diff --git a/cid-redirects.json b/cid-redirects.json
index 92855e291b..e3088c72ce 100644
--- a/cid-redirects.json
+++ b/cid-redirects.json
@@ -4517,5 +4517,6 @@
   "/docs/manage/data-forwarding/amazon-s3-bucket": "/docs/manage/data-forwarding/forward-data-from-sumologic",
   "/docs/cse/signals": "/docs/cse/records-signals-entities-insights",
   "/docs/query/query-operators/aggregation-functions": "/docs/search/search-query-language/group-aggregate-operators",
-  "/Search/Search-Query-Language/Parse-Operators": "/docs/search/search-query-language/parse-operators"
+  "/Search/Search-Query-Language/Parse-Operators": "/docs/search/search-query-language/parse-operators",
+  "/docs/get-started/training-certification-faq-new": "/docs/get-started/training-certification-faq"
 }
diff --git a/docs/get-started/account-settings-preferences.md b/docs/get-started/account-settings-preferences.md
index c4c9b6c263..e2e4340154 100644
--- a/docs/get-started/account-settings-preferences.md
+++ b/docs/get-started/account-settings-preferences.md
@@ -1,7 +1,7 @@
 ---
 id: account-settings-preferences
 title: Setting Account Preferences and Credentials
-sidebar_label: Account preferences
+sidebar_label: Account Preferences
 description: Update and manage your Sumo Logic account.
 ---
 
diff --git a/docs/get-started/apps-integrations.md b/docs/get-started/apps-integrations.md
index d1de1cb4b1..7b70e09405 100644
--- a/docs/get-started/apps-integrations.md
+++ b/docs/get-started/apps-integrations.md
@@ -1,7 +1,7 @@
 ---
 id: apps-integrations
 title: Installing Apps and Integrations
-sidebar_label: Installing apps
+sidebar_label: Installing Apps
 description: Learn how to install apps to your Library and to multiple environments.
 ---
 
diff --git a/docs/get-started/keyboard-shortcuts.md b/docs/get-started/keyboard-shortcuts.md
index 37c84388b4..7abaf87d69 100644
--- a/docs/get-started/keyboard-shortcuts.md
+++ b/docs/get-started/keyboard-shortcuts.md
@@ -1,7 +1,6 @@
 ---
 id: keyboard-shortcuts
 title: Keyboard Shortcuts
-sidebar_label: Keyboard shortcuts
 description: Complete reference to Windows and macOS keyboard shortcuts for the Sumo Logic UI. Navigate Search, Metrics, Dashboards, and more without lifting your hands from the keyboard.
 ---
 
diff --git a/docs/get-started/library.md b/docs/get-started/library.md
index b9e23351c2..9ff7ad757d 100644
--- a/docs/get-started/library.md
+++ b/docs/get-started/library.md
@@ -1,7 +1,7 @@
 ---
 id: library
 title: Managing Your Sumo Logic Library
-sidebar_label: Managing your Library
+sidebar_label: Managing Your Library
 description: Managing your Library in Sumo Logic.
 ---
 
@@ -9,9 +9,9 @@ import useBaseUrl from '@docusaurus/useBaseUrl';
 
 You can save, share, and manage log searches, dashboards, apps, and other Sumo Logic content in your library. The library also allows you to launch searches and dashboards with a single click, speeding up access to the searches you find yourself running consistently. Additionally, you can use the content that others in your organization have already developed to continually discover new insights in your data.
 
-Open the **Library** page to expose additional search options and to organize and manage library contents. 
+Open the **Library** page to expose additional search options and to organize and manage library contents.
 
-1. [**New UI**](/docs/get-started/sumo-logic-ui). In the main Sumo Logic menu, select **Library**, and then click **Open library page**.  <br/>[**Classic UI**](/docs/get-started/sumo-logic-ui-classic). At the top of the screen, select the **Library** (folder) tab. 
+1. [**New UI**](/docs/get-started/sumo-logic-ui). In the main Sumo Logic menu, select **Library**, and then click **Open library page**.  <br/>[**Classic UI**](/docs/get-started/sumo-logic-ui-classic). At the top of the screen, select the **Library** (folder) tab.
 1. You'll see two **View as** options:
     * **Me**. See your own saved searches and dashboards.
     * **Content Administrator**. Available if you have a Sumo Logic role that grants you [Manage Content capability](/docs/manage/users-roles/roles/role-capabilities/#data-management), this option turns off your personal content in the library and allows you to see the entire Sumo file tree. In this mode you can migrate content from one location to another, as well as highlight important content in the Admin Recommended folder. For more information, see Admin Mode. <br/><img src={useBaseUrl('img/get-started/view-as.png')} alt="View As" style={{border: '1px solid gray'}} width="200" />
@@ -19,7 +19,7 @@ Open the **Library** page to expose additional search options and to organize an
 
 ## Explore the library
 
-1. [**New UI**](/docs/get-started/sumo-logic-ui). In the main Sumo Logic menu, select **Library**, and then click **Open library page**.  <br/>[**Classic UI**](/docs/get-started/sumo-logic-ui-classic). At the top of the screen, select the **Library** (folder) tab. 
+1. [**New UI**](/docs/get-started/sumo-logic-ui). In the main Sumo Logic menu, select **Library**, and then click **Open library page**.  <br/>[**Classic UI**](/docs/get-started/sumo-logic-ui-classic). At the top of the screen, select the **Library** (folder) tab.
 1. Select **Personal** to select your own saved searches and dashboards or **Org** to select those shared by others in your organization.
 1. Search for items:
    * Enter a search string to display matching search results.<br/>![search-string.png](/img/get-started/library/search-string.png)  
@@ -78,8 +78,8 @@ When your content is moved, you’ll need to click the new folder location to vi
 
 To add a folder to the library:
 
-1. [**New UI**](/docs/get-started/sumo-logic-ui). In the main Sumo Logic menu, select **Library**, and then click **Open library page**.  <br/>[**Classic UI**](/docs/get-started/sumo-logic-ui-classic). At the top of the screen, select the **Library** (folder) tab. 
-1. Click **Add New > New Folder**. 
+1. [**New UI**](/docs/get-started/sumo-logic-ui). In the main Sumo Logic menu, select **Library**, and then click **Open library page**.  <br/>[**Classic UI**](/docs/get-started/sumo-logic-ui-classic). At the top of the screen, select the **Library** (folder) tab.
+1. Click **Add New > New Folder**.
 1. In the **Add Folder** dialog, enter a name for the new folder, and click **Add**. <br/>![folder](/img/get-started/library/AddFolder.png)
 1. The new folder is added to the folder list in alphabetical order.
 
@@ -160,7 +160,7 @@ the following prefixes:
 
 ### Search content in the library
 
-1. [**New UI**](/docs/get-started/sumo-logic-ui). In the main Sumo Logic menu, select **Library**, and then click **Open library page**. <br/>[**Classic UI**](/docs/get-started/sumo-logic-ui-classic). At the top of the screen, select the **Library** (folder) tab. 
+1. [**New UI**](/docs/get-started/sumo-logic-ui). In the main Sumo Logic menu, select **Library**, and then click **Open library page**. <br/>[**Classic UI**](/docs/get-started/sumo-logic-ui-classic). At the top of the screen, select the **Library** (folder) tab.
 1. Click in the search field and select what you want to search for. <br/> <img src={useBaseUrl('img/get-started/library/SearchSuggestions.png')} alt="Search suggestions" style={{border: '1px solid gray'}} width="200" />
 1. Enter your text. You can use any of the following:
    * Keyword
diff --git a/docs/get-started/onboarding-checklists.md b/docs/get-started/onboarding-checklists.md
index c6c7af240f..6e82e34be0 100644
--- a/docs/get-started/onboarding-checklists.md
+++ b/docs/get-started/onboarding-checklists.md
@@ -1,7 +1,7 @@
 ---
 id: onboarding-checklists
 title: Onboarding Checklists
-sidebar_label: Onboarding checklists
+sidebar_label: Onboarding Checklists
 description: Onboarding Checklists for Analysts and Administrators.
 ---
 
diff --git a/docs/get-started/quickstart.md b/docs/get-started/quickstart.md
index db3e093387..48de6f5304 100644
--- a/docs/get-started/quickstart.md
+++ b/docs/get-started/quickstart.md
@@ -164,7 +164,7 @@ Don't just learn it - master it! Get recognized as a Sumo Logic expert by comple
 * [Kubernetes Quickstart](/docs/observability/kubernetes/quickstart)
 * [Traces Quickstart](/docs/apm/traces/quickstart)
 
-See more quickstart tutorials in the [Sumo Logic Training Portal](/docs/get-started/training-certification-faq/#how-do-i-access-the-training-portal).
+See more quickstart tutorials in [learning portal](/docs/get-started/training-certification-faq/#how-do-i-access-the-learning-portal).
 
 :::sumo Need help?
 Contact us at the [Sumo Dojo Slack](https://sumodojo.slack.com/) or [submit a support ticket](https://support.sumologic.com/support/s).
diff --git a/docs/get-started/sign-up.md b/docs/get-started/sign-up.md
index 6346f66b61..2958d27c31 100644
--- a/docs/get-started/sign-up.md
+++ b/docs/get-started/sign-up.md
@@ -1,7 +1,6 @@
 ---
 id: sign-up
 title: Sign Up and Activate Your Account
-sidebar_label: Sign up and activate your account
 description: Learn how to sign up with Sumo Logic and create your account.
 ---
 
diff --git a/docs/get-started/system-requirements.md b/docs/get-started/system-requirements.md
index 6f795920e8..552f66d469 100644
--- a/docs/get-started/system-requirements.md
+++ b/docs/get-started/system-requirements.md
@@ -1,7 +1,6 @@
 ---
 id: system-requirements
 title: System Requirements
-sidebar_label: System requirements
 description: Review the system requirements to ensure your environment is compatible with Sumo Logic for optimized performance and reliability.
 ---
 
diff --git a/docs/get-started/training-certification-faq-new.md b/docs/get-started/training-certification-faq-new.md
deleted file mode 100644
index 724c6b6bfe..0000000000
--- a/docs/get-started/training-certification-faq-new.md
+++ /dev/null
@@ -1,190 +0,0 @@
----
-id: training-certification-faq-new
-title: Sumo Logic Academy - Training and Certification FAQ (Beta)
----
-
-<head>
- <meta name="robots" content="noindex" />
-</head>
-
-<p><a href="/docs/beta"><span className="beta">Beta</span></a></p>
-
-import useBaseUrl from '@docusaurus/useBaseUrl';
-import Iframe from 'react-iframe';
-
-:::note
-This program is in Beta. For more information, contact your Sumo Logic account representative.
-:::
-
-We are leveling up our Sumo Logic certification program with the launch of **Sumo Logic Academy**, our new hub for training and professional development.  
-
-With Sumo Logic Academy, you’ll find an expanded and refined course catalog, live remote exam proctoring through our partner Kryterion, and industry-recognized digital badges issued by Credly. These enhancements bring our program in line with best practices across the industry, giving you credentials you can trust and proudly share with peers, employers, and the wider professional community.
-
-:::sumo micro lesson
-
-<Iframe url="https://fast.wistia.net/embed/iframe/35ku33znar?web_component=true&seo=true&videoFoam=false"
-  width="854px"
-  height="480px"
-  title="Sumo Logic Academy Overview - Sumo Logic Video"
-  id="wistiaVideo"
-  className="video-container"
-  display="initial"
-  position="relative"
-  allow="autoplay; fullscreen"
-  allowfullscreen
-/>
-
-:::
-
-## Getting started
-
-### How do I access the learning portal?
-
-The learning portal is our self-paced eLearning site. It is easy to access directly from your Sumo Logic **Home** page. Just click the **Learn** tab > **Learning Hub - Start Here!**.
-
-<img src={useBaseUrl('img/get-started/learning-hub.png')} alt="Open the Learning Hub from the Home page" style={{border: '1px solid gray'}} width="600" />
-
-You will land in the learning portal (self-paced portal), where you can access complimentary, on-demand courses. You will find all certification courses and workshops in a self-paced format, built to the same standard as our instructor-led offerings, ready for you to learn anytime, anywhere, at your own pace.
-
-### How can I join a free live class?
-
-[On our website](https://www.sumologic.com/learn/training), you can find an overview of all training resources, free live classes, micro lessons, private sessions, and more. It is a public website, not a portal, and does not require you to sign in.
-
-
-## Cost and course availability
-
-### Why are you moving from a free to a paid model?
-
-By investing in a Sumo Logic Certified credential, you’ll gain a meaningful, industry-recognized certification that validates your real-world skills.  
-
-Unlike our previous knowledge-based quizzes, the new exams are skills-based, proctored, and credentialed. This ensures your certification carries weight and distinction, giving you a proven advantage in your career while driving adoption of advanced use cases in your organization.
-
-Improvements include:
-
-* **All new exams**. Assessments now measure skills rather than basic knowledge checks. Refer to our [full catalog of certifications](https://www.sumologic.com/learn/training/), including, but not limited to:
-   * *Sumo Logic Certified Fundamentals User*
-   * *Sumo Logic Certified Search Mastery User*
-   * *Sumo Logic Certified Admin*
-   * *Sumo Logic Certified Logs for Security Analyst*
-   * *Sumo Logic Certified Cloud SIEM Practitioner*
-   * *Sumo Logic Certified Metrics Analyst*
-* **Live, remote proctoring**. Exams are administered by Kryterion with live proctors to ensure fairness and integrity.
-* **Digital badges**. After passing your exam, you’ll receive a Credly-issued badge you can share on LinkedIn, your resume, and within your organization.
-
-### Do I have to pay for training courses or just the certification?
-
-All Sumo Logic training, including self-paced eLearning, hands-on public virtual classes, and workshops, remains free to all users. The only cost is for the certification exam itself. Private and custom training will continue to be available for purchase.
-
-### How much does it cost to get certified?
-
-The cost of exams is $100 for Fundamentals and $150 for advanced certifications. Payment can be made by credit card or purchase order through your Sumo Logic account representative.
-
-### Is a voucher included in my training class?
-
-No. Training remains free of charge, but a fee applies for certification exams.
-
-### How long do I have to use my voucher?
-
-Vouchers are valid for one year from the date of issue.
-
-## Certification value and renewal
-
-### Why should I get Sumo Logic certified?
-
-The role-based Sumo Logic Certified program helps you grow your skills, demonstrate expertise, and earn a credential you can showcase to peers and employers. You’ll build confidence using Sumo Logic products and gain a differentiated level of knowledge to support your organization.
-
-### If I already have Sumo Logic certifications, will I lose those?
-
-The new credentials replace our previous certifications. Existing certifications remain valid until their original expiration (Fundamentals: two years; all others: one year). You’re welcome to renew under the new program at any time.
-
-### Can I get re-certified?
-
-Yes. You can renew your credential at any time by retaking the relevant exam.
-
-### How long do certifications last?
-
-Certifications are valid for two years before they need to be renewed. This is one year longer than our previous model.
-
-### Are continuing education credits included with the certification?
-
-Not at this time.
-
-
-## Exam logistics
-
-:::sumo micro lesson
-
-
-<Iframe url="https://fast.wistia.net/embed/iframe/8i18wjmdg2?web_component=true&seo=true&videoFoam=false"
-  width="854px"
-  height="480px"
-  title="Sumo Logic Academy certification exams - Sumo Logic Video"
-  id="wistiaVideo"
-  className="video-container"
-  display="initial"
-  position="relative"
-  allow="autoplay; fullscreen"
-  allowfullscreen
-/>
-
-:::
-
-### How do I get certified and schedule my exam?
-
-We recommend at least six months of hands-on Sumo Logic experience before taking a certification exam.
-
-<!--Short video that walks through the workflow to register, pay, schedule and prepare for a proctored exam.-->
-
-The process for scheduling the exam is easy:
-1. Log in to Sumo Logic.
-1. From your **Home** page, click the **Learn** tab > **Exam Registration**.<br/><img src={useBaseUrl('img/get-started/exam-registration.png')} alt="exam registration" style={{border: '1px solid gray'}} width="600" />
-    :::note
-    You may be prompted to reenter your Sumo Logic credentials to authenticate with Kryterion.
-    :::
-1. Purchase your exam credit and register through Kryterion, our proctoring partner.
-1. Select and schedule your exam.
-1. Results are displayed immediately after completion. If you pass, you’ll receive instructions by email to claim your badge through Credly.
-
-
-### What are the requirements for taking an exam?
-
-Kryterion provides a list of technical and workspace requirements for live proctored exams. Your desk must be clear of materials and will be reviewed by the proctor before the exam begins.
-
-For details, see [Kryterion Online Testing Requirements](https://kryterion.my.site.com/support/s/article/Online-Testing-Requirements?language=en_US).
-
-:::note
-Exams are no longer open book.
-:::
-
-### What if I run into a technical issue during the exam?
-
-Kryterion support is available during the exam. Use Live Chat or submit a request via [Kryterion Candidate Support](https://www.kryterion.com/fast-help-current-and-future-test-candidates).
-
-### Will I see preliminary exam results on the screen upon completing my test?
-
-Yes. A pass/fail result will appear on the screen after submission and once you exit the secure proctored environment.
-
-### What is the retake policy? Will I have to pay again?
-
-You can retake your exam 48 hours after the previous attempt. Each retake requires a new voucher. For security, we do not share which specific questions were missed; only your overall score is shown.
-
-## Badges and community
-
-### Where can I find my new Sumo Logic Certification digital badges?
-
-After passing your exam, you’ll receive a digital badge issued via Credly. You can manage and share your badges through the [Credly portal](https://info.credly.com/). We also encourage you to join the [Sumo Logic Certification community on LinkedIn](https://www.linkedin.com/groups/13542036/) to network and add your badges to your profile to showcase your achievement.
-
-## Need help?
-
-Have more questions? Reach out to our training and education team at [training@sumologic.com](mailto:training@sumologic.com).  
-
-<!--
-See also the following resources:
-* Website
-* Course catalog
-* Training docs site
--->
-
-For assistance with registration, scheduling, or technical issues, contact our exam partner, Kryterion:
-* [Kryterion Candidate Support](https://www.kryterion.com/fast-help-current-and-future-test-candidates/)
-* [Online Testing Requirements](https://kryterion.my.site.com/support/s/article/Online-Testing-Requirements?language=en_US)
diff --git a/docs/get-started/training-certification-faq.md b/docs/get-started/training-certification-faq.md
index 450faa3eb7..a64d09efae 100644
--- a/docs/get-started/training-certification-faq.md
+++ b/docs/get-started/training-certification-faq.md
@@ -1,302 +1,269 @@
 ---
 id: training-certification-faq
-title: Sumo Logic Training and Certifications FAQ
-sidebar_label: Training and certifications
+title: Training and Certifications FAQ
 description: Find answers to frequently asked questions about Sumo Logic training, certifications, and learning resources.
 ---
 
 import useBaseUrl from '@docusaurus/useBaseUrl';
+import Iframe from 'react-iframe';
 
-<img src={useBaseUrl('img/icons/general/training.png')} alt="training icon" width="50"/> <img src={useBaseUrl('img/icons/general/certification.png')} alt="certification icon" width="50"/>
+<a href="https://www.sumologic.com/learn/training"><img src={useBaseUrl('img/get-started/sumo-academy-light-mode.png')} alt="Sumo Logic Academy logo" className="academy-logo" width="150" /></a><br/><br/>
 
-Learning at Sumo Logic will help you build the skills necessary to achieve your organization's goals using our platform to make the world’s apps reliable and secure.
+Sumo Logic Academy is your hub for training and professional development. All courses (self‑paced eLearning, public hands‑on virtual classes, and workshops) are free, with paid private instruction offerings available.
 
-Our self-paced training, micro lessons, and scheduled instructor-led training are all **free**. And if you want customized private training for your team, you can pay for that through our private offering.
+Certification exams are paid and live‑proctored through our assessment partner, Kryterion. Successful candidates receive industry‑recognized digital badges issued by Credly. Check out our certification catalog [here](https://www.sumologic.com/learn/training).
 
-* [**Sumo Logic Training Portal**](#training-portal), only available in-product, where you'll find our courses and certifications. To browse our certification descriptions, see [Sumo Logic Training and Certifications](https://www.sumologic.com/learn/certifications).
+* [**Sumo Logic Learning Portal**](#how-do-i-access-the-learning-portal), only available in-product, where you'll find our courses and certifications.
 * [**Sumo Logic Training Lab Environment**](#training-lab-environment), curated and set up to work along with our training curriculum.
 * [**Sumo Logic Partner Training**](https://partnertraining.sumologic.com), dedicated technical training for Sumo Logic partners. To sign up, you'll need an access code, which you can obtain from your account manager.
+* [**Sumo Logic Certified**](#certifications), our certification program for Sumo Logic Academy, allowing you to certify via proctored exam and receive a digital credential reflecting your new, proven skillset.
 
-## Training Portal
+:::sumo micro lesson
 
-### How do I access the Training Portal?
+In this video, we'll walk through learning and certification offerings to help you maximize your investment in the Sumo Logic platform.
 
-1. Sign in to Sumo Logic.
-1. From the **Home** page, click the **Learn** tab.
-1. Click **Get Certified**. You'll be redirected to the portal page, where you can access all courses and certifications. <br/><img src={useBaseUrl('img/get-started/certifications.png')} alt="Get Certified" style={{border: '1px solid gray'}} width="500" />
-
-<details>
-<summary><strong>Get Certified</strong> link not working? Make sure to verify your email address.</summary>
-
-For security reasons, you must must [verify your email address](#how-do-i-verify-my-email-address) in order to access [third-party services within Sumo Logic](#how-do-i-obtain-third-party-service-access). If you have a working Sumo Logic username and password, then your email address is considered verified.
-
-</details>
-
-### How do I obtain third-party service access?
-
-When you create a new organization in Sumo Logic, you will be logged in automatically the first time (without using a password). After that, you'll receive an email asking you to activate your account. This step is required in order to:
-
-* Access Sumo Logic through a third-party single sign-on (SSO) service implementing SAML.
-* Log into Sumo Logic through the Heroku add-on.
-* Log in using other Sumo Logic integration partners that provide SSO.
-* Access our in-product third-party services like **Get Certified** and **Community**
-
-Users that do not authenticate to Sumo Logic using a username and password are required to complete the email verification process.
-
-### How do I verify my email address?
-
-To activate your account:
-
-1. [**New UI**](/docs/get-started/sumo-logic-ui). In the top menu select **Help**, and then select either **Community**. <br/>[**Classic UI**](/docs/get-started/sumo-logic-ui-classic). In the main Sumo Logic menu select **Help**, and then select **Community**. 
-1. You will be prompted to activate your account.
-1. Click **Send Activation/Verification Email**.
-1. Open the email and click **Verify Your Email**.
-
-Now that your email is verified, you'll be able access to third-party services.
-
-## Training Lab Environment
+<Iframe url="https://fast.wistia.net/embed/iframe/35ku33znar?web_component=true&seo=true&videoFoam=false"
+  width="854px"
+  height="480px"
+  title="Sumo Logic Academy | Training and Certifications Overview"
+  id="wistiaVideo"
+  className="video-container"
+  display="initial"
+  position="relative"
+  allow="autoplay; fullscreen"
+  allowfullscreen
+/>
 
-The Training Lab Environment will enable you to get hands-on practice following the lessons covered in our learning experiences. A Sumo Logic environment curated to work with the examples and lab exercises provided with our courses is available 24/7 for you to practice.
+:::
 
-### How do I access the Training Lab environment?
+## Getting started
 
-1. Choose a number between 001 and 999. Remember this number, since you'll use it in all of your labs.
-1. Open a new window in a different browser. For example, if you're reading this on Chrome, open a Firefox window. Using separate browsers will keep you logged in to your regular Sumo Logic account and the training lab environment at the same time.
-1. In the new browser window, go to [https://service.sumologic.com](https://service.sumologic.com).
-1. Enter the credentials found at the top of the **Become a Sumo Expert** page of the **Training Portal**.
-    :::note
-    The Training Lab Environment password changes monthly, so you may have to check back there often.
-    :::
-1. You'll know you have access when you see **Sumo Logic Training** when you hover over the user in the bottom left corner.
-1. Save your training username for use during this training. It's a good idea to have both the Sumo Logic training lab environment and this self-paced program open in separate windows, so you can toggle between them.
-    :::important
-    Be careful not to take exams or self-paced courses with training account credentials!
-    :::
+### How do I access the learning portal?
 
-### Where can I find the Training Lab credentials?
+Access complimentary on-demand courses and onboarding tutorials in our self-paced learning portal:
 
-Credentials change monthly. We post them on the training portal in the **Become a Sumo Logic Expert** section.
+1. Sign in to Sumo Logic.
+2. From your **Home** page, click the **Learn** tab > **Learning Hub – Start Here!**<br/><img src={useBaseUrl('img/get-started/learning-hub.png')} alt="Learning Hub icon in UI" style={{border: '1px solid gray'}} width="700" />
+3. Explore our self-paced certification courses and workshops, built to the same standard as our instructor-led offerings, ready for you to learn anytime, anywhere, at your own pace.
 
-![credentials](/img/get-started/credentials.gif)
+### How can I sign up for free live instructor-led classes?
 
+Check out our [Training website](https://www.sumologic.com/learn/training) for information on free live classes and to view our current schedule. Sign up for as many as you’d like! Multiple timezone options are available to meet your schedule. Other training options like tailored private sessions are also available.
 
-## Self-Paced Training
 
-With our self-paced eLearning, you can learn at your own pace, anywhere, without constraints. Our comprehensive product training as well as certification course will help you prepare to pass the certification exams.
+## Self‑paced training
 
-### How do I access Self-Paced training?
+### How do I access self‑paced training?
 
-Self-paced training is available in our [Training Portal](#how-do-i-access-the-training-portal).
+Self‑paced training is available in our [learning portal](#how-do-i-access-the-learning-portal).
 
-### What content is available Self-Paced?
+### What content is available for self‑paced learning?
 
-Everybody learns differently, we offer different options to adapt to your learning needs:
+* **Learning Paths** for General, Observability, and Security ([Learning Hub](#how-do-i-access-the-learning-portal) > **Become a Sumo Expert**).
+* **Micro Lessons** ([Learning Hub](#how-do-i-access-the-learning-portal) > **Learn a New Skill**).
+* **Recorded Live Training** sessions with lab guides and slides ([Learning Hub](#how-do-i-access-the-learning-portal) > **Recorded Live Training**).
 
-* **Learning Paths**. Learn at your own pace guided by our product oriented **Learning Paths**. The following **Learning Paths** are available under the **Become a Sumo Logic Expert** section of our **Training Portal**:
-   * General
-   * Observability
-   * Security
-* **Micro Lessons**. Access our growing, curated library of quick tutorials, short demos and best practices, learn something new in just minutes. Check out the **Learn New Skills** section from our **Training Portal** to access this content.
-* **Recorded Live Training**. Did you miss a Cert Jam or a workshop? Watch recordings of past sessions, download the student lab guide and a copy of the slides.
+### How do I register for a self‑paced course?
 
+Navigate to the course and click **Register**.
 
-### How do I register for a Self-Paced course?
+![Steps showing how to register for a Sumo Logic course](/img/get-started/register.gif)
 
-Navigate to your course of interest and click on it, then click **Register**.
+### How do I navigate inside a self‑paced course?
 
-![register](/img/get-started/register.gif)
+1. Select the course.
+2. Select the section you want to review.
+3. View all materials, complete knowledge checks and progress checks, then click **Next** or **Submit** after each section.
+4. At the end of a section, click **Go to results**, then **Submit Results** and rate the section.
+5. Verify that a blue checkmark appears next to the completed section. Continue until all sections are complete.
 
+![Navigating sections and submitting results in a self-paced course](/img/get-started/exam-navigate.gif)
 
-### How do I navigate inside a Self-Paced course?
+### How do I complete a course?
 
-1. Select the course.
-1. Select the section your want to review.
-1. View all the materials, correctly answer all knowledge checks, and complete all progress checks to be able to advance to the next section in the course.
-1. Click **Next** or **Submit** after each section so your progress is tracked by the system.
-1. When you get to the end of the section, click **Go to results**. If you've passed the section, you will get a congratulations message.
-1. Click **Submit Results**.
-1. Rate the section and submit a review. Tell us what you liked or didn’t like.
-1. After your feedback is recorded, you can click **Close Course** to update your progress.
-1. Verify your results were submitted correctly by looking for the blue checkmark next to the section you just completed. This will unlock the next section of the course.
-1. Continue with the next section of the course until you finish all sections available.
+Complete all sections in the course.
 
-![exam navigate](/img/get-started/exam-navigate.gif)
+### Do I have to pay for training courses?
 
+Self-paced training is free. Private and custom training is available for purchase.
 
-### How do I complete a course?
-
-Make sure to complete all sections of the course.
+### How do I verify my email address?
 
+To verify your email address and activate your account:
 
-### How do I fix the Data Pipeline error?
+1. [**New UI**](/docs/get-started/sumo-logic-ui). In the top menu select **Help**, and then select either **Community**. <br/>[**Classic UI**](/docs/get-started/sumo-logic-ui-classic). In the main Sumo Logic menu select **Help**, and then select **Community**.
+1. You will be prompted to activate your account.
+1. Click **Send Activation/Verification Email**.
+1. Open the email and click **Verify Your Email**.
 
-If you're seeing the following error when starting a new lesson, this is typically due to a browser setting.
+Now that your email is verified, you'll be able access to third-party services.
 
-<img src={useBaseUrl('img/get-started/error.png')} alt="Screenshot showing Sumo Logic data pipeline error regarding missing authentication cookie" />
+### How do I fix the data pipeline error?
 
-Here are some fixes:
+If you see an error when starting a new lesson, try these steps:
 
-* Refresh your browser. Clear your browser’s cookies and cache.
+* Refresh the page, then clear cache and cookies.
 * Close and reopen your browser.
-* Browser or network settings disable or block Third Party Cookies. The training portal will use Cookies to authorize access to specific learning content. To solve this error, add `[*.]sj-cdn.net (about:blank)` as a trusted site in your browser's privacy settings or update browser settings to allow third-party cookies.
+* Allow third‑party cookies or add `[*.]sj-cdn.net` as a trusted site in browser privacy settings.
 * Confirm your internet connection.
-* Attempt to play the video or reload the lesson in an Incognito or Private window by clicking your browser's menu button and selecting "New Incognito/Private Window".
-   * If the content successfully loads in the new window, this is an indicator that a browser extension is likely preventing the content from loading.
-* For troubleshooting `Video Error Code 232011` or `Cannot load M3U8: Crossdomain access denied` error messages, work with your IT network team to check on your firewall status.
-   * If you have a firewall, you can allow a particular HTTP header: `Access-Control-Allow-Origin: *`
+* Try an Incognito/Private window. If it works there, a browser extension may be blocking content.
+* For `Video Error Code 232011` or `Cannot load M3U8: Crossdomain access denied`, work with your IT team to check firewall settings. Allow the header `Access-Control-Allow-Origin: *` if applicable.
 
+## Training lab environment
 
-## Certifications
+Use the Training Lab environment to get hands‑on practice with course exercises. This environment is curated and set up to work along with our training curriculum.
 
-We’ve done studies that show when you are Sumo Logic Certified, you gain greater insight into your data, search more efficiently and build impactful dashboards.
+### How do I access the training lab environment?
 
-### How do I access an exam?
+1. Choose a number between 001 and 999. Use this number across your labs.
+2. Open a second browser (for example, Firefox if you are reading this in Chrome) so you can stay logged in to both your regular Sumo Logic account and the training lab at the same time.
+3. In the second browser window, go to [https://service.sumologic.com](https://service.sumologic.com).
+4. Enter the credentials posted at the top of the **Become a Sumo Expert** page in the learning portal.
+5. You will know you have access when hovering over the user profile in the upper-right corner shows **Sumo Logic Training**.
+6. Save your training username for use during training.
 
-Access to our certification exams is available in our [Training Portal](#how-do-i-access-the-training-portal).
+### Where can I find the training lab credentials?
 
+Credentials change monthly. Go to the [learning portal](#how-do-i-access-the-learning-portal) > **Become a Sumo Expert**.
 
-### What certifications does Sumo Logic offer?
+<img src={useBaseUrl('img/get-started/lab-credentials.png')} alt="Training lab credentials" style={{border: '1px solid gray'}} width="600" />
 
-**Sumo Logic Certified - Fundamentals**. Gain broad knowledge analyzing logs and metrics with the Fundamentals Certification. Get Sumo Logic up and running and learn to do simple filtering, data parsing, and analysis.
 
-<!--
-Certified Users possess broad knowledge around analyzing logs and metrics and have familiarity with the Sumo Logic service related to simple data searching, filtering, parsing and analyzing. Certified users can use Apps for out-of-the-box content that monitors their data, identifies trends, and keeps their users on top of critical events.
--->
+## Certifications
+
+:::sumo micro lesson
 
-**Sumo Logic Certified - Search Mastery**. Build on the knowledge gained in Fundamentals to do more in-depth analysis of logs and metrics. Identify critical events with ease and create the dashboards and alerts necessary to monitor your environment.
+Sumo Logic Academy certifications use proctored, skills-based exams with digital badges issued through Credly. We recommend six months of hands-on experience before registering.
 
-<!--
-Certified Users exhibit deep technical knowledge on how to analyze and correlate their logs and metrics to easily identify those critical events that are important to their organizations. In addition to taking advantage of out-of-the-box content, Certified Sumo Power Users can build Dashboards and Alerts for their custom apps, unlocking the power of Sumo Logic to analyze, measure and monitor the health of their environments.
--->
+<Iframe url="https://fast.wistia.net/embed/iframe/8i18wjmdg2?web_component=true&seo=true&videoFoam=false"
+  width="854px"
+  height="480px"
+  title="Intro to Sumo Logic Academy Certifications"
+  id="wistiaVideo"
+  className="video-container"
+  display="initial"
+  position="relative"
+  allow="autoplay; fullscreen"
+  allowfullscreen
+/>
 
-**Sumo Logic Certified - Metrics Mastery**. Build on the knowledge gained in Fundamentals to do more in-depth analysis with metrics. Identify critical events with ease and create the dashboards and alerts necessary to monitor your environment.
+:::
 
-<!--
-Certified Users exhibit deep technical knowledge on how to analyze and correlate their logs and metrics to easily identify those critical events that are important to their organizations. Build on the knowledge gained in Fundamentals to do more in-depth analysis with metrics. Identify critical events with ease and create the dashboards and alerts necessary to monitor your environment.
--->
+### What are the benefits of certification?
 
-**Sumo Logic Certified - Administration**. Gain critical Administration expertise on how to set up your organization with Sumo Logic as well as how to optimize and manage queries and content to make the whole team more effective.
+By investing in a Sumo Logic Certified credential, you’ll gain a meaningful, industry-recognized certification that validates your real-world skills.
 
-<!--
-Certified users become technical experts on setting up, managing and optimizing their Sumo Logic solution. In addition to securing and managing their Sumo Logic environment, they can design and deploy a data collection strategy that fits their infrastructure. Keeping an eye on the pulse of their usage, they can also optimize data querying to fit their searching patterns.
--->
+Unlike our previous knowledge-based quizzes, the new exams are skills-based, proctored, and credentialed. This ensures your certification carries weight and distinction, giving you a proven advantage in your career while driving adoption of advanced use cases in your organization.
 
+Improvements include:
+* **All new exams**. Assessments now measure skills rather than basic knowledge checks. Refer to our [full catalog of certifications](https://www.sumologic.com/learn/training/).
+* **Live, remote proctoring**. Exams are administered by Kryterion with live proctors to ensure fairness and integrity.
+* **Digital badges**. After passing your exam, you’ll receive a Credly-issued badge you can share on LinkedIn, your resume, and within your organization.
 
-**Sumo Logic Certified - Cloud Infrastructure Security**: Learn how our Threat Intelligence can help you stay on top of your environment by matching IOCs like IP address, domain names, email addresses, and MD5 hashes. Also learn how to analyze AWS data to monitor account usage and monitor security groups effectively.
+### What certifications does Sumo Logic offer?
 
-<!--
-In this course, you'll create starter SOC queries as dashboard panels. These advanced operator queries help you monitor user activity across the globe, failed logins, land speed violations, brute force attacks, and more. You will create parameterized lookup tables for easy panel or dashboard pivots. You will learn how to export the starter SOC dashboard you created for use in your own environment. Lastly, you will be able to detect and investigate IOCs with the use of our embedded CrowdStrike database, which monitors malicious IPs addresses, and apply scheduled views as a best practice.
--->
+* *Sumo Logic Certified Fundamentals User*
+* *Sumo Logic Certified Search Mastery User*
+* *Sumo Logic Certified Admin*
+* *Sumo Logic Certified Logs for Security Analyst*
+* *Sumo Logic Certified Cloud SIEM Practitioner*
+* *Sumo Logic Certified Metrics Analyst*
 
-**Sumo Logic Certified - Cloud SIEM Fundamentals**. Learn how Cloud SIEM ingests your data and turns it into actionable security Insights. Get hands-on practice with threat investigation, take actions on Insights, and learn the basics of SOC content creation, like writing rules and custom insights.
+More information [here](https://www.sumologic.com/learn/training#certified).
 
-**Sumo Logic Certified - Cloud SIEM Administration**. Learn how to set up data ingestion for Cloud SIEM, including writing custom log and ingest mappings. Customize your environment with a deep dive into custom rules and insight actions.
+### Do I have to take certifications in a specific order?
 
-**Sumo Logic Certified - Cloud SOAR Fundamentals**. Learn how to automate your security operations center with playbooks, dashboards, and reports. Watch a playbook run in real time and export a customized dashboard.
+No. However, we recommend passing *Sumo Logic Certified Fundamentals User* before attempting advanced certifications.
 
-**Sumo Logic Certified - Cloud SOAR Administration**. Learn about Cloud SOAR administration, including RBAC controls to secure your SOC. Get hands on by customizing settings and automating actions with playbooks.
+### How long do certifications last?
 
-**Sumo Logic Certified - Kubernetes on Sumo Logic**. Swiftly navigate through Kubernetes cluster name spaces, services, nodes, and deployments and master monitoring and troubleshooting Kubernetes from alerts and dashboards to customized templates to address key use cases.
+Certifications are valid for two years before renewal is required.
 
-**Sumo Logic Certified - Observability Fundamentals**. Learn about Sumo Logic’s three pillars of the observability solution - Metrics, Tracing, and Logs. You'll also become conversant with the use of the tools to help you identify the root cause of an outage and trace the incidents to troubleshoot an issue.
+### Can I get re‑certified?
 
-**Sumo Logic Certified - Observability Administration**. Deploy the AWS Observability solution using CloudFormation Template, gathering metrics from a Kubernetes cluster, and establishing trace points to gather trace data using OpenTelemetry.
+Yes. You can renew at any time by retaking the relevant exam.
 
-<!--
-* **Advanced Metrics with Kubernetes** - Certified users swiftly navigate through their Kubernetes cluster name spaces, services, nodes, and deployments. They quickly master Kubernetes for their organization with Sumo Logic from alerts and dashboards to customized templates to address key use cases.
--->
+### If I already have Sumo Logic certifications, will I lose those?
 
-### Do I have to take the certifications in order?
+The new credentials replace our previous certifications. Existing certifications remain valid until their original expiration (Fundamentals: two years; all others: one year). You’re welcome to renew under the new program at any time.
 
-No, but we highly recommend passing the Fundamentals exam before continuing onto any other certifications.
+### Are there fees for certifications?
 
+While self-paced and public live training options are free, there are fees associated with certification exams.
 
-### What can I do to prepare for the exams?
+The *Sumo Logic Certified Fundamentals User* certification exam fee costs $100, and all others are $150. Payment is by credit card or purchase order through your Sumo Logic account representative or reseller.
 
-It depends on how you like to learn. We have:
+### Is a voucher included in my training class? Do I have to pay for training courses or just the certification?
 
-Instructor-led options:
-* Attend one of the free certification sessions (Cert Jams) we host year-round globally, either online or in-person
-* Invite us to come to your location for a private customized session for your team.
+All Sumo Logic training, including self-paced eLearning, hands-on public virtual classes, and workshops, remains free to all users. A separate cost applied to the certification exam itself. Private and custom training will continue to be available for purchase.
 
-<!--
-* Free scheduled virtual-led sessions. Registration found under "Live, Instructor-Led Courses" on [this page](https://www.sumologic.com/learn/training).
-* Learn in-person (when COVID restrictions are over)
-* Invite us to come to your location for a [private customized session](https://www.sumologic.com/learn/training/#training_custom_session_form) for your team.
-* Attend one of the free [certification sessions (Cert Jams)](https://www.sumologic.com/learn/training/sumo-jams/) we host year-round globally.
--->
+### How long do I have to use my voucher?
 
-Self-paced option:
-* Learn on your own time, at your own pace, at no cost to you.
-* Self-Paced courses, lesson recordings, and labs are accessible in Sumo Logic. Once you understand the materials in the lesson recordings and have conducted the labs, you should be ready for the exam.
+After purchasing a certification voucher, the exam must be taken within one year from the date of issue.
 
-<!--
-* Lesson recordings and labs are accessible in Sumo Logic using the certification page as indicated in the image below.
--->
+## Are continuing education credits included with the certification?
 
-### How long does it take to complete an exam?
+Not at this time.
 
-The majority of our certification exams have a duration of 60 minutes (30 questions). We recommend checking the exam description beforehand.
 
-On average, most candidates finish in 30 minutes.
+## Exam logistics
 
-<!--
-You are free to take the exam whenever and wherever you like at no cost to you. Exams are open-book, open-note, and open-internet. You are encouraged to use this documentation site during the exam. You have multiple amount of attempts to pass an exam. Questions may be different and reordered on subsequent attempts.
--->
+### How do I schedule an exam?
 
-### What is the pass rate for the exams?
+:::note
+We recommend at least six months of hands‑on Sumo Logic experience before taking an exam.
+:::
 
-While the majority of our certification exams require you to answer 75% of the questions correctly to get certification, we recommend checking the exam description beforehand.
+We recommend at least six months of hands‑on Sumo Logic experience before taking an exam.
 
+1. Sign in to Sumo Logic.
+2. From the **Home** page, click the **Learn** tab > **Exam Registration**.<br/><img src={useBaseUrl('img/get-started/exam-registration.png')} alt="Exam registration" style={{border: '1px solid gray'}} width="600" />
+3. Purchase your exam credit and register through **Kryterion**.
+4. Select and schedule your exam.
+5. View your pass/fail result immediately after submission. If you pass, follow the email instructions to claim your **Credly** badge.
 
-### What type of questions should I expect in the exam?
+### What are the requirements for taking an exam?
 
-Most questions are multiple choice. Exams are open-book, open-note, and open-internet. You are encouraged to use our documentation site during the exam. You have multiple attempts to pass an exam. Questions may be different and reordered on subsequent attempts.
+Kryterion provides technical and workspace requirements for live proctored exams. Your desk must be clear of materials and will be reviewed by the proctor before the exam begins. See [Kryterion Online Testing Requirements](https://kryterion.my.site.com/support/s/article/Online-Testing-Requirements?language=en_US).
 
+### What if I run into a technical issue during the exam?
 
-### Do I need to schedule an appointment to take an exam?
-No. You are free to take the exam whenever and wherever you like at no cost to you.
+Kryterion support is available during the exam. Use Live Chat or submit a request via [Kryterion Candidate Support](https://www.kryterion.com/fast-help-current-and-future-test-candidates/).
 
+### Will I see preliminary results on screen when I finish?
 
-### When do certifications expire?
+Yes. A pass/fail result appears after submission once you exit the secure proctored environment.
 
-Fundamentals certifications expire two years after being issued. All other certifications expire after one year.
+### What is the pass criteria for exams?
 
-You'll notified by email 30 days before a certification expires, and again immediately after a certification expires.
+A score of 75% or higher is required to pass a Sumo Logic certification exam.
 
+### What is the retake policy? Will I have to pay again?
 
-### How do I complete an exam?
+You can retake your exam 48 hours after a previous attempt. Each retake requires a new payment. For security, only your overall score is shown.
 
-* Answer all the exam questions.
-* Click **Submit all answers**.
-* Be sure to click **Close course** to record your results. Skipping this step will mark the exam as incomplete.
-* When you pass a course, your certificate will be emailed to you. If you've failed, you can try again.
+## Badges and community
 
-![complete exam](/img/get-started/complete-exam.gif)
+### Where can I find my Sumo Logic certification digital badges?
 
-### How do I view my certificate?
+After passing an exam, you'll receive a digital badge via Credly. Manage and share badges through the Credly portal. We encourage you to join the Sumo Logic Certification community on LinkedIn and add your badges to your profile.
 
-1. Click your profile in the upper right corner.
-1. Select **My Profile** from the dropdown.
-1. Find the exam you completed and click **View certificate**.
+### My badges were issued to my work email address. Can I add a personal email address to my Credly account?
 
-![view cert](/img/get-started/view-cert.gif)
+Yes. To learn how to add an alternative email address to your Credly profile, see [Credly Help Center | Can I add multiple emails to my account?](https://support.credly.com/hc/en-us/articles/360021220951-Can-I-add-multiple-emails-to-my-account).
 
+While we're required to issue badges to the same email you use to sign in to Sumo Logic, adding a personal email in Credly keeps your badges portable.
 
-### How do I share my certificate with others?
+## Additional information
 
-Each Sumo Logic certificate has a QR code and link to a verification site so you can share your score with anyone who wants to validate your certification status.
+Have questions about training or certifications?  
+Contact the Sumo Logic Training and Education team at [training@sumologic.com](mailto:training@sumologic.com).
 
-![share cert](/img/get-started/share-cert.gif)
+For help with exam registration, scheduling, or technical issues during proctored sessions, visit Kryterion support:
 
-### How do I share my certificate on LinkedIn?
+* [Kryterion Candidate Support](https://www.kryterion.com/fast-help-current-and-future-test-candidates/)
+* [Kryterion Online Testing Requirements](https://kryterion.my.site.com/support/s/article/Online-Testing-Requirements?language=en_US)
 
-1. Click your profile in the upper right corner.
-1. Select **My Profile** from the dropdown.
-1. Find the exam you completed and click **Add to profile**.
-1. Copy one piece of information, then click Launch LinkedIn in a new tab.
-1. Paste the information in the LinkedIn form.
-1. Continue moving between tabs to copy all the information.
-1. When you’re finished, click **Save**.
+Learn more about our training programs and certification paths:  
 
-![linkedin](/img/get-started/linkedin.gif)
+* [Introducing Sumo Logic Academy: Your new hub for learning and certifications](https://www.sumologic.com/blog/sumo-logic-academy). Overview of our hands-on learning experiences, proctored certification exams, and digital credentialing through Credly.
diff --git a/sidebars.ts b/sidebars.ts
index d45bea35be..3124a1c101 100644
--- a/sidebars.ts
+++ b/sidebars.ts
@@ -26,6 +26,7 @@ module.exports = {
         'get-started/sign-up',
         'get-started/quickstart',
         'get-started/onboarding-checklists',
+        'get-started/training-certification-faq',
         'get-started/account-settings-preferences',
         'get-started/sumo-logic-ui',
         'get-started/sumo-logic-ui-classic',
@@ -34,7 +35,6 @@ module.exports = {
         'get-started/system-requirements',
         'get-started/ai-machine-learning',
         'get-started/keyboard-shortcuts',
-        'get-started/training-certification-faq',
         'get-started/help',
         'get-started/faq',
       ],
diff --git a/src/css/sumo.scss b/src/css/sumo.scss
index 3551e89a56..4aba441f03 100644
--- a/src/css/sumo.scss
+++ b/src/css/sumo.scss
@@ -1532,3 +1532,13 @@ article header h2[class*='title_'] {
   -ms-transform: rotate(45deg);
   transform: rotate(45deg);
 }
+
+/* Default: light mode */
+html[data-theme='light'] .academy-logo {
+  content: url('/img/get-started/sumo-academy-light-mode.png');
+}
+
+/* Dark mode */
+html[data-theme='dark'] .academy-logo {
+  content: url('/img/get-started/sumo-academy-dark-mode.png');
+}
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