup to timed practice.&lt;/p&gt;

&lt;p&gt;This EduSum video covers preparation for GCFR, another GIAC exam in the forensics and incident-response track, and the prep approach carries over to GREM.&lt;/p&gt;

&lt;p&gt;  &lt;iframe src="https://www.youtube.com/embed/GAhwsWo4ISU" width="710" height="399"&gt;
  &lt;/iframe&gt;
&lt;/p&gt;

&lt;h2&gt;
  
  
  Frequently Asked Questions
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. What tools do I need for GREM?
&lt;/h3&gt;

&lt;p&gt;REMnux, Ghidra and x64dbg cover the GREM objectives, and all three are free. Add a .NET decompiler for the .NET malware objective.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Is Ghidra enough for GREM static analysis?
&lt;/h3&gt;

&lt;p&gt;Ghidra handles disassembly and decompiling, but practise reading raw assembly too, because the objectives focus on assembly-level reversing.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Do I need two virtual machines for a GREM lab?
&lt;/h3&gt;

&lt;p&gt;Yes. A Windows guest runs the samples, and a REMnux guest provides tools and simulated network services on an isolated network.&lt;/p&gt;

</description>
      <category>security</category>
      <category>malware</category>
      <category>reverseengineering</category>
      <category>certification</category>
    </item>
    <item>
      <title>GH-300 After the August 2026 Update: Copilot CLI, Agent Mode and MCP Are Now Exam Topics</title>
      <dc:creator>Mete Kahyagil</dc:creator>
      <pubDate>Tue, 29 Sep 2026 11:18:32 +0000</pubDate>
      <link>https://dev.to/mete_kahyagil_faed69d7fc3/gh-300-after-the-august-2026-update-copilot-cli-agent-mode-and-mcp-are-now-exam-topics-2cfh</link>
      <guid>https://dev.to/mete_kahyagil_faed69d7fc3/gh-300-after-the-august-2026-update-copilot-cli-agent-mode-and-mcp-are-now-exam-topics-2cfh</guid>
      <description>&lt;p&gt;GH-300 is no longer just a test of whether you can accept inline suggestions. Since Microsoft refreshed the skills list on August 7, 2026, the GitHub Copilot exam names Copilot CLI, agent mode, MCP, sub-agents and organization-level policy controls as tested skills. If your prep material predates that refresh, some of what you study will be missing from it.&lt;/p&gt;

&lt;h2&gt;
  
  
  What exactly changed in the GH-300 skills list?
&lt;/h2&gt;

&lt;p&gt;Three skill groups picked up changes on August 7, 2026: using Copilot in the IDE, using Copilot features and capabilities, and applying safeguards and troubleshooting. Microsoft labels each change "minor", but the new wording names several features that older courses barely mention.&lt;/p&gt;

&lt;p&gt;Here is what the current skills list asks you to do, in plain terms:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Copilot CLI.&lt;/strong&gt; Define it, install it, know its key commands, run it interactively and in sessions, and use it to generate scripts and manage files.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Agent workflows.&lt;/strong&gt; Use Agent Mode, Copilot Edits and MCP. Manage Agent Sessions and delegate tasks to Sub-Agents to keep context usage under control.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Collaboration features.&lt;/strong&gt; Use Copilot for code review, plus Spaces, Spark, pull request summaries, and review standards set through instructions files.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reusable prompts.&lt;/strong&gt; Reuse prompt files to get consistent Copilot Chat responses.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Admin controls.&lt;/strong&gt; Configure organization-wide policies, enable Copilot Code Review policies, read audit log events, and manage subscriptions through the REST API.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The last group catches individual developers. If you have only used Copilot on a personal plan, you have probably never seen the organization policy screen. The exam expects you to know what lives there.&lt;/p&gt;

&lt;h2&gt;
  
  
  How are the GH-300 domains weighted?
&lt;/h2&gt;

&lt;p&gt;The exam spreads its questions across six skill areas, and one of them, using Copilot's features, carries the most weight at 25–30%. The other five sit between 10% and 20%, so no area is safe to skip.&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%2F1tf6x7jhjl4xh7vx9ut9.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%2F1tf6x7jhjl4xh7vx9ut9.png" alt="Landscape infographic of the six GH-300 exam domains and their weight ranges as of August 2026" width="800" height="533"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Domain&lt;/th&gt;
&lt;th&gt;Weight&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Use GitHub Copilot features&lt;/td&gt;
&lt;td&gt;25–30%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Use GitHub Copilot responsibly&lt;/td&gt;
&lt;td&gt;15–20%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Understand GitHub Copilot data and architecture&lt;/td&gt;
&lt;td&gt;10–15%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Apply prompt engineering and context crafting&lt;/td&gt;
&lt;td&gt;10–15%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Improve developer productivity with GitHub Copilot&lt;/td&gt;
&lt;td&gt;10–15%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Configure privacy, content exclusions, and safeguards&lt;/td&gt;
&lt;td&gt;10–15%&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;These ranges come straight from &lt;a href="https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/gh-300" rel="noopener noreferrer"&gt;Microsoft's GH-300 study guide&lt;/a&gt;, which also notes that most questions cover generally available features. Preview features can still show up if they are commonly used, which is one more reason to try agent mode and the CLI yourself instead of reading about them.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why do the non-coding domains trip up experienced developers?
&lt;/h2&gt;

&lt;p&gt;Between 35% and 50% of the exam weight sits in areas where typing speed and language skill don't help: responsible AI, data and architecture, and privacy controls. Developers who use Copilot every day often lose their points here.&lt;/p&gt;

&lt;p&gt;Take the data and architecture domain. It asks you to explain how Copilot builds a prompt from your context, how the proxy filters requests, and what post-processing happens before a suggestion reaches your editor. You can use Copilot for a year without ever needing that mental model.&lt;/p&gt;

&lt;p&gt;The privacy domain works the same way. Content exclusions sound simple until a question asks where you set them, who can set them, and what happens to files already open in the editor. The duplication-detection setting (the filter that blocks suggestions matching public code) is another item people know exists but have never switched on.&lt;/p&gt;

&lt;p&gt;A useful exercise: for each domain, write one paragraph explaining it to a teammate without opening the docs. Wherever the paragraph goes vague, that's a gap. Checking each gap against &lt;a href="https://www.edusum.com/microsoft/microsoft-github-copilot-exam-syllabus" rel="noopener noreferrer"&gt;a topic-by-topic GH-300 syllabus breakdown&lt;/a&gt; shows how deep each objective goes before you move on.&lt;/p&gt;

&lt;h2&gt;
  
  
  How should you practice the new CLI and agent topics?
&lt;/h2&gt;

&lt;p&gt;Hands-on time beats reading for these topics, because questions often describe a situation and ask what Copilot would do next. Spend at least one session in each of these:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Copilot CLI.&lt;/strong&gt; Install it, start an interactive session, and ask it to write a small shell script that renames files in a folder. Notice what it asks you to confirm before it runs anything.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Agent mode in the IDE.&lt;/strong&gt; Give it a multi-file task, such as adding input validation to three endpoints, and watch how it plans, edits and asks for approval.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;MCP.&lt;/strong&gt; Connect one MCP server to your editor and see how it changes what the agent can reach.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Instructions and prompt files.&lt;/strong&gt; Add a repository instructions file with a review standard, then open a pull request and compare Copilot's review with and without it.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Keep notes on what surprised you. Those surprises map closely to the kind of detail scenario questions test.&lt;/p&gt;

&lt;h2&gt;
  
  
  What are the exam logistics?
&lt;/h2&gt;

&lt;p&gt;You get 100 minutes, the exam is proctored, and you need a score of 700 or more to pass. It is offered in English, Spanish, Portuguese (Brazil), Korean and Japanese, and you book it through Pearson VUE. The price depends on the country where you take it.&lt;/p&gt;

&lt;p&gt;If you fail, you can retake it 24 hours after your first attempt. GitHub certifications stay valid for two years, and GitHub is moving to Microsoft's recertification process. Certifications that would expire before that process launches get a six-month extension.&lt;/p&gt;

&lt;p&gt;Before booking, Microsoft's free practice assessment and exam sandbox show you the question style and interface. After that, &lt;a href="https://www.edusum.com/microsoft/microsoft-github-copilot-gh-300-certification-sample-questions" rel="noopener noreferrer"&gt;free GH-300 sample questions&lt;/a&gt; are a quick way to check whether the responsible-AI and privacy items feel as easy as the feature questions.&lt;/p&gt;

&lt;h2&gt;
  
  
  Want a two-minute overview first?
&lt;/h2&gt;

&lt;p&gt;This short video from EduSum covers the GH-300 exam basics, a preparation approach, and where to find practice material.&lt;/p&gt;

&lt;p&gt;  &lt;iframe src="https://www.youtube.com/embed/g08PFC4TY_M" width="710" height="399"&gt;
  &lt;/iframe&gt;
&lt;/p&gt;

&lt;h2&gt;
  
  
  Frequently Asked Questions
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. What is the passing score for GH-300?
&lt;/h3&gt;

&lt;p&gt;You need a score of 700 or greater, according to Microsoft's GH-300 study guide.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. How long is the GH-300 exam?
&lt;/h3&gt;

&lt;p&gt;You have 100 minutes to complete the exam. It is proctored and may include interactive components.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Did the GH-300 exam change in 2026?
&lt;/h3&gt;

&lt;p&gt;Yes. Microsoft updated the skills measured on August 7, 2026. The current list names Copilot CLI, Agent Mode, MCP, Agent Sessions, Sub-Agents, and organization-wide Copilot Code Review policies.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. How long is the GitHub Copilot certification valid?
&lt;/h3&gt;

&lt;p&gt;GitHub certifications are valid for two years. GitHub is moving to Microsoft's recertification process, and certifications that expire before it launches are extended by six months.&lt;/p&gt;

&lt;h3&gt;
  
  
  5. Which GH-300 domain has the most weight?
&lt;/h3&gt;

&lt;p&gt;"Use GitHub Copilot features" carries the most weight at 25–30%. The other five domains each range from 10% to 20%.&lt;/p&gt;

</description>
    </item>
    <item>
      <title>7 Essential CISM Certification Requirements You Must Know</title>
      <dc:creator>Mete Kahyagil</dc:creator>
      <pubDate>Thu, 11 Sep 2025 11:43:16 +0000</pubDate>
      <link>https://dev.to/mete_kahyagil_faed69d7fc3/7-essential-cism-certification-requirements-you-must-know-2ie7</link>
      <guid>https://dev.to/mete_kahyagil_faed69d7fc3/7-essential-cism-certification-requirements-you-must-know-2ie7</guid>
      <description>&lt;h2&gt;
  
  
  What Is CISM Certification?
&lt;/h2&gt;

&lt;p&gt;If you’re aiming to validate your expertise in information security management, the CISM Certification (Certified Information Security Manager) from ISACA is a globally recognized credential that proves your ability to design, manage, and oversee an enterprise’s security program.&lt;/p&gt;

&lt;p&gt;Unlike purely technical certifications, CISM emphasizes governance, risk management, compliance, and business alignment of security practices. It’s designed for mid-to-senior-level professionals who want to move into leadership roles such as Information Security Manager, IT Risk Manager, Security Consultant, or Governance Professional.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;👉 According to &lt;strong&gt;&lt;a href="https://www.isaca.org/credentialing/cism/cism-exam-content-outline" rel="noopener noreferrer"&gt;ISACA’s official page&lt;/a&gt;&lt;/strong&gt;, over 50,000 professionals hold the CISM certification worldwide, making it one of the most in-demand credentials in cybersecurity management.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  Why Pursue the CISM Certification?
&lt;/h2&gt;

&lt;p&gt;Before diving into the requirements, it’s worth understanding why professionals pursue the CISM path:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🔹Career Growth:&lt;/strong&gt; Employers view CISM as a benchmark for leadership in cybersecurity.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🔹High Earning Potential:&lt;/strong&gt; CISM-certified professionals report salaries that are often 20–30% higher than their non-certified peers.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🔹Global Recognition:&lt;/strong&gt; Recognized in 190+ countries, the cert helps you stand out in international job markets.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🔹Business &amp;amp; Security Alignment:&lt;/strong&gt; Unlike technical certs, CISM validates your ability to bridge the gap between business goals and security initiatives.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🔹Credibility &amp;amp; Trust:&lt;/strong&gt; Holding a CISM credential shows clients, colleagues, and leadership teams that you can handle governance and compliance responsibilities.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Discover why the CISM certification—from its global recognition to salary boost—can be your game-changer. &lt;strong&gt;&lt;a href="https://www.patreon.com/posts/cism-is-it-worth-135286909?utm_medium=clipboard_copy&amp;amp;utm_source=copyLink&amp;amp;utm_campaign=postshare_creator&amp;amp;utm_content=join_link" rel="noopener noreferrer"&gt;CISM Certification: Is It Worth It for Your Cybersecurity Career?&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  7 Essential CISM Certification Requirements You Must Know
&lt;/h2&gt;

&lt;p&gt;To earn your CISM certification, you need to meet a combination of exam performance, work experience, adherence to ethics, and ongoing education. Let’s break them down step by step:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. Pass the CISM Exam&lt;/strong&gt;&lt;br&gt;
The first requirement is to successfully pass the CISM exam.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Exam Details:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Exam Code: CISM&lt;/li&gt;
&lt;li&gt;Exam Duration: 240 minutes (4 hours)&lt;/li&gt;
&lt;li&gt;Number of Questions: 150 multiple-choice&lt;/li&gt;
&lt;li&gt;Passing Score: 450/800 (scaled score)&lt;/li&gt;
&lt;li&gt;Cost: $575 (ISACA members), $760 (non-members)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Domains Covered (ISACA exam outline):&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Information Security Governance (17%)&lt;/li&gt;
&lt;li&gt;Information Security Risk Management (20%)&lt;/li&gt;
&lt;li&gt;Information Security Program (33%)&lt;/li&gt;
&lt;li&gt;Incident Management (30%)&lt;/li&gt;
&lt;/ul&gt;

&lt;blockquote&gt;
&lt;p&gt;📌 For detailed syllabus breakdown, check EduSum’s &lt;strong&gt;&lt;a href="https://www.edusum.com/isaca/isaca-information-security-manager-cism-exam-syllabus" rel="noopener noreferrer"&gt;CISM Exam Syllabus Guide&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;2. Minimum Five Years of Relevant Work Experience&lt;/strong&gt;&lt;br&gt;
ISACA requires at least five years of professional work experience in information security management.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;At least three years must be in three or more of the CISM domains.&lt;/li&gt;
&lt;li&gt;Experience must be verified by an employer or manager.&lt;/li&gt;
&lt;/ul&gt;

&lt;blockquote&gt;
&lt;p&gt;✅ Good news: Some substitutions/waivers are allowed (e.g., up to two years waived if you hold certain credentials like CISSP or CISA).&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;3. Adherence to ISACA’s Code of Professional Ethics&lt;/strong&gt;&lt;br&gt;
Certified professionals must agree to follow ISACA’s Code of Professional Ethics. This ensures CISM holders commit to:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Acting with integrity, objectivity, and confidentiality.&lt;/li&gt;
&lt;li&gt;Serving stakeholders’ interests responsibly.&lt;/li&gt;
&lt;li&gt;Complying with laws and regulations.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This ethical foundation safeguards trust in CISM-certified professionals.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. Commitment to ISACA’s Continuing Professional Education (CPE) Policy&lt;/strong&gt;&lt;br&gt;
Earning the cert isn’t the end—it’s the beginning. To maintain CISM, you must:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Earn 20 CPE hours annually.&lt;/li&gt;
&lt;li&gt;Earn 120 CPE hours over a three-year cycle.&lt;/li&gt;
&lt;li&gt;Submit annual maintenance fees to ISACA.&lt;/li&gt;
&lt;/ul&gt;

&lt;blockquote&gt;
&lt;p&gt;📌 Tip: Many professionals meet this requirement by attending ISACA events, completing training courses, or taking practice tests.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;5. Submit a Formal Application for Certification&lt;/strong&gt;&lt;br&gt;
Passing the exam doesn’t automatically make you certified. You must:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Apply within 5 years of passing the exam.&lt;/li&gt;
&lt;li&gt;Demonstrate you meet the work experience requirements.&lt;/li&gt;
&lt;li&gt;Pay a certification application fee.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This step ensures ISACA verifies your eligibility before granting certification.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;6. Agree to Comply with ISACA’s Information Systems Auditing Standards&lt;/strong&gt;&lt;br&gt;
Though designed for information systems auditing, ISACA expects CISM holders to respect industry best practices and professional standards. This ensures you operate within globally accepted governance frameworks.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;7. Ongoing Maintenance &amp;amp; Renewal&lt;/strong&gt;&lt;br&gt;
To remain certified, you must renew CISM annually by:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Submitting maintenance fees.&lt;/li&gt;
&lt;li&gt;Meeting CPE requirements.&lt;/li&gt;
&lt;li&gt;Maintaining ethical and professional conduct.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Failure to comply may result in suspension or revocation of your credential.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;👉 Explore EduSum’s CISM Practice Tests to ensure you not only pass the exam but keep your skills sharp.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  How to Prepare for the CISM Exam
&lt;/h2&gt;

&lt;p&gt;Preparation is often the toughest part. Here’s a practical roadmap:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🔹Understand the Exam Blueprint&lt;/strong&gt;: Start with the official ISACA CISM exam outline.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🔹Use Official Resources:&lt;/strong&gt; Study guides, ISACA review manuals, and domain-specific materials.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🔹Practice with Mock Tests:&lt;/strong&gt; Use CISM practice exams to simulate real conditions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🔹Join Study Groups:&lt;/strong&gt; Collaborating with peers helps reinforce knowledge.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🔹Allocate Study Hours:&lt;/strong&gt; Plan at least 150–200 hours over 3–4 months.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🔹Apply Governance Principles:&lt;/strong&gt; Don’t just memorize; learn to apply frameworks to real-world security management scenarios.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🔹Track Progress:&lt;/strong&gt; Take regular practice questions to measure readiness.&lt;/p&gt;

&lt;h2&gt;
  
  
  FAQs About CISM Certification
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;1. What is CISM certification?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The CISM certification is an advanced credential from ISACA that validates expertise in information security management, governance, risk, and compliance.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. How much does the CISM exam cost?&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;ISACA members: $575 &lt;/li&gt;
&lt;li&gt;Non-members: $760&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;3. How many questions are on the CISM exam?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;There are 150 multiple-choice questions covering four domains.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. What is the passing score for the CISM test?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;You need a scaled score of 450/800 to pass.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5. How long is the CISM exam?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The exam duration is 240 minutes (4 hours).&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;6. Is there a work experience requirement?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Yes, at least five years of work experience in information security, with three years across three or more CISM domains.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;7. How do I maintain my CISM certification?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Earn 20 CPEs annually (120 over three years), pay maintenance fees, and comply with ISACA’s ethics and standards.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;8. Where can I find CISM practice tests?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;You can practice with CISM sample questions and mock tests&lt;/p&gt;

&lt;h2&gt;
  
  
  Final Thoughts
&lt;/h2&gt;

&lt;p&gt;Earning the CISM certification is not just about passing a test—it’s about proving you can lead, manage, and align security with business objectives.&lt;/p&gt;

&lt;p&gt;By meeting the 7 essential requirements, preparing strategically, and leveraging high-quality resources like Edusum's CISM practice exams, you’ll be well on your way to joining the elite ranks of ISACA-certified leaders.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Key Takeaway: The CISM cert is your ticket to higher salaries, leadership positions, and global recognition in the ever-growing &lt;strong&gt;&lt;a href="https://dev.to/mete_kahyagil_faed69d7fc3"&gt;field of cybersecurity&lt;/a&gt;&lt;/strong&gt;.&lt;/p&gt;
&lt;/blockquote&gt;

</description>
      <category>cismcertification</category>
      <category>isacacertification</category>
      <category>ai</category>
      <category>devops</category>
    </item>
    <item>
      <title>SC-300 Exam Explained: Complete Guide to Microsoft Identity and Access Administrator</title>
      <dc:creator>Mete Kahyagil</dc:creator>
      <pubDate>Sat, 02 Aug 2025 12:56:30 +0000</pubDate>
      <link>https://dev.to/mete_kahyagil_faed69d7fc3/sc-300-exam-explained-complete-guide-to-microsoft-identity-and-access-administrator-bm8</link>
      <guid>https://dev.to/mete_kahyagil_faed69d7fc3/sc-300-exam-explained-complete-guide-to-microsoft-identity-and-access-administrator-bm8</guid>
      <description>&lt;p&gt;Are you ready to take your cybersecurity and identity management skills to the next level? The SC-300: Microsoft Identity and Access Administrator exam could be your golden ticket. Whether you're a student, professional, or career switcher, this certification opens doors to high-demand job roles in identity security and access governance.&lt;/p&gt;

&lt;p&gt;In this comprehensive guide, we’ll explore what the SC-300 exam is, who should take it, the exam format, study strategies, and exam-day tips. We’ve also included motivational insights to help you conquer the stress and stay focused on your goal.&lt;/p&gt;

&lt;p&gt;Thinking about leveling up in security? Discover why the SC-300 should be your next move!&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;🔗 Read now: &lt;strong&gt;&lt;a href="https://kahyagilmete.substack.com/p/why-the-sc-300-is-your-next-must" rel="noopener noreferrer"&gt;https://kahyagilmete.substack.com/p/why-the-sc-300-is-your-next-must&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  ✅ What Is the SC-300 Exam?
&lt;/h2&gt;

&lt;p&gt;The SC-300, officially titled Microsoft Identity and Access Administrator, is an associate-level certification from Microsoft that validates your skills in:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Designing, implementing, and operating identity and access management systems using Microsoft Entra ID (formerly Azure AD).&lt;/li&gt;
&lt;li&gt;Managing tasks such as authentication, authorization, and governance.&lt;/li&gt;
&lt;li&gt;Collaborating across the organization to provide secure identity solutions.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;🧠 SC-300 = Identity Security + Cloud Knowledge + Microsoft Expertise&lt;/strong&gt;&lt;br&gt;
It’s designed to bridge the growing global gap in identity and access professionals and is a must-have for anyone serious about cybersecurity careers.&lt;/p&gt;

&lt;h2&gt;
  
  
  🎯 Who Should Take the SC-300 Certification Exam?
&lt;/h2&gt;

&lt;p&gt;The SC-300 certification is ideal for:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;IT Professionals looking to specialize in identity and access solutions.&lt;/li&gt;
&lt;li&gt;Cybersecurity Analysts or Engineers managing Microsoft environments.&lt;/li&gt;
&lt;li&gt;Career changers moving into cloud security roles.&lt;/li&gt;
&lt;li&gt;Students studying cybersecurity, computer science, or related fields.&lt;/li&gt;
&lt;li&gt;Employers seeking verified skills in Microsoft security protocols.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This certification serves both as a standalone milestone and a stepping stone to advanced Microsoft or security-related certifications.&lt;/p&gt;

&lt;h2&gt;
  
  
  📚 SC-300 Exam Objectives and Domains (As per Microsoft)
&lt;/h2&gt;

&lt;p&gt;According to the official Microsoft certification page, the SC-300 focuses on four key domains:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Implement Identity Management (25–30%)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Create and manage identities.&lt;/li&gt;
&lt;li&gt;Manage Azure AD identity governance.&lt;/li&gt;
&lt;li&gt;Configure identity synchronization.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Implement Authentication and Access Management (25–30%)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Configure secure authentication.&lt;/li&gt;
&lt;li&gt;Implement conditional access.&lt;/li&gt;
&lt;li&gt;Manage external identities.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Implement Access Management for Apps (15–20%)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Manage application access.&lt;/li&gt;
&lt;li&gt;Plan and implement access management for apps.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Plan and Implement Identity Governance (20–25%)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Configure entitlement management.&lt;/li&gt;
&lt;li&gt;Implement access reviews and privileged identity management (PIM).&lt;/li&gt;
&lt;li&gt;Each domain directly aligns with real-world identity management needs.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  &lt;strong&gt;📋 SC-300 Exam Format and Details&lt;/strong&gt;
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Exam Name: Microsoft Certified: Identity and Access Administrator Associate&lt;/li&gt;
&lt;li&gt;Exam Code: SC-300&lt;/li&gt;
&lt;li&gt;Price: $165(USD)&lt;/li&gt;
&lt;li&gt;Duration: 120 minutes&lt;/li&gt;
&lt;li&gt;Number of Questions: 40–60&lt;/li&gt;
&lt;li&gt;Passing Score: 700 / 1000&lt;/li&gt;
&lt;li&gt;Format: Multiple-choice, scenario-based, drag-and-drop&lt;/li&gt;
&lt;li&gt;Delivery: Online or Pearson VUE test centers&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;✅ Pro Tip: Take the SC-300 Microsoft Practice Exam on Edusum to simulate real test conditions&lt;/strong&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  &lt;strong&gt;🛠️ Study Resources for the SC-300 Exam&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;Preparation is half the victory. Here are top-rated resources to master the SC-300 Microsoft exam:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🎓 Official Microsoft Learn Path&lt;/strong&gt;&lt;br&gt;
Free learning modules directly from Microsoft:&lt;br&gt;
👉 &lt;strong&gt;&lt;a href="https://learn.microsoft.com/en-us/credentials/certifications/identity-and-access-administrator/?practice-assessment-type=certification" rel="noopener noreferrer"&gt;Microsoft Identity and Access Administrator Learning Path&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;📘 SC-300 Practice Tests&lt;/strong&gt;&lt;br&gt;
Don’t leave your success to chance. Use trusted practice tests to evaluate your readiness.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;📺 YouTube Tutorials &amp;amp; Webinars&lt;/strong&gt;&lt;br&gt;
Watch real-world demonstrations of configuring Azure AD, setting up MFA, and managing PIM.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;📚 Study Books&lt;/strong&gt;&lt;br&gt;
Consider “Microsoft Identity and Access Administrator SC-300 Certification Guide” or equivalent updated guides.&lt;/p&gt;

&lt;h2&gt;
  
  
  🌟 Tips for Success on Exam Day
&lt;/h2&gt;

&lt;p&gt;Here are 5 practical and motivational tips to help you crush the Microsoft SC-300 exam:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. Start with the Official Blueprint&lt;/strong&gt;&lt;br&gt;
Use the Microsoft syllabus as your preparation anchor. Prioritize based on domain weightage.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Use Active Recall + Spaced Repetition&lt;/strong&gt;&lt;br&gt;
Use flashcards and practice questions to reinforce long-term retention.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Simulate the Exam Environment&lt;/strong&gt;&lt;br&gt;
Take timed &lt;strong&gt;&lt;a href="https://www.edusum.com/microsoft/sc-300-microsoft-identity-and-access-administrator" rel="noopener noreferrer"&gt;SC-300 practice exams&lt;/a&gt;&lt;/strong&gt; to reduce exam-day anxiety.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. Focus on Weak Areas&lt;/strong&gt;&lt;br&gt;
After a few mock tests, identify your weakest domain and double down on it.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5. Stay Confident and Composed&lt;/strong&gt;&lt;br&gt;
Imposter syndrome is real. Remind yourself: You’ve done the work. You deserve to pass.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✨ Remember: This is not just an exam—it’s a leap toward a better career.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;❓ Frequently Asked Questions (FAQs)&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. What is the Microsoft SC-300 certification?&lt;/strong&gt;&lt;br&gt;
It certifies your skills in managing identity and access in Microsoft environments, particularly using Azure AD.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. How hard is the SC-300 exam?&lt;/strong&gt;&lt;br&gt;
Moderately challenging, especially if you're new to Azure AD. However, with the right SC-300 practice tests, it’s very achievable.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. How many hours should I study for the SC-300?&lt;/strong&gt;&lt;br&gt;
Most candidates prepare for 30–50 hours over 4–6 weeks, depending on &lt;strong&gt;&lt;a href="https://dev.to/mete_kahyagil_faed69d7fc3"&gt;prior experience&lt;/a&gt;&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. Does SC-300 expire?&lt;/strong&gt;&lt;br&gt;
Yes, it must be renewed annually via Microsoft’s free renewal assessment.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5. Is SC-300 worth it for career growth?&lt;/strong&gt;&lt;br&gt;
Absolutely! It’s recognized globally and aligns with high-demand roles in IAM and cloud security.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Conclusion&lt;/strong&gt;&lt;br&gt;
The SC-300 Microsoft exam isn’t just another test—it’s your entryway into the high-impact world of identity and access administration. Whether you're looking to level up your IT career, switch roles, or validate your expertise, the Microsoft SC-300 certification is a solid and strategic choice.&lt;/p&gt;

&lt;p&gt;💡 Take that first step by preparing with SC-300 practice exams on Edusum, where real-world scenarios and structured assessments help you build confidence and mastery.&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>cybersecurity</category>
      <category>programming</category>
      <category>ai</category>
    </item>
    <item>
      <title>Inside the CREST CPSA: What Every Aspiring Security Analyst Needs to Know About the Exam Format</title>
      <dc:creator>Mete Kahyagil</dc:creator>
      <pubDate>Thu, 10 Jul 2025 11:32:11 +0000</pubDate>
      <link>https://dev.to/mete_kahyagil_faed69d7fc3/inside-the-crest-cpsa-what-every-aspiring-security-analyst-needs-to-know-about-the-exam-format-4cf0</link>
      <guid>https://dev.to/mete_kahyagil_faed69d7fc3/inside-the-crest-cpsa-what-every-aspiring-security-analyst-needs-to-know-about-the-exam-format-4cf0</guid>
      <description>&lt;p&gt;Embarking on a cybersecurity career often involves pursuing industry-recognized certifications to validate your skills and knowledge. Among the prestigious certifications available, the CREST CPSA certification stands out for professionals aiming to prove their expertise as a CREST Practitioner Security Analyst. Understanding the CREST CPSA certification format is the first crucial step towards achieving this valuable credential. Whether you're a seasoned practitioner, a career changer venturing into cybersecurity, or a student eager to make your mark, this comprehensive guide will provide you with the essential information about the CREST CPSA exam structure, CREST CPSA syllabus, and effective strategies for success.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Master the core principles of cybersecurity and showcase your technical expertise with the &lt;strong&gt;&lt;a href="https://itcerthub.substack.com/p/crest-cpsa-certification-simplified" rel="noopener noreferrer"&gt;CREST CPSA&lt;/a&gt;&lt;/strong&gt;.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  Overview of the CPSA Exam Format
&lt;/h2&gt;

&lt;p&gt;The CREST Practitioner Security Analyst exam is designed to assess your core technical skills and understanding of security assessment methodologies. Knowing the CREST CPSA certification cost and the overall format can significantly reduce anxiety and improve your preparation.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Here's a breakdown of what you need to know:&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;• &lt;strong&gt;Exam Name:&lt;/strong&gt; CREST Practitioner Security Analyst (CPSA)&lt;br&gt;
• &lt;strong&gt;Exam Code:&lt;/strong&gt; CPSA&lt;br&gt;
• &lt;strong&gt;Exam Price:&lt;/strong&gt; $400 (USD)&lt;br&gt;
• &lt;strong&gt;Duration:&lt;/strong&gt; 120 minutes&lt;br&gt;
• &lt;strong&gt;Number of Questions:&lt;/strong&gt; 120&lt;br&gt;
• &lt;strong&gt;Passing Score:&lt;/strong&gt; 60%&lt;/p&gt;

&lt;p&gt;This timed, multiple-choice exam requires a solid understanding of various cybersecurity domains. Familiarizing yourself with these details is paramount before diving into your preparation.&lt;/p&gt;

&lt;h2&gt;
  
  
  Question Types in the CPSA Exam
&lt;/h2&gt;

&lt;p&gt;The CREST CPSA certification primarily utilizes multiple-choice questions. Each question is designed to test your comprehension and application of the concepts within the CREST CPSA Syllabus. While specific details about variations in question types aren't explicitly provided, you can generally expect single best answer questions where you must select the most accurate response from the given options. Practicing with sample questions similar to those found on platforms like Edusum for CREST CPSA Practice can greatly enhance your familiarity and confidence in tackling the actual exam.&lt;/p&gt;

&lt;h2&gt;
  
  
  Domains and Syllabus Covered
&lt;/h2&gt;

&lt;p&gt;The CREST CPSA syllabus covers a broad range of essential topics for a security analyst. Mastering these domains is key to passing the CREST Practitioner Security Analyst Exam Questions. &lt;br&gt;
The key areas include:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1.    Soft Skills and Assessment Management:&lt;/strong&gt; This domain assesses your ability to manage assessments effectively and communicate findings professionally.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2.    Core Technical Skills:&lt;/strong&gt; Fundamental technical knowledge is crucial for any security analyst.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3.    Background Information Gathering and Open Source:&lt;/strong&gt; Understanding how to gather intelligence is a vital skill in security assessments.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4.    Networking Equipment:&lt;/strong&gt; Knowledge of network devices and their security implications is essential.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5.    Microsoft Windows Security Assessment:&lt;/strong&gt; Assessing the security of Windows-based systems is a common requirement.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;6.    Unix Security Assessment:&lt;/strong&gt; Similarly, understanding Unix-based system security is important.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;7.    Web Technologies:&lt;/strong&gt; With the prevalence of web applications, knowledge of underlying web technologies is necessary.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;8.    Web Testing Methodologies:&lt;/strong&gt; Understanding different approaches to web application testing is critical.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;9.    Web Testing Techniques:&lt;/strong&gt; Applying specific techniques to identify vulnerabilities in web applications.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;10.   Databases:&lt;/strong&gt; Knowledge of database security is increasingly important in modern assessments.&lt;/p&gt;

&lt;p&gt;For a detailed breakdown of each area, refer to the &lt;strong&gt;&lt;a href="https://www.crest-approved.org/skills-certifications-careers/crest-practitioner-security-analyst/" rel="noopener noreferrer"&gt;official CREST CPSA Syllabus&lt;/a&gt;&lt;/strong&gt; available on Edusum's detailed syllabus page and the official CREST website (CREST Practitioner Security Analyst Details).&lt;/p&gt;

&lt;h2&gt;
  
  
  Tips for Navigating the CPSA Exam Format
&lt;/h2&gt;

&lt;p&gt;Understanding the CREST CPSA certification format is just the beginning. Here are some practical tips to help you navigate the exam effectively:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1.    Time Management:&lt;/strong&gt; With 120 questions in 120 minutes, pacing is crucial. Aim to spend no more than one minute per question during your first pass.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2.    Read Carefully:&lt;/strong&gt; Ensure you fully understand each question before attempting to answer. Pay close attention to keywords and any specific constraints mentioned.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3.    Eliminate Incorrect Options:&lt;/strong&gt; If you're unsure of the answer, try to eliminate the options you know are incorrect. This can increase your chances of selecting the right answer.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4.    Don't Dwell Too Long:&lt;/strong&gt; If you find yourself stuck on a question, mark it and move on. You can always return to it later if you have time.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5.    Practice Under Timed Conditions:&lt;/strong&gt; Utilize practice exams like those offered on Edusum for &lt;strong&gt;&lt;a href="https://www.edusum.com/crest/cpsa-crest-practitioner-security-analyst" rel="noopener noreferrer"&gt;CREST CPSA Exam Prep&lt;/a&gt;&lt;/strong&gt; to simulate the actual exam environment and improve your time management skills.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;6.    Understand the Passing Score:&lt;/strong&gt; Knowing that the passing score is 60% can help you gauge your progress during practice and the actual exam. Focus on mastering the key domains to ensure you reach this threshold.&lt;br&gt;
Resources for Exam Preparation&lt;/p&gt;

&lt;p&gt;Preparing for the CREST Practitioner Security Analyst exam requires utilizing the right resources. Here are some recommended options:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;•   Official CREST Documentation:&lt;/strong&gt; The official CREST website is your primary source for information about the certification, syllabus, and any updates.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;•   Edusum Practice Exams:&lt;/strong&gt; Platforms like Edusum offer comprehensive practice exams designed to mirror the actual CREST CPSA certification online experience. Their resources can help you familiarize yourself with the &lt;strong&gt;&lt;a href="https://www.edusum.com/crest/crest-practitioner-security-analyst-cpsa-certification-sample-questions" rel="noopener noreferrer"&gt;CREST Practitioner Security Analyst Questions&lt;/a&gt;&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;•   Study Guides and Materials:&lt;/strong&gt; Look for reputable study guides and materials that align with the CREST CPSA Syllabus.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;•   Online Communities and Forums:&lt;/strong&gt; Engaging with other candidates can provide valuable insights and support during your preparation journey.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;•   Hands-on Practice:&lt;/strong&gt; Practical experience in the domains covered by the exam is invaluable. Try to apply your knowledge in real-world scenarios or lab environments.&lt;/p&gt;

&lt;p&gt;Remember, consistent and focused preparation is key to success in the CREST CPSA exam. Embrace the challenge, utilize the available resources, and believe in your ability to achieve this significant milestone in your cybersecurity career. The feeling of accomplishment after passing the CREST CPSA certification will undoubtedly be a rewarding one, opening doors to new opportunities and validating your expertise in the field. Let the journey of preparation be an empowering experience, knowing that each step you take brings you closer to becoming a recognized CREST Practitioner Security Analyst.&lt;/p&gt;

&lt;h2&gt;
  
  
  FAQs
&lt;/h2&gt;

&lt;p&gt;Here are 5 highly searchable FAQs related to the CREST CPSA exam:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1.    What is the CREST CPSA certification and who is it for?&lt;/strong&gt; &lt;br&gt;
The CREST Practitioner Security Analyst (CPSA) certification is for individuals who perform penetration testing and security assessments. It validates their core technical skills and knowledge in the field.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2.    How much does the CREST CPSA certification cost?&lt;/strong&gt;&lt;br&gt;
The CREST CPSA certification exam fee is $400 (USD).&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3.    What is the format of the CREST CPSA exam?&lt;/strong&gt;&lt;br&gt;
 The exam is a 120-minute, multiple-choice exam consisting of 120 questions. The passing score is 60%.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4.    What topics are covered in the CREST CPSA Syllabus?&lt;/strong&gt;&lt;br&gt;
The syllabus includes Soft Skills and Assessment Management, Core Technical Skills, Information Gathering, Network and System Security (Windows and Unix), Web Technologies, Web Testing Methodologies and Techniques, and Databases.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5.    Where can I find practice questions for the CREST CPSA exam?&lt;/strong&gt;&lt;br&gt;
You can find practice questions on platforms like Edusum and potentially through other study resources and online communities.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Understanding the CREST CPSA certification format is a foundational element of your preparation strategy. By knowing the exam structure, question types, and syllabus, you can tailor your study efforts for maximum effectiveness. Remember to leverage the resources available, including the official CREST website and practice exams from providers like Edusum, to &lt;strong&gt;&lt;a href="https://dev.to/mete_kahyagil_faed69d7fc3"&gt;enhance your readiness&lt;/a&gt;&lt;/strong&gt;. With dedication and a clear understanding of what to expect, you can confidently approach the CREST Practitioner Security Analyst Exam and achieve this valuable industry recognition.&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Are Cybersecurity Fundamentals Certifications Necessary for Cybersecurity Professionals?</title>
      <dc:creator>Mete Kahyagil</dc:creator>
      <pubDate>Tue, 24 Jun 2025 07:31:45 +0000</pubDate>
      <link>https://dev.to/mete_kahyagil_faed69d7fc3/are-cybersecurity-fundamentals-certifications-necessary-for-cybersecurity-professionals-k8o</link>
      <guid>https://dev.to/mete_kahyagil_faed69d7fc3/are-cybersecurity-fundamentals-certifications-necessary-for-cybersecurity-professionals-k8o</guid>
      <description>&lt;p&gt;The cybersecurity landscape is evolving at a breakneck pace, demanding professionals to continuously sharpen their skills and prove their expertise. But as the market becomes saturated with certifications, many aspiring and seasoned cybersecurity practitioners pause to ask: Are cybersecurity fundamentals certifications truly necessary?&lt;/p&gt;

&lt;p&gt;This question resonates especially with those preparing to enter the field or those considering career advancement. A cybersecurity fundamentals study guide can be your roadmap, but more importantly, earning certifications like the ISACA Cybersecurity Fundamentals certificate can transform your career trajectory. This article dives deep into why these certifications matter, when they become most beneficial, and how they can empower professionals across levels — from fresh graduates to experienced cybersecurity veterans.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Certification confusion? Start here.&lt;br&gt;
This guide explains how to use &lt;strong&gt;&lt;a href="https://open.substack.com/pub/kahyagilmete/p/how-to-use-the-isaca-cybersecurity?r=5kvoci&amp;amp;utm_campaign=post&amp;amp;utm_medium=web&amp;amp;showWelcomeOnShare=false" rel="noopener noreferrer"&gt;ISACA’s Cybersecurity Fundamentals&lt;/a&gt;&lt;/strong&gt; to launch your career.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  What Are Cybersecurity Fundamentals Certifications?
&lt;/h2&gt;

&lt;p&gt;Cybersecurity fundamentals certifications are designed to validate the foundational knowledge essential for any cybersecurity role. Unlike advanced certifications focused on specific technologies or vendor products, these fundamentals provide a broad overview of security principles, threat landscapes, and essential protective measures.&lt;/p&gt;

&lt;p&gt;The ISACA Cybersecurity Fundamentals Certification is a prime example, offering a globally recognized credential that tests candidates on these crucial domains. The exam includes 60 questions with a 65% passing score, covering the syllabus in depth&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Securing Assets: 35%&lt;/li&gt;
&lt;li&gt;Information Security Fundamentals: 27%&lt;/li&gt;
&lt;li&gt;Security Operations and Response: 20%&lt;/li&gt;
&lt;li&gt;Threat Landscape: 18%&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Exam details:&lt;/strong&gt;&lt;br&gt;
Duration 120 minutes; cost $120 (members), $150 (non-members). &lt;/p&gt;

&lt;h2&gt;
  
  
  Why Cybersecurity Fundamentals Certifications Are Important
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;1. Establish a Solid Knowledge Foundation&lt;/strong&gt;&lt;br&gt;
The cybersecurity world is vast, and jumping directly into advanced certifications without mastering the basics can be overwhelming. A fundamentals certification acts as a compass, guiding candidates through essential concepts, and ensuring they have a strong grasp of what cybersecurity entails. The cybersecurity fundamentals study guide pdf is a popular resource that helps learners structure their study effectively.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Build Credibility with Employers&lt;/strong&gt;&lt;br&gt;
In a competitive job market, demonstrating verified skills is crucial. Employers increasingly look for certifications as proof that a candidate not only knows the theory but is committed to continuous professional growth. The ISACA cybersecurity fundamentals study guide pdf free download versions available online allow candidates to prepare effectively and showcase their readiness.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Bridge the Gap for Career Changers&lt;/strong&gt;&lt;br&gt;
For professionals switching from IT or related fields, fundamentals certifications offer a clear entry point. It’s a motivational milestone that reassures both the candidate and prospective employers about their dedication and baseline knowledge.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. Enhance Exam Readiness and Reduce Anxiety&lt;/strong&gt;&lt;br&gt;
Preparing for certification exams can be daunting. Utilizing structured guides, practice tests, and sample questions (e.g., cybersecurity fundamentals practice test and cybersecurity fundamentals sample questions) not only reinforces learning but alleviates stress — turning uncertainty into confidence.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5. Align with Industry Standards and Best Practices&lt;/strong&gt;&lt;br&gt;
Certifications like ISACA’s align closely with industry-recognized standards, helping professionals stay current with emerging threats and compliance requirements. This foundational knowledge is critical in a world where cyberattacks grow more sophisticated daily.&lt;/p&gt;

&lt;h2&gt;
  
  
  When Are Cybersecurity Fundamentals Certifications Most Beneficial?
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;a) Entry-Level Professionals and Students&lt;/strong&gt;&lt;br&gt;
For those just beginning their cybersecurity journey, fundamentals certifications are an invaluable stepping stone. They create a structured learning pathway and provide a recognized credential to boost your resume early on.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;b) Career Changers and IT Professionals&lt;/strong&gt;&lt;br&gt;
Individuals transitioning from IT support, networking, or other tech roles find these certifications crucial for validating their knowledge in cybersecurity’s core principles before advancing to specialized fields.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;c) Experienced Practitioners Seeking Formal Validation&lt;/strong&gt;&lt;br&gt;
Even seasoned cybersecurity pros benefit by obtaining foundational certifications to refresh their knowledge, fill gaps, and endorse their expertise when applying for leadership roles or new challenges.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;d) Employers and Organizations&lt;/strong&gt;&lt;br&gt;
Employers looking to build strong cybersecurity teams or upskill current staff can use fundamentals certifications as part of their hiring or training framework, ensuring everyone shares a common understanding of security basics.&lt;/p&gt;

&lt;h2&gt;
  
  
  FAQs
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;1. What is the passing score for the ISACA Cybersecurity Fundamentals exam?&lt;/strong&gt;&lt;br&gt;
The passing score is 65% on 60 questions, completed within 120 minutes.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Where can I find the cybersecurity fundamentals study guide pdf&lt;/strong&gt;&lt;br&gt;
&lt;strong&gt;&lt;a href="https://www.isaca.org/credentialing/cybersecurity-fundamentals-certificate#1" rel="noopener noreferrer"&gt;Official&lt;/a&gt;&lt;/strong&gt; and free downloadable versions can be found via ISACA and trusted partners. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. How much does the ISACA Cybersecurity Fundamentals exam cost?&lt;/strong&gt;&lt;br&gt;
The exam costs $120 for ISACA members and $150 for non-members.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. What topics are covered in the cybersecurity fundamentals syllabus&lt;/strong&gt;&lt;br&gt;
Key areas include Securing Assets, Information Security Fundamentals, Security Operations and Response, and Threat Landscape.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5. Are there practice tests available for the ISACA Cybersecurity Fundamentals exam?&lt;/strong&gt;&lt;br&gt;
Yes, official and third-party cybersecurity fundamentals practice tests and sample questions help candidates prepare thoroughly. Explore &lt;strong&gt;&lt;a href="https://www.edusum.com/isaca/isaca-cybersecurity-fundamentals-certification-sample-questions" rel="noopener noreferrer"&gt;Sample Questions&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;The cybersecurity realm demands more than just technical know-how—it requires a mindset grounded in solid fundamentals. Cybersecurity fundamentals certifications serve as the cornerstone for anyone aiming to build a meaningful, resilient career in this dynamic field. Whether you’re a student, an experienced practitioner, or an employer, these certifications offer clarity, credibility, and confidence.&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Ace the CCISO Exam: 5 Study Habits for Guaranteed Success</title>
      <dc:creator>Mete Kahyagil</dc:creator>
      <pubDate>Thu, 19 Jun 2025 10:27:04 +0000</pubDate>
      <link>https://dev.to/mete_kahyagil_faed69d7fc3/ace-the-cciso-exam-5-study-habits-for-guaranteed-success-10oo</link>
      <guid>https://dev.to/mete_kahyagil_faed69d7fc3/ace-the-cciso-exam-5-study-habits-for-guaranteed-success-10oo</guid>
      <description>&lt;p&gt;The role of a Chief Information Security Officer (CISO) is more critical than ever in today's complex cybersecurity landscape. The EC-Council Certified Chief Information Security Officer (CCISO) certification is a globally recognized validation of the knowledge and experience required to excel in this demanding field. It's designed for experienced security professionals looking to bridge the gap between technical expertise and executive management. &lt;/p&gt;

&lt;p&gt;The CCISO certification is not just another technical exam; it requires a strategic mindset, an understanding of business principles, and the ability to communicate effectively with both technical and non-technical stakeholders. This is why effective study habits are absolutely critical for success. Simply memorizing facts won't cut it. You need to develop a deep understanding of the concepts and how they apply in real-world scenarios.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;👉 Dive in here for your roadmap to success:&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://kahyagilmete.substack.com/p/cracking-the-cciso-exam-712-50-the" rel="noopener noreferrer"&gt;https://kahyagilmete.substack.com/p/cracking-the-cciso-exam-712-50-the&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&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.amazonaws.com%2Fuploads%2Farticles%2Fto5y0l2h603x6ipyj9qs.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.amazonaws.com%2Fuploads%2Farticles%2Fto5y0l2h603x6ipyj9qs.png" alt="5 proven study habits and CCISO exam preparation strategy" width="800" height="533"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Promise:&lt;/strong&gt; Ready to transform your CCISO exam preparation strategy? Learn the 5 proven study habits that can dramatically increase your chances of passing the CCISO exam on your first attempt.&lt;/p&gt;

&lt;h2&gt;
  
  
  5 Study Habits That Guarantee CCISO Exam Success
&lt;/h2&gt;

&lt;p&gt;Here are five powerful study habits to incorporate into your preparation for the 712-50: EC-Council Chief Information Security Officer (CISO) exam:&lt;/p&gt;

&lt;h2&gt;
  
  
  ✔ Immerse Yourself in the Domains:
&lt;/h2&gt;

&lt;p&gt;The CCISO exam covers a broad range of topics. Don't treat each domain as a separate entity. Instead, strive to understand how they interrelate and support the overall information security strategy. Dedicate focused study time to each of the five domains:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Governance and Risk Management&lt;/li&gt;
&lt;li&gt;Information Security Controls, Compliance and Audit Management&lt;/li&gt;
&lt;li&gt;Security Program Management &amp;amp; Operations&lt;/li&gt;
&lt;li&gt;Information Security Core Competencies&lt;/li&gt;
&lt;li&gt;Strategic Planning, Finance, Procurement, and Third-Party Management&lt;/li&gt;
&lt;/ul&gt;

&lt;blockquote&gt;
&lt;p&gt;Pro Tip: For each domain, try to connect the theoretical concepts with your own professional experiences. Think about how these principles are applied (or should be applied) in your current or previous roles. This will deepen your understanding and improve retention.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  ✔ Practice Like You Play (But Smarter):
&lt;/h2&gt;

&lt;p&gt;The CCISO exam consists of 150 multiple-choice questions to be answered within 150 minutes. Familiarizing yourself with the exam format and question types is crucial. Utilize practice exams to simulate the real testing environment. Resources like those potentially available on Edusum Practice Exams for CCISO can be invaluable. Analyze your results to identify your weak areas and focus your subsequent study efforts accordingly.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Pro Tip: Don't just focus on getting the answers right during practice. Take the time to understand why the correct answer is right and the incorrect answers are wrong. This deeper analysis will solidify your understanding of the underlying concepts.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  ✔ Strategize Your Study Schedule:
&lt;/h2&gt;

&lt;p&gt;With so much ground to cover, a well-structured study schedule is your best friend. Allocate specific time slots for studying each domain, reviewing materials, and taking practice exams. Be realistic about your current commitments and create a schedule that you can consistently follow. Consistency is key to effective learning.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Pro Tip: Break down large study topics into smaller, manageable chunks. Instead of trying to cram an entire domain in one sitting, dedicate shorter periods to specific subtopics. This approach can prevent burnout and improve information absorption.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  ✔ Leverage Diverse Learning Resources:
&lt;/h2&gt;

&lt;p&gt;Don't rely on a single study material. Supplement your learning with a variety of resources. The official EC-Council materials are a great starting point, as mentioned on their website EC-Council CCISO Certification. Consider incorporating study guides, video courses, and even discussions with fellow professionals. Different resources can offer different perspectives and help clarify complex topics. You might also find valuable insights in the CCISO study guide or through online communities discussing &lt;strong&gt;&lt;a href="https://www.edusum.com/ec-council/ec-council-cciso-712-50-certification-sample-questions" rel="noopener noreferrer"&gt;CCISO exam questions&lt;/a&gt;&lt;/strong&gt;.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Pro Tip: Explore the official EC-Council website for any recommended reading materials or additional resources that can enhance your understanding of the exam objectives. Look for resources that align with the CCISO exam syllabus which you can find detailed on platforms like CCISO Exam Syllabus on Edusum.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  ✔ Master the "Why" Behind the "What":
&lt;/h2&gt;

&lt;p&gt;The CCISO exam isn't just about memorizing definitions; it's about understanding the practical application of security principles in a business context. Focus on understanding why certain controls and strategies are important and how they contribute to the overall security posture of an organization. This deeper level of understanding is crucial for answering scenario-based questions effectively.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Pro Tip: For each concept you learn, ask yourself: "How would I explain this to a non-technical executive?" This exercise will force you to think about the business implications and strategic importance of the topic.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  FAQs about the CCISO Exam
&lt;/h2&gt;

&lt;p&gt;Here are some frequently asked questions about the CCISO exam:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q1. What is the cost of the CCISO certification exam?&lt;/strong&gt;&lt;br&gt;
The EC Council CCISO exam cost is typically $999 (USD). This fee covers the exam attempt.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q2. What is the duration of the CCISO exam?&lt;/strong&gt; &lt;br&gt;
The CCISO exam has a time limit of 150 minutes.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q3. How many questions are there on the CCISO exam (712-50)?&lt;/strong&gt; &lt;br&gt;
The exam consists of 150 multiple-choice questions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q4. What is the passing score for the CCISO exam?&lt;/strong&gt; &lt;br&gt;
The passing score for the CCISO exam can range from 60% to 85%, depending on the exam version and the domain weightage.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q5. Where can I find CCISO practice questions and a study guide?&lt;/strong&gt; &lt;br&gt;
You can find potential CCISO practice questions and explore study materials on platforms like Edusum CCISO Practice and look for &lt;strong&gt;&lt;a href="https://www.eccouncil.org/train-certify/certified-chief-information-security-officer-cciso/" rel="noopener noreferrer"&gt;official EC-Council CCISO&lt;/a&gt;&lt;/strong&gt; study guide resources.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Passing the CCISO exam is a challenging but rewarding endeavor. By adopting these 5 effective study habits, you can significantly enhance your preparation and increase your chances of success. Remember to immerse yourself in the domains, practice diligently, strategize your study schedule, leverage diverse learning resources, and focus on understanding the "why" behind the "what." With dedication and the right approach, you can achieve your goal of becoming a Certified Chief Information Security Officer. Good luck with your CCISO certification journey!&lt;/p&gt;

</description>
      <category>cciso</category>
      <category>ccisoexam</category>
      <category>career</category>
      <category>programming</category>
    </item>
    <item>
      <title>Top Mistakes to Avoid When Preparing for Certified Technology Specialist Certification</title>
      <dc:creator>Mete Kahyagil</dc:creator>
      <pubDate>Wed, 11 Jun 2025 08:57:02 +0000</pubDate>
      <link>https://dev.to/mete_kahyagil_faed69d7fc3/top-mistakes-to-avoid-when-preparing-for-certified-technology-specialist-certification-2je0</link>
      <guid>https://dev.to/mete_kahyagil_faed69d7fc3/top-mistakes-to-avoid-when-preparing-for-certified-technology-specialist-certification-2je0</guid>
      <description>&lt;p&gt;Embarking on the journey to become a Certified Technology Specialist (CTS) is a significant step for professionals in the audiovisual (AV) industry. This globally recognized certification, offered by AVIXA, validates your knowledge and expertise in AV technology, enhancing your career prospects and credibility. Whether you're a seasoned practitioner aiming to formalize your skills or a career changer stepping into the dynamic world of AV, achieving &lt;strong&gt;&lt;a href="https://242647583.hs-sites-na2.com/unlock-your-av-potential-is-the-certified-technology-specialist-certification-worth-it" rel="noopener noreferrer"&gt;CTS certification&lt;/a&gt;&lt;/strong&gt; demonstrates your commitment to excellence.&lt;/p&gt;

&lt;p&gt;However, the path to certification isn't always smooth. Many aspiring CTS professionals stumble during their preparation, leading to unnecessary stress and potential disappointment. Understanding the common pitfalls can significantly improve your chances of success. This comprehensive guide delves into the top mistakes to avoid when preparing for the Certified Technology Specialist certification, providing you with practical insights and actionable strategies to ace your exam.&lt;/p&gt;

&lt;h2&gt;
  
  
  What Is the Certified Technology Specialist Certification?
&lt;/h2&gt;

&lt;p&gt;The Certified Technology Specialist (CTS) certification is a professional credential awarded by AVIXA (Audiovisual and Integrated Experience Association) to individuals who demonstrate a foundational level of technical knowledge in the AV industry. According to CIE-Group, a recognized provider of AV solutions and training, this certification is highly valued worldwide, instilling confidence in customers and motivating employees to excel in their field. It serves as a benchmark for basic AV technical competency, covering the essential skills and knowledge required to perform general technology solution tasks within the AV domain.&lt;/p&gt;

&lt;p&gt;AVIXA also offers two advanced certifications: CTS-D (Certified Technology Specialist in Design) for AV system designers and CTS-I (Certified Technology Specialist in Installation) for professionals who install and maintain AV systems. The general CTS certification is often the first step towards these more specialized credentials.&lt;/p&gt;

&lt;h2&gt;
  
  
  Certified Technology Specialist Exam Overview
&lt;/h2&gt;

&lt;p&gt;The certified technology specialist exam is designed to assess a candidate's understanding of the core principles and practices of AV technology. Here's a quick overview of what you can expect:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Exam Name:&lt;/strong&gt; AVIXA Certified Technology Specialist (CTS)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Exam Code:&lt;/strong&gt; CTS&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Member Exam Price:&lt;/strong&gt; $390 (USD)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Non-Member Exam Price:&lt;/strong&gt; $490 (USD)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Duration:&lt;/strong&gt; 150 minutes&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Number of Questions:&lt;/strong&gt; 110&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Passing Score:&lt;/strong&gt; 350 / 500&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The &lt;strong&gt;&lt;a href="https://www.edusum.com/avixa/avixa-certified-technology-specialist-cts-exam-syllabus" rel="noopener noreferrer"&gt;exam covers four main duty areas&lt;/a&gt;&lt;/strong&gt;, each with specific tasks and knowledge domains:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Duty A: Creating AV Solutions (35%)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Conducting customer needs analysis&lt;/li&gt;
&lt;li&gt;Conducting site surveys (lighting, acoustics, etc.)&lt;/li&gt;
&lt;li&gt;Developing an AV project scope&lt;/li&gt;
&lt;li&gt;Designing AV solutions (drawings, bill of materials)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;✔ Duty B: Implementing AV Solutions (30%)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Integrating AV solutions (system verification, supply installation)&lt;/li&gt;
&lt;li&gt;Managing AV integration (training, schematics, warranties)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;✔ Duty C: Supporting AV System Operation (15%)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Providing AV support (troubleshooting, remote assistance)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;✔ Duty D: Servicing AV Solutions (20%)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Supervising AV operations&lt;/li&gt;
&lt;li&gt;Conducting maintenance activities (preventative, upgrades)&lt;/li&gt;
&lt;li&gt;Troubleshooting and repairing AV solutions&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Understanding the structure and content of the exam is the first crucial step in effective preparation.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Most Candidates Struggle With CTS Exam Preparation
&lt;/h2&gt;

&lt;p&gt;Many individuals, despite their experience in the AV field, find the certified technology specialist exam challenging. Several factors contribute to this struggle:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Broad Scope of Knowledge:&lt;/strong&gt; The CTS exam covers a wide range of topics, from basic electrical principles to signal flow, networking, and customer service. Candidates need a holistic understanding of AV systems and their implementation.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Balancing Theory and Practical Application:&lt;/strong&gt; The exam tests both theoretical knowledge and the ability to apply that knowledge in practical scenarios. Some candidates may excel in one area but struggle in the other.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Time Management Under Pressure:&lt;/strong&gt; The 150-minute time limit for 110 questions can be daunting. Effective time management and pacing are crucial during the exam.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Lack of Structured Study Plan:&lt;/strong&gt; Many candidates approach the preparation without a clear strategy, leading to inefficient use of time and resources.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Overreliance on Experience Alone:&lt;/strong&gt; While practical experience is valuable, the CTS exam requires a specific understanding of AVIXA's standards and best practices, which may not be fully covered by on-the-job training.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Test Anxiety:&lt;/strong&gt; The pressure of a certification exam can lead to anxiety, affecting performance even for well-prepared candidates.&lt;/p&gt;

&lt;p&gt;Recognizing these common struggles can help you proactively address them in your preparation strategy.&lt;/p&gt;

&lt;h2&gt;
  
  
  Top Mistakes to Avoid When Preparing for Certified Technology Specialist
&lt;/h2&gt;

&lt;p&gt;To maximize your chances of passing the CTS: Certified Technology Specialist exam, it's essential to steer clear of these common mistakes:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Ignoring the Official Exam Outline and Content Guide:&lt;/strong&gt; &lt;br&gt;
One of the biggest blunders is not thoroughly reviewing the official certified technology specialist exam guide provided by AVIXA. This document outlines the exact topics covered in the exam and their respective weightage. Without this roadmap, you might waste time studying irrelevant material or underprepare for crucial areas. Always refer to the official AVIXA CTS page for the most up-to-date information.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Lack of a Structured Study Schedule:&lt;/strong&gt; &lt;br&gt;
Failing to create and stick to a study schedule is a recipe for feeling overwhelmed and underprepared as the exam date approaches. A well-defined plan helps you allocate sufficient time to each topic, track your progress, and ensure comprehensive coverage of the syllabus.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Solely Relying on One Study Resource:&lt;/strong&gt; &lt;br&gt;
While your practical experience is valuable, relying solely on it or just one book might not be enough. The CTS exam often requires a specific understanding of AVIXA's methodologies and terminology. Utilize a variety of resources, including the official AVIXA materials, reputable study guides, and practice exams. Consider resources like the ones available at Edusum CTS Practice Exams.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Not Taking Practice Exams Seriously:&lt;/strong&gt; &lt;br&gt;
Many candidates underestimate the importance of practice tests. Mock exams, like those offered at Edusum CTS Exam Questions, simulate the actual exam environment, helping you get familiar with the format, question types, and time constraints. They also help identify your weak areas that need further attention. Don't just go through the motions; analyze your results and focus on improving your performance in subsequent attempts.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Ignoring Weak Areas:&lt;/strong&gt; &lt;br&gt;
It's natural to focus on topics you're already comfortable with. However, neglecting your weak areas will significantly hinder your overall score. Identify your knowledge gaps early on through self-assessment and practice tests, and dedicate extra time and effort to mastering those challenging topics.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Underestimating the Importance of Terminology:&lt;/strong&gt; &lt;br&gt;
The AV industry has its own unique set of terms and acronyms. A lack of familiarity with this avixa certified technology specialist terminology can lead to confusion during the exam. Make a conscious effort to learn and understand the key terms and concepts.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Not Understanding Fundamental AV Principles:&lt;/strong&gt; &lt;br&gt;
The CTS exam assesses your understanding of core AV principles such as signal flow, audio and video formats, networking basics, and electrical safety. A weak grasp of these fundamentals will make it difficult to answer more complex questions and apply your knowledge effectively.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Cramming at the Last Minute:&lt;/strong&gt; &lt;br&gt;
Trying to absorb a large amount of information in the days leading up to the exam is rarely effective. Consistent and spaced-out study sessions are far more beneficial for long-term retention and understanding. Start your preparation well in advance to avoid the stress and ineffectiveness of cramming.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Not Seeking Help or Engaging with the AV Community:&lt;/strong&gt; &lt;br&gt;
Preparing for the CTS exam doesn't have to be a solitary endeavor. Engage with the AV community through online forums, study groups, or professional networks. Asking questions, discussing concepts, and learning from others' experiences can provide valuable insights and clarify your understanding.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Overlooking Customer Service Aspects:&lt;/strong&gt; &lt;br&gt;
While the CTS certification is technically focused, it also emphasizes the importance of customer service in the AV industry. Be prepared to answer questions related to client communication, needs analysis, and providing support.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Not Familiarizing Yourself with Different Question Types:&lt;/strong&gt; &lt;br&gt;
The CTS exam primarily uses multiple-choice questions, but understanding the nuances of different question formats (e.g., scenario-based, best answer) can improve your test-taking strategy. Practice with various question types to build confidence.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Ignoring Test-Taking Strategies:&lt;/strong&gt; &lt;br&gt;
Effective test-taking strategies can make a significant difference in your performance. Learn techniques for time management, process of elimination, and when to guess or skip questions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Not Getting Adequate Rest Before the Exam:&lt;/strong&gt; &lt;br&gt;
A well-rested mind performs better. Ensure you get sufficient sleep in the days leading up to the exam, especially the night before. Avoid staying up late for last-minute studying, as this can actually be counterproductive.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Failing to Review Answers and Understand Mistakes in Practice Tests:&lt;/strong&gt;&lt;br&gt;
Simply taking practice tests is not enough. After each attempt, take the time to thoroughly review your answers, especially the incorrect ones. Understand why you made the mistake and revisit the relevant concepts to solidify your understanding. The detailed syllabus available at CTS Exam Syllabus can be a helpful guide during your review.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Underestimating the Difficulty Level:&lt;/strong&gt; &lt;br&gt;
While aiming for a positive mindset is important, underestimating the rigor of the CTS exam can lead to insufficient preparation. Recognize that this is a professional certification requiring dedicated study and effort.&lt;/p&gt;

&lt;h2&gt;
  
  
  Pro Tips: What You Should Do Instead to Pass the CTS Exam
&lt;/h2&gt;

&lt;p&gt;Instead of falling into the common traps, adopt these proactive strategies for successful certified technology specialist certification preparation:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Start with the Official Resources:&lt;/strong&gt; Begin your preparation by thoroughly reviewing the official AVIXA CTS Exam Content Outline and other materials available on their website. This will provide the most accurate and relevant information about the exam.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Develop a Comprehensive Study Plan:&lt;/strong&gt; Create a realistic and detailed study schedule that allocates specific time slots for each topic. Break down the syllabus into smaller, manageable chunks and set achievable goals for each study session.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Utilize Diverse Study Materials:&lt;/strong&gt; Supplement the official materials with reputable study guides, textbooks, online courses, and practice exams. Consider investing in resources that offer comprehensive coverage of the CTS syllabus.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Practice Regularly with Mock Exams:&lt;/strong&gt; &lt;br&gt;
Take multiple practice exams under timed conditions to simulate the actual test environment. This will help you improve your time management skills, identify your strengths and weaknesses, and build exam confidence. Edusum offers valuable practice resources tailored for the CTS exam.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Focus on Understanding, Not Just Memorization:&lt;/strong&gt; &lt;br&gt;
While some memorization of formulas and terms is necessary, focus on understanding the underlying principles and concepts. This will enable you to apply your knowledge to different scenarios presented in the exam.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Create a Glossary of Key Terms:&lt;/strong&gt; &lt;br&gt;
As you study, compile a list of important AV terms and their definitions. Regularly review this glossary to reinforce your understanding of the industry-specific language.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Master the Fundamentals:&lt;/strong&gt; &lt;br&gt;
Ensure you have a strong grasp of the basic principles of audio, video, networking, and electricity as they relate to AV systems. Build a solid foundation before moving on to more complex topics.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Start Early and Study Consistently:&lt;/strong&gt; &lt;br&gt;
Begin your preparation well in advance of your scheduled exam date. Consistent, regular study sessions are more effective than last-minute cramming. Aim for short, focused study periods rather than long, tiring ones.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Engage with the AV Community:&lt;/strong&gt; &lt;br&gt;
Join online forums, discussion groups, or local AVIXA chapter meetings to connect with other professionals and learn from their experiences. Ask questions, share insights, and collaborate on challenging topics.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Emphasize Customer Service Skills:&lt;/strong&gt; &lt;br&gt;
Understand the importance of customer interaction in the AV field. Review best practices for needs assessment, communication, and providing excellent support.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Analyze Practice Exam Results:&lt;/strong&gt; &lt;br&gt;
After each practice test, carefully review your performance. Identify the areas where you struggled and revisit the relevant study materials to strengthen your understanding.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Develop Effective Test-Taking Strategies:&lt;/strong&gt; &lt;br&gt;
Learn and practice proven test-taking techniques such as time management, reading questions carefully, eliminating incorrect options, and pacing yourself throughout the exam.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Prioritize Rest and Well-being:&lt;/strong&gt; &lt;br&gt;
Ensure you get adequate sleep, eat nutritious meals, and take breaks during your study sessions. A healthy mind and body are essential for effective learning and exam performance.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Review and Reinforce:&lt;/strong&gt; &lt;br&gt;
Regularly revisit previously studied topics to reinforce your understanding and prevent forgetting. Use flashcards, summaries, or mind maps to aid in your review.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;✔ Maintain a Positive Attitude:&lt;/strong&gt;&lt;br&gt;
Believe in your ability to succeed and stay motivated throughout your preparation journey. A positive mindset can significantly impact your confidence and performance.&lt;/p&gt;

&lt;p&gt;By consciously avoiding these common mistakes and implementing these pro tips, you'll significantly increase your chances of successfully passing the Certified Technology Specialist exam and achieving your certification goals. Remember, thorough preparation, strategic planning, and a positive attitude are your greatest assets in this endeavor. Consider leveraging resources like Edusum for comprehensive practice and study materials to bolster your preparation.&lt;/p&gt;

&lt;h2&gt;
  
  
  &lt;strong&gt;FAQs&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Q1. What is the main focus of the Certified Technology Specialist (CTS) certification exam?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The CTS exam primarily focuses on the essential knowledge and skills required to perform general AV technology solution tasks, including creating, implementing, supporting, and servicing AV solutions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q2. How much does the Certified Technology Specialist (CTS) exam cost?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;As of 2025, the CTS exam costs $390 (USD) for AVIXA members and $490 (USD) for non-members. It's always advisable to check the official AVIXA website for the most current pricing.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q3. What are the key topics covered in the Certified Technology Specialist (CTS) exam?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The exam covers four main duty areas: Creating AV Solutions, Implementing AV Solutions, Supporting AV System Operation, and Servicing AV Solutions. Each area includes specific tasks related to customer needs analysis, site surveys, design, integration, support, maintenance, and troubleshooting. You can find a detailed breakdown in the official exam content outline.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q4. How can practice exams help in preparing for the Certified Technology Specialist (CTS) exam?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Practice exams like those offered by Edusum help you familiarize yourself with the exam format, question types, and time constraints. They also allow you to identify your weak areas and track your progress, ultimately increasing your confidence and preparedness for the actual exam.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q5. Where can I find the most accurate and up-to-date information about the Certified Technology Specialist (CTS) certification?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The most reliable source of information is the &lt;strong&gt;&lt;a href="https://www.avixa.org/certification-section/CTS" rel="noopener noreferrer"&gt;official AVIXA website&lt;/a&gt;&lt;/strong&gt; You can find details about the exam content, registration process, study materials, and more.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Earning your Certified Technology Specialist (CTS) certification is an investment in your professional future. By understanding and avoiding the common mistakes that many candidates make during their preparation, you can pave the way for a smoother and more successful journey. Remember to start early, develop a structured study plan, utilize diverse resources, practice diligently, and stay engaged with the AV community. With dedication and the right approach, you can confidently tackle the certified technology specialist exam and achieve this valuable industry recognition.&lt;/p&gt;

&lt;p&gt;Ready to take the next step in your CTS preparation? Explore comprehensive practice exams at Edusum CTS Practice Exams and gain the confidence you need to succeed.&lt;/p&gt;

</description>
      <category>cts</category>
      <category>avixa</category>
      <category>webdev</category>
      <category>ctssyllabus</category>
    </item>
    <item>
      <title>AI-900 Certification Made Easy: Your Roadmap to Mastering Azure AI Fundamentals</title>
      <dc:creator>Mete Kahyagil</dc:creator>
      <pubDate>Wed, 04 Jun 2025 12:43:22 +0000</pubDate>
      <link>https://dev.to/mete_kahyagil_faed69d7fc3/ai-900-certification-made-easy-your-roadmap-to-mastering-azure-ai-fundamentals-48kg</link>
      <guid>https://dev.to/mete_kahyagil_faed69d7fc3/ai-900-certification-made-easy-your-roadmap-to-mastering-azure-ai-fundamentals-48kg</guid>
      <description>&lt;p&gt;Are you ready to step into the fascinating world of Artificial Intelligence and validate your foundational knowledge? The AI-900 Certification: &lt;strong&gt;&lt;a href="https://242647583.hs-sites-na2.com/ai-900-certification-your-guide-to-success-without-burnout" rel="noopener noreferrer"&gt;Microsoft Azure AI Fundamentals&lt;/a&gt;&lt;/strong&gt; is your launching pad. Whether you're a seasoned professional looking to upskill, a student eager to learn, or a career changer venturing into the tech realm, this certification offers a solid understanding of AI concepts and related Microsoft Azure services.&lt;/p&gt;

&lt;p&gt;This comprehensive guide will walk you through everything you need to know to ace the AI-900 exam. We’ll break down the syllabus, explore valuable free practice test resources, and share expert tips to ensure your success. Say goodbye to exam anxiety and hello to a confident journey towards becoming Microsoft certified!&lt;/p&gt;

&lt;h2&gt;
  
  
  What is the AI-900 Certification?
&lt;/h2&gt;

&lt;p&gt;The AI-900 certification validates your knowledge of fundamental AI concepts and how Microsoft Azure implements them. It’s designed for individuals with both technical and non-technical backgrounds who want to understand AI, machine learning, and AI workloads. This certification proves you grasp the basics of AI services on Azure and can identify which Azure service best fits specific AI workloads.&lt;/p&gt;

&lt;p&gt;Achieving the AI-900 certification demonstrates to employers your commitment to understanding cutting-edge technology and your ability to engage in discussions about AI solutions. In today's rapidly evolving technological landscape, this foundational certification can significantly enhance your career prospects, paving the way for roles like AI Engineer, Data Scientist, or Solutions Architect in the future.&lt;/p&gt;

&lt;h2&gt;
  
  
  AI-900 Certification Syllabus Breakdown
&lt;/h2&gt;

&lt;p&gt;The &lt;strong&gt;&lt;a href="https://www.edusum.com/blog/how-edusum-helps-you-pass-ai-900-certification-faster-step-step-guide" rel="noopener noreferrer"&gt;AI-900 exam&lt;/a&gt;&lt;/strong&gt; covers five key areas, each contributing to your overall understanding of Azure AI fundamentals. Here’s a detailed breakdown of the syllabus, with a focus on what you need to know for each domain:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1.Describe Artificial Intelligence workloads and considerations (15-20%):&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;This section introduces you to common AI workloads and their business value. You’ll learn about:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Machine Learning (ML):&lt;/strong&gt; Understanding different types of machine learning (regression, classification, clustering) and their applications.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Computer Vision:&lt;/strong&gt; Recognizing the capabilities of computer vision, including image analysis, object detection, and facial recognition.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Natural Language Processing (NLP):&lt;/strong&gt; Grasping NLP concepts like text analysis, sentiment analysis, language translation, and chatbots.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Generative AI:&lt;/strong&gt; Exploring the fundamentals of generative AI and its applications in content creation and problem-solving.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Considerations for AI workloads:&lt;/strong&gt; Understanding responsible AI principles, including fairness, reliability and safety, privacy and security, inclusiveness, and transparency.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;2. Describe fundamental principles of machine learning on Azure (15-20%):&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;This domain delves into the core concepts of machine learning within the Azure environment. &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Key topics include:&lt;/strong&gt; Azure Machine Learning: Understanding the components and benefits of Azure Machine Learning.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Data preparation and feature engineering:&lt;/strong&gt; Learning how to prepare data for machine learning models.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Model training and evaluation:&lt;/strong&gt; Understanding the process of training and evaluating machine learning models.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Model deployment and management:&lt;/strong&gt; Exploring options for deploying and managing trained models in Azure.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;3. Describe features of computer vision workloads on Azure (15-20%):&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;This section focuses on the specific features and services Azure offers for computer vision tasks:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Azure Computer Vision:&lt;/strong&gt; Identifying the capabilities of the Azure Computer Vision service.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Custom Vision:&lt;/strong&gt; Understanding how to train custom image recognition models.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Face:&lt;/strong&gt; Exploring Azure Face service for facial detection and analysis.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Video Indexer:&lt;/strong&gt; Recognizing the features of Video Indexer for extracting insights from videos.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;4.Describe features of Natural Language Processing (NLP) workloads on Azure(15-20%):&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Here, you’ll learn about Azure's services for processing and analyzing natural language:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Azure Language Service:&lt;/strong&gt; Understanding the features of the Azure Language service for tasks like sentiment analysis, key phrase extraction, and language detection.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Azure Speech Service:&lt;/strong&gt; Exploring the capabilities of the Azure Speech service for speech-to-text and text-to-speech conversion.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Azure Bot Service:&lt;/strong&gt; Recognizing how to build intelligent conversational bots using Azure Bot Service.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;5. Describe features of generative AI workloads on Azure (20-25%):&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;This increasingly important domain covers Azure's offerings for generative AI:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Azure OpenAI Service:&lt;/strong&gt; Understanding the capabilities of Azure OpenAI Service, including large language models like GPT-3 and Codex.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Generative models for text, image, and code generation:&lt;/strong&gt; Learning about different generative AI models and their applications.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Responsible use of generative AI:&lt;/strong&gt; Understanding the ethical considerations and best practices for deploying generative AI solutions.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  AI-900 Certification Cost and Format
&lt;/h2&gt;

&lt;p&gt;Understanding the &lt;strong&gt;&lt;a href="https://www.edusum.com/microsoft/ai-900-microsoft-azure-ai-fundamentals" rel="noopener noreferrer"&gt;exam format&lt;/a&gt;&lt;/strong&gt; and cost is crucial for your preparation:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Name: Microsoft Certified - Azure AI Fundamentals&lt;/li&gt;
&lt;li&gt;Code: AI-900&lt;/li&gt;
&lt;li&gt;Duration: 65 minutes&lt;/li&gt;
&lt;li&gt;Number of Questions: 40-60 (This can vary)&lt;/li&gt;
&lt;li&gt;Passing Score: 700 / 1000&lt;/li&gt;
&lt;li&gt;Fees: $99 (USD) (Note: Prices may vary by region. Always check the &lt;strong&gt;&lt;a href="https://learn.microsoft.com/en-us/credentials/certifications/azure-ai-fundamentals/?practice-assessment-type=certification" rel="noopener noreferrer"&gt;official Microsoft website&lt;/a&gt;&lt;/strong&gt; for the most up-to-date information.)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The exam typically consists of multiple-choice questions. It's essential to manage your time effectively during the exam to ensure you attempt all questions.&lt;/p&gt;

&lt;h2&gt;
  
  
  AI-900 Practice Test Free Resources
&lt;/h2&gt;

&lt;p&gt;One of the most effective ways to prepare for the AI-900 exam is by utilizing practice tests. These tests help you familiarize yourself with the exam structure, question types, and time constraints. They also allow you to identify your strengths and weaknesses, enabling you to focus your study efforts effectively.&lt;/p&gt;

&lt;p&gt;Here are some valuable free practice test resources to help you on your journey:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Edusum Practice Tests&lt;/strong&gt;: Edusum offers comprehensive practice tests designed to simulate the actual AI-900 exam environment. Their platform provides detailed explanations for each question, helping you understand the underlying concepts. You can explore their free sample questions and consider their full practice exam sets for in-depth preparation.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Microsoft Learn:&lt;/strong&gt; The official Microsoft Learn platform offers learning paths and knowledge checks that can serve as practice questions. While not full-fledged practice exams, they provide valuable insights into the topics covered. You can find relevant learning paths here: Microsoft Learn.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Whizlabs:&lt;/strong&gt; Keep an eye out for free sample tests offered by platforms like Whizlabs. They often provide a limited number of free questions to gauge your understanding.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Other Online Platforms:&lt;/strong&gt; Several other websites and forums may offer free, user-contributed practice questions. While these can be helpful, always prioritize questions from reputable sources.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Pro Tip:&lt;/strong&gt; Regularly taking practice tests under timed conditions will significantly boost your confidence and preparedness for the actual AI-900 exam. Analyze your results to pinpoint areas where you need to focus your study.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Expert Tips to Pass the AI-900 Exam
&lt;/h2&gt;

&lt;p&gt;Passing the AI-900 exam requires a strategic approach and dedicated effort. Here are some expert tips to maximize your chances of success:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1.Understand the Syllabus Thoroughly:&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Begin by carefully reviewing the official AI-900 syllabus. Identify the weightage of each domain to prioritize your study efforts effectively. You can find the detailed syllabus here: AI-900 Syllabus on Edusum and on the official Microsoft website.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2.Leverage Official Microsoft Resources:&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Microsoft provides comprehensive learning paths and documentation for the AI-900 exam. Utilize Microsoft Learn to gain a solid understanding of the concepts and Azure services involved.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3.Enroll in a Training Course&lt;/strong&gt;&lt;br&gt;
Consider enrolling in the official Microsoft course or other reputable online courses. These courses often provide structured learning paths and hands-on labs to solidify your understanding.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4.Practice, Practice, Practice:&lt;/strong&gt;&lt;br&gt;
As emphasized earlier, practice tests are crucial. Utilize the free practice tests available on platforms like Edusum to assess your knowledge and get familiar with the exam format.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5.Focus on Key Concepts:&lt;/strong&gt; &lt;br&gt;
Pay close attention to fundamental AI concepts like machine learning types, computer vision capabilities, NLP techniques, and the basics of generative AI. Understand how these concepts are implemented within Azure services.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;6.Understand Azure AI Services:&lt;/strong&gt; &lt;br&gt;
Gain a practical understanding of the different Azure AI services mentioned in the syllabus, such as Azure Machine Learning, Computer Vision, Language Service, Speech Service, Bot Service, and Azure OpenAI Service. Know their core functionalities and use cases.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;7.Review Responsible AI Principles:&lt;/strong&gt; &lt;br&gt;
Ensure you understand the principles of responsible AI and how they relate to the development and deployment of AI solutions on Azure.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;8.Join Study Groups and Forums:&lt;/strong&gt; &lt;br&gt;
Engage with other exam aspirants through online study groups or forums. Sharing knowledge and discussing concepts can deepen your understanding.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;9.Manage Your Time Effectively:&lt;/strong&gt; &lt;br&gt;
During the exam, pace yourself and don't spend too much time on any single question. If you're unsure of an answer, flag it and come back to it later.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;10.Stay Calm and Confident:&lt;/strong&gt; On the day of the exam, ensure you are well-rested and have reviewed the key concepts. Believe in your preparation, and you'll perform your best.&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.amazonaws.com%2Fuploads%2Farticles%2Fza1isecyvz8vefc26kfp.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.amazonaws.com%2Fuploads%2Farticles%2Fza1isecyvz8vefc26kfp.png" alt="how to prepare for exam" width="800" height="533"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The AI-900 certification is a valuable asset for anyone looking to demonstrate their foundational understanding of artificial intelligence and Microsoft Azure's AI capabilities. By following the tips and utilizing the resources outlined in this guide, including the practice tests available at Edusum, you'll be well-equipped to tackle the exam with confidence and achieve your certification goals. Embrace the journey, stay dedicated, and unlock the exciting possibilities that the world of AI offers!&lt;/p&gt;

&lt;h2&gt;
  
  
  FAQs About the AI-900 Certification
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;1.Is the AI-900 certification hard?&lt;/strong&gt; &lt;br&gt;
The AI-900 is generally considered an entry-level certification and is not overly difficult for those who dedicate sufficient time and effort to studying the syllabus and practicing with resources like Edusum's practice tests.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2.What is the passing score for the AI-900 exam?&lt;/strong&gt; &lt;br&gt;
The passing score for the AI-900 exam is 700 out of 1000.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3.How much does the AI-900 certification cost?&lt;/strong&gt; &lt;br&gt;
The exam fee is typically $99 USD, but this can vary depending on your location. Always verify the latest price on the official Microsoft website.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4.Is the AI-900 certification worth it?&lt;/strong&gt; &lt;br&gt;
Yes, the AI-900 certification is definitely worth it for individuals looking to gain foundational knowledge in AI and Azure services. It can enhance your career prospects in various tech roles.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5.Where can I find free practice tests for the AI-900 exam?&lt;/strong&gt; &lt;br&gt;
You can find free practice questions and tests on platforms like Edusum, Microsoft Learn, and occasionally on other online learning platforms.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Earning the AI-900: Microsoft Azure AI Fundamentals certification is an achievable goal with the right preparation. By understanding the syllabus, utilizing practice tests (especially those found on Edusum), and following expert tips, you can confidently navigate the exam and take a significant step forward in your AI journey. &lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Start your preparation today and unlock a world of opportunities in the exciting field of artificial intelligence!&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;a href="https://www.youtube.com/watch?v=RgUn4oSx0gw" rel="noopener noreferrer"&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%2F93httcu8flc2bcz3vnsp.png" alt="VIDEO AI-900 certification" width="800" height="442"&gt;&lt;/a&gt;&lt;/p&gt;

</description>
      <category>ai900</category>
      <category>azure</category>
      <category>aifundamentals</category>
      <category>ai</category>
    </item>
  </channel>
</rss>
