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Cognite Atlas AI Agent Builder Fundamentals

We have released a new course dedicated to building reliable, industry-grade agents within Cognite Atlas AI.This course is your starting point for building, configuring, and deploying Atlas AI agents in Cognite Data Fusion. You will gain a comprehensive overview of how agents function, how they connect to industrial data, and how to leverage them for smarter automation and decision-making.This course focuses specifically on how to build agents that adhere to strict operational logic suitable for your use-case and industry standards. We demonstrate how to properly configure tools, select the right models based on reasoning benchmarks, and use the instructions box to enforce standard operating procedures.Key topics covered in this course:Tool Configuration: How to grant agents access to CDF data through specific tools, creating an assistant that genuinely understands physical assets. Model Selection: Utilizing industrial benchmarks to select the right models for complex reasoning and precise filtering. Operational Instructions: Using the instructions box to implement SOPs that keep agents methodical and verified. Advanced Querying: How to use the Query Knowledge Graph tool to customize your agent for specific data types.By the end of this course, you’ll be equipped to design agents that rely on your data and documents as a source of truth. This approach ensures your AI assistants remain predictable and safe for industrial workflows.Access the full course on the Academy here 

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What's New in Cognite Academy: Q3 2025

What's New in Cognite Academy: Q3 2025

This quarter’s release features new training on building industrial AI agents, enhancing 3D environments, improving data workflows and an all new and improved CDF fundamentals course to help you make better decisions and get more value from your data. Courses: Build In-Depth Skills, Step-by-StepCognite Data Fundamentals with Data ModelingA new and improved CDF Fundamentals course is now available. This introductory learning path is perfect for anyone new to Cognite Data Fusion. The updated content now covers the Core Data Model, hands-on exercises with Industrial Canvas, and an overview of Atlas AI. Complete the course to earn a shareable badge and certificate.3D Configuration and ManagementThis course is designed to give you the skills to set up and configure 3D environments and integrate them into your daily work. You will learn to use 3D solutions to improve visualization, enhance decision-making, and boost operational efficiency.This course is for anyone interested in learning about 3D technology and applying it in their professional field.Microlearning videos: Bite-Sized LearningsAI Agents in Industrial WorkflowsDiscover how Cognite's industrial AI agents, powered by Atlas AI, can help your teams act faster and with greater confidence. Learn how to leverage contextualized industrial data to streamline troubleshooting, automate routine tasks, and enhance operational efficiency.Building Agents in Atlas AIMaster the process of building and customizing industrial AI agents using Cognite Atlas AI. This low-code workbench enables you to automate complex tasks by connecting to contextualized data in Cognite Data Fusion. See how to create, configure, and deploy agents to analyze time series, retrieve documents, and support decision-making—all without writing a single line of code.Contextualizing Data for AIUnderstand how to transform raw industrial data into a scalable, connected foundation for advanced workflows. Learn to build and enrich a Knowledge Graph using tools like Data Workflows, diagram parsing, and document parsing, enabling seamless reuse of data and powering robust AI agents and applications. How-To Guide articles: Practical Tips from the ExpertsChoosing the Right Extractor for Your CDF IntegrationCognite Data Fusion offers a wide range of extractors to integrate data from industrial and IT systems into a unified platform. These are divided into two main types: Prebuilt Extractors, installed within customer infrastructure to connect with systems like OSI PI, OPC UA, databases, SAP, and document libraries; and CDF-Hosted Scalable Extractors, managed in the cloud for high-volume, real-time data ingestion from sources such as Azure Event Hub, MQTT, Kafka, and RESTful APIs.Understanding Function Memory Quotas in CDF Learn best practices to prevent memory errors in CDF functions by designing workloads with memory limits in mind. This guide explains why breaking tasks into smaller, manageable chunks is the most effective approach.How-To: Simple Streamlit App for CRUD Operations on CDF Data Model viewThis guide shows you how to create a simple Streamlit web app to manage data model instances in Cognite Data Fusion (CDF) using the Python SDK. Learn to create, read, update, and delete (CRUD) instances in real time—perfect for demos, quick data manipulation, or onboarding users to structured data modeling.Getting started with CDF performance testing This guide explains the importance of performance testing in Cognite Data Fusion (CDF) and how to assess key metrics like data ingestion rates, query performance, and API response times. It includes example notebooks to help you test efficiently, optimize costs, and ensure production readiness.Changing Your Identity Provider (IdP): Playbook and Key Information This guide explains the relationship between projects, organizations, and Identity Providers (IdPs) in Cognite Data Fusion. It covers the implications of changing an organization’s IdP, including session invalidation, user ID reassignment, and potential data access issues, and provides guidance on planning and requesting IdP changes safely.Unsubscribing from Cognite Charts AlertsThis guide explains how users can unsubscribe from Cognite Charts alerts and notifications, ensuring they no longer receive emails when time series thresholds are breached.Fixing Video Playback Failure – Error Code: 101102This guide helps troubleshoot Error Code 101102 when a training video fails to load. It covers common causes—like network restrictions, browser extensions, VPNs, or outdated browsers—and provides step-by-step solutions to restore smooth video playback.Optimizing Data Ingestion PerformanceLearn best practices to improve data ingestion performance in Cognite Data Fusion, including batching datasets, using progress monitoring, efficiently handling asset hierarchies, leveraging delta loads with the is_new function, and scheduling transformations for faster, more reliable workflows. Product Updates: What's New to Enhance Your WorkflowImproving Cognite Functions stability with new rate limitsWe're implementing new rate limits for Cognite Function calls to improve system performance and stability. A new limit of 250 concurrent running calls per CDF project will apply immediately to new projects and will go into effect on November 1, 2025, for existing projects. This change will affect a small number of projects with very high usage, ensuring a more equitable distribution of resources.Power BI REST Connector now Generally AvailableThe Power BI REST API connector is now Generally Available (GA), offering better performance and broader capabilities than the legacy OData connector, which will be retired on August 18, 2026. The new REST API connector provides broader authentication support, enhanced data access, and a significant performance boost of up to 10x, and should be used for all new reportsNew features for Cognite's GAP ConnectorWe've added two new capabilities to the GAP connector that address common challenges Petroleum Engineers face when working with GAP simulation models in production environments.Information Model Extraction The GAP connector can now automatically extract detailed flowsheet information models from simulator model revisions. This makes flowsheet data, including equipment, properties, and connections, accessible for analysis directly in CDF, eliminating the need for separate simulator access. External Dependencies Support This new feature allows you to manage simulation models by linking separate CDF files for components like well models or VLP tables, instead of repackaging the entire model. This simplifies updates, reduces storage overhead, and enables different team members to work on components independently. Explore new trainings on Cognite Academy. For guides, community, and to share your ideas, visit Cognite Hub. 

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Microlearning course on Contextualizing Data For AI is Live Now!

From Raw Data to Reliable Insight Unlock the power of contextualization in Cognite Data FusionIndustrial data is often scattered and siloed, making it hard to use, reuse, and scale across operations. That’s where Cognite Data Fusion (CDF) comes in.This course shows how CDF transforms raw data into a connected, contextualized foundation that fuels AI agents, applications, and decision-making across your organization.Check out our new microlearning on Contextualizing Data For AI Discover What’s Behind the Data That Drives AIWith Data Workflows, diagram parsing, and the Document Parser, your teams can:Automate the ingestion and transformation of raw industrial data   Extract meaningful insights from engineering diagrams and technical documents   Create connections between assets, files, and data models   Build a Contextualized Knowledge Graph that powers AI-driven decisions  To learn how to use data workflows in Cognite Data Fusion to automate and orchestrate complex data processes: https://learn.cognite.com/cognite-data-workflows  Explore How It All Comes TogetherThe course walks through key features like:Data Workflows to create reliable, scalable data pipelines   Diagram Parsing to extract relationships from P&IDs and link them to assets   Document Parser to capture structured information and enrich data models  Together, these services populate your Core Data Model and form a unified view of operations. Once contextualized, data becomes reusable across AI agents, apps, and third-party tools—no duplication, no silos. Build Once. Use Everywhere.With your contextualized data foundation in place:Teams stop spending time redoing the same tasks Data products become shareable and reusable AI agents gain the clarity and context they need to deliver trusted resultsTo learn more about contextualization in Cognite Data Fusion: https://learn.cognite.com/working-with-cdf-contextualizeLet’s build a smarter and more connected future, one dataset at a time. 

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New Academy Offering: Microlearning course on Building Agents in Atlas AI

Build Smart Industrial Agents with ConfidenceIn complex industrial environments, timely decisions depend on fast and accurate access to data and analysis. With Cognite Atlas AI, your teams can do more than just find data. They can build AI agents that understand context, perform analysis, and take action.This course walks you through how Atlas AI’s low-code workbench makes it easy to create and configure intelligent agents grounded in real operational data.Check out our new microlearning on Building Agents in Atlas AIFrom Questions to Actions with No Coding RequiredWith the Atlas AI Workbench, you can build agents that:Retrieve data intelligently: Agents pull design specifications, time series, and documents using smart, contextual logic.   Perform advanced analysis: Let your agents write and execute code to perform tasks like deviation analysis, with no scripting required.   Take action automatically: Once configured, agents can recommend maintenance, place material orders, and update schedules, helping teams avoid delays.   Customize Agents to Your NeedsIn the course, you'll learn how to use tools like:Find Files to locate relevant engineering documents   Ask Document to extract answers using semantic search   Time Series Analysis to automate real-time equipment monitoring  Everything comes together in one platform, built on trusted contextualized data from Cognite Data Fusion, so your AI agents can work smarter and deliver reliable insights.  Scale AI Across Teams and WorkflowsOnce built, these agents are instantly available across Cognite applications like Canvas and Charts, and even external tools via Atlas API. That means:Faster decision-making More consistent troubleshooting Less time spent on manual data search and preparationLet’s empower teams with agents that understand the job and get it done. 

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New Microlearning course on AI Agents in Industrial Workflows

Unlocking Actionable Intelligence with AI AgentsAt Cognite, we recognize that industrial workers often spend over half their time searching for the right data, time that should be spent on maintenance, operations, and decision making. While AI copilots and chatbots offer potential, their true value is realized only when they drive real action.That is where Cognite’s industrial AI agents, powered by Atlas AI, step in, streamlining workflows and enabling teams to move from insight to action in seconds.Check out our new microlearning on AI Agents in Industrial WorkflowsBringing AI into Daily OperationsWith Cognite’s Industrial Canvas, operators, engineers, and field teams collaborate with AI agents to execute specific tasks faster and with greater confidence. These agents help teams:Find data instantly: Search for operational, IT, and engineering data with simple, natural language queries.   Troubleshoot efficiently: Use AI to analyze issues in context, such as oil discharge, and recommend targeted actions.   Automate workflows: Create work orders, detect missing resources, and reschedule tasks without manual intervention.  To learn more about the concept of "Industrial Canvas" and to know how to use this tool effectively - https://learn.cognite.com/path/domain-expert-basics/industrial-canvas Streamlining Decision-Making with Contextualized AIThese AI agents are built to do more than just make suggestions. They take action. For example, a troubleshooting agent can identify abnormal oil viscosity, recommend a fix, trigger a material order, and adjust the maintenance timeline, all in one seamless process.With access to contextualized data from Cognite Data Fusion, agents can:Support consistent decision-making   Reduce manual back-and-forth   Deliver trusted insights, customized to each task  And because they operate across Canvas, other CDF applications, and third party systems, agents are always ready to assist at any time and from anywhere. From Task Execution to Scalable AutomationThese ready-made agents are just the beginning. With Cognite Atlas AI, teams can build and customize agents for their specific needs, automate repetitive tasks, enhance human expertise, and scale operations across different sites.Let us rethink the way we work, with intelligent agents by our side

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Quarterly Training Updates on Cognite Academy- Q2 2025

Quarterly Training Updates on Cognite Academy- Q2 2025

We are excited to bring you the latest updates from Cognite Academy. This quarter’s release is packed with brand new content-all designed to make your learning journey smoother and more impactful. Get ready to explore exciting new resources, from cutting-edge AI agent building to streamlined data management and powerful data visualization.Unlock the Power of AI with Atlas AI Microlearnings:This microlearning series introduces how to create, configure, and deploy AI agents in Atlas AI, Cognite’s low-code agent builder for CDF. These agents can assist users in retrieving industrial data, performing troubleshooting tasks, and supporting operations-all using natural language.Build and configure Atlas AI agentMaster the art of building custom AI agents using language models, goals, instructions, and tools.Getting started with the Atlas AI agentsEnhance your agent's capabilities with powerful tools like Find Assets, Find Maintenance Orders, Find Files, Answer Document Questions, and Find Time Series.Integrate your Atlas AI agents with Industrial Canvas and ChartsDiscover how to leverage published agents within Industrial Canvas and Charts for collaborative asset investigations. Other Microlearning:Beyond Atlas AI, we've added more bite-sized learning opportunities to sharpen your skills.Managing Resources with SpacesThis course provides a comprehensive introduction to resource management within the Cognite Data Fusion application, focusing on the concept and practical use of Spaces. You will learn how to create, manage, and utilize Spaces effectively, ensuring secure and organized data governance. Transform Data into Core Data ModelLearn how to write data into the Core Data Model using the Transformation tool with this quick video.Create Timeseries in Core Data ModelExplore how to create time series in the Core Data Model using the Cognite Python SDK.Charts: Configuring Alerts and NotificationsMaster setting thresholds, configuring alerts, adding calculations, and creating synthetic time series in Charts. Courses:Deep Dive with Our Latest Courses. For more in-depth learning, check out these new and updated courses.Access Management in CDF: Best PracticeThis course provides a practical introduction to managing access in Cognite Data Fusion (CDF), with a focus on how to design secure, scalable, and role-based access structures that support real-world use cases.Industrial Canvas updateExperience the new and improved user experience in Industrial Canvas, our collaborative digital whiteboarding tool for exploring, visualizing, and analyzing industrial data. Product Updates:Some of the exciting Product Updates You Need to Know.Simulator integration: More flexible license handling for simulator connectorsSimulator connectors now support more flexible license handling, reducing disruptions during high-frequency or large-scale simulation runs. This update lets you better optimize license usage based on your operational needs and simulation patterns. Learn how it can improve your workflows.Data Workflows: Data Workflows UI is now Generally AvailableBuilding and managing industrial data pipelines just got more intuitive! The new Data Workflows UI in Cognite Data Fusion is now generally available, offering a visual orchestration tool that simplifies pipeline creation, monitoring, and management - whether you're a technical expert or a business user. Explore how you can stream line your data workflows. Community How-To Guides: Practical Tips from the Experts:Our community-driven how-to guides are packed with practical advice to help you succeed.Identity and Access Management Learn how to manage Identity Provider and Access in Cognite Data Fusion.This guide provides a structured overview of setting up your Identity Provider (IdP) and managing access for users, groups, applications, and service accounts within CDF.How to Debug and Monitor Cognite TransformationsLearn how to effectively debug and monitor your data transformations in Cognite Data Fusion (CDF) to ensure their reliability and accuracy.How to test Functions before deployingLearn different ways to test Cognite functions with this How-To guide.How to Manage Projects, Transformations, and Datasets in the Cognite Data Fusion UILearn how to manage projects, transformations, and datasets using the web-based user interface in Cognite Data Fusion (CDF).Browse the entire Cognite Academy catalog for these new resources and many more!Happy Learning! 

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Cognite Data Fusion Bootcamp Full Calendar Is Now Live

Our full Cognite Data Fusion Bootcamp calendar is now available through December 2025 This 4-day, in-person training is your opportunity to build end-to-end solutions using Cognite Data Fusion (CDF) - covering data foundation, integration, modeling, and orchestration through hands-on, real-world scenarios.  Ready to skill up? Reserve your spot today for our bootcamps scheduled in Oslo and Houston.   Event  Date Location Cognite Data Fusion Bootcamp in Oslo - June 2025 June 16-19, 2025  Oslo, Norway Cognite Data Fusion Bootcamp in Houston - June 2025 June 23-26, 2025  Houston, TX, US Cognite Data Fusion Bootcamp in Houston - July 2025 July 14-17, 2025  Houston, TX, US Cognite Data Fusion Bootcamp in Oslo - Aug 2025 August 11-14, 2025  Oslo, Norway Cognite Data Fusion Bootcamp in Houston - Aug 2025 August 18-21, 2025  Houston, TX, US Cognite Data Fusion Bootcamp in Oslo - Sep 2025 September 8-11, 2025  Oslo, Norway Cognite Data Fusion Bootcamp in Houston - Sep 2025 September 22-25, 2025  Houston, TX, US Cognite Data Fusion Bootcamp in Oslo - Oct 2025 October 13-16, 2025  Oslo, Norway Cognite Data Fusion Bootcamp in Houston -  Oct 2025 October 20-23, 2025  Houston, TX, US Cognite Data Fusion Bootcamp in Oslo - Nov 2025 November 10-13, 2025  Oslo, Norway Cognite Data Fusion Bootcamp in Houston -  Nov 2025 November 17-20, 2025  Houston, TX, US Cognite Data Fusion Bootcamp in Oslo - Dec 2025 December  8-11, 2025  Oslo, Norway Cognite Data Fusion Bootcamp in Houston -  Dec 2025 December 15-18, 2025  Houston, TX, US Confirmed for the Bootcamp? Join the Bootcamp community!Congratulations on securing your spot in the Cognite Data Fusion Bootcamp! To stay informed and connected, be sure to join the official Cognite Data Fusion Bootcamp Group. Here, you’ll find everything you need to prepare: key updates, important resources, and a space to ask questions - before and during the bootcamp.

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Exciting news: Launch of new Microlearning courses on Generative AI!

We are thrilled to announce the launch of our new Microlearning courses designed to empower you with knowledge and skills in Generative AI. These courses are tailored to provide you with practical insights and strategic understanding, helping you stay ahead in the rapidly evolving industrial landscape. Course Highlights: 1. Introduction to Generative AI for IndustryExplore the evolution of AI in industry. Understand large language models (LLMs) and their applications. Learn about industrial knowledge graphs and their impact on decision-making.2. Ensuring Safe and Secure Generative AIDiscover how to liberate and contextualize industrial data. Implement hallucination-free and secure AI solutions. Utilize Retrieval-Augmented Generation (RAG) for reliable AI applications.3. Operationalizing Generative AIBuild and maintain contextualization pipelines. Leverage digital twins for real-time data insights. Develop robust contextualization engines for scalable data management.4. Practical Applications of Generative AITransform asset performance management with generative AI. Enhance robotics and autonomous systems. Gain insights from real-world examples and case studies.5. Strategic and Business ImpactUnlock the business value of generative AI. Drive digital transformation with AI. Access tools and resources for successful digital journeys.These Microlearning courses are designed to be concise, engaging, and highly informative, providing you with the knowledge you need to harness the power of Generative AI in your operations. Stay tuned for more updates and get ready to embark on a journey of learning and growth with us! 🚀 

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Quarterly Training Updates on Cognite Academy

Quarterly Training Updates on Cognite Academy

We are excited to share our quarterly training updates on Cognite Academy with you! This quarter, we've introduced exciting new courses, enhanced learning experiences, and valuable updates to support our growing community of customers and partners. Here's a quick look at our latest enablement content! Cognite Data WorkflowsLearn to automate and manage data processes within Cognite Data Fusion, effortlessly gaining control and visibility over data pipelines. With videos, hands-on exercises, and step-by-step guides, you'll quickly master setting up and running efficient data workflows.Cognite Maintain PractitionerCognite Maintain is built to optimize maintenance workflows, reduce downtime, and boost efficiency. This course teaches you how to leverage data insights to prioritize tasks, plan effectively, and make informed decisions. Through hands-on tutorials, you'll gain practical skills to enhance maintenance with Cognite Maintain's powerful tools.Microlearning Library LaunchDive into key concepts with our short, focused modules that easily fit into your busy life. Whether you're picking up new skills or brushing up on old ones, microlearning gives you the freedom to learn at your own speed, one step at a time. These bite-sized sessions make staying up-to-date easier than ever. Check out our library with 14+ micro-courses on different product areas.Working with Search and Browse 3DCognite Search and Browse 3D is an innovative tool designed for industrial experts. Whether you are a process engineer, production specialist, or reliability expert, this course is your go-to resource for seamlessly exploring, analyzing, and visualizing industrial data.Cognite InRobot Practitioner UpdateDiscover how to harness the power of InRobot to automate industrial missions with ease. This course comprehensively introduces the InRobot application and its capabilities, empowering you to optimize your operations using mobile robots like Spot.Cognite Infield Practitioner UpdateCognite InField enables field technicians and operators to efficiently perform and plan their tasks. In this course, you'll learn to use Cognite InField to explore data (search and visualize), execute tasks (checklists), and plan fieldwork (templates and overview). Bootcamp: 4-Day Intensive In-Person TrainingJoin our 4-day intensive Bootcamp to develop an end-to-end production-ready solution with Cognite Data Fusion. This hands-on training will guide you through the entire process, from data ingestion to deploying a fully functional solution. You'll gain practical experience, learn best practices, and collaborate with peers to solve real-world challenges.Browse the entire Cognite Academy catalog for more courses.

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New Course on Cognite Maintain

We're excited to announce the launch of the Cognite Maintain course, which is now live on Cognite Academy! 🎉Cognite Maintain is an application designed to optimize turnaround workflows, reduce downtime, and enhance operational efficiency. It enables teams to prioritize maintenance activities based on data insights, streamline maintenance planning, and ensure that assets are managed effectively to reduce costs and improve reliability. Using Cognite Maintain, you'll be able to leverage data to drive smarter maintenance decisions, ensuring that your operations are always running smoothly.After completing this course, you will be able to:Understand the concept of Cognite Maintain: Gain a comprehensive understanding of what Cognite Maintain is, including its core principles, purpose, and the value it brings to maintenance planning and optimization. Identify when and why to use Cognite Maintain: Learn the scenarios where Cognite Maintain is most beneficial and discover how it enhances maintenance efficiency and decision-making. Leverage key features and functionalities: Use Cognite Maintain's advanced capabilities to create, refine, and analyze maintenance plans, ensuring optimal resource allocation and performance. Review and visualize work orders through multiple perspectives: Explore work orders using different visual formats, including 2D and 3D models and Gantt charts, to gain a deeper understanding and holistic view of maintenance activities. Compare and evaluate activities across various digital scopes: Perform cross-comparisons of activities from different digital scopes to identify gaps, overlaps, and areas for improvement in your maintenance strategy. Conduct in-depth plans analysis: Execute detailed analyses of your maintenance plans to assess effectiveness, uncover insights, and support continuous improvement in your maintenance workflow.This course combines video tutorials, and step-by-step guides to equip you with the skills to efficiently manage turnaround maintenance workflows using Cognite Maintain.Enroll in the Cognite Maintain learning path today and earn your certification, showcasing your expertise in optimizing maintenance workflows with Cognite's powerful application. Take the next step in advancing your skills and boosting your operational impact!Do you have any training needs or ideas? Please share them in the Product Ideas section under the Academy Trainings tab.Start your learning journey today and register for the Cognite Maintain course on Cognite Academy.

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New Course on Cognite Data Workflows!

We’re excited to announce the launch of the Cognite Data Workflows course, now live on Cognite Academy! 🎉Data Workflows is an integrated, managed orchestration service within Cognite Data Fusion, designed to automate and streamline data processes. It triggers tasks at the right time, keeps data up-to-date, and ensures that processes are smoothly managed by handling dependencies between them.With Data Workflows, you’ll experience less hassle managing data pipelines, enjoy improved performance, and gain better visibility and control over your data operations. This course offers a deep dive into:Core concepts of Data Workflows: Master the fundamental principles and components of orchestration within CDF. Task types: Learn about the various tasks, including CDF Transformations, Cognite Functions, and dynamic tasks. Creating, running, and scheduling workflows: Hands-on practice in designing workflows that automate and optimize your data processes.With a mix of video tutorials, practical exercises, and step-by-step guides, this course will equip you with the skills to efficiently manage data workflows within Cognite Data Fusion.Ready to level up your skills? Dive into the course now and start streamlining your data processes!Have any training needs or ideas? Let us know by sharing it in Product Updates under Academy Trainings tab.Start your learning journey today and register for the Cognite Data Workflows course on Cognite Academy. 

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