Courses - Page 26 of 36 - HRDC Claimable IT Training and Certification

Analytics and Data Training and Certification

DTB-ADED: Advanced Data Engineering with Databricks

2 Days ILT, VILT

This course serves as an appropriate entry point to learn Advanced Data Engineering with Databricks.

Below, we describe each of the four, four-hour modules included in this course.

Databricks Streaming and Lakeflow Spark Declarative Pipelines

This course provides a comprehensive understanding of Spark Structured Streaming and Delta Lake, including computation models, configuration for streaming read, and maintaining data quality in a streaming environment.

Databricks Data Privacy

This content is intended for the learner persona of data engineers or for customers, partners, and employees who complete data engineering tasks with Databricks. It aims to provide them with the necessary knowledge and skills to execute these activities effectively on the Databricks platform.

Databricks Performance Optimization

In this course, you’ll learn how to optimize workloads and physical layout with Spark and Delta Lake and and analyze the Spark UI to assess performance and debug applications. We’ll cover topics like streaming, liquid clustering, data skipping, caching, photons, and more.

Automated Deployment with Databricks Asset Bundles

This course provides a comprehensive review of DevOps principles and their application to Databricks projects. It begins with an overview of core DevOps, DataOps, continuous integration (CI), continuous deployment (CD), and testing, and explores how these principles can be applied to data engineering pipelines.

The course then focuses on continuous deployment within the CI/CD process, examining tools like the Databricks REST API, SDK, and CLI for project deployment. You will learn about Databricks Asset Bundles (DABs) and how they fit into the CI/CD process. You’ll dive into their key components, folder structure, and how they streamline deployment across various target environments in Databricks. You will also learn how to add variables, modify, validate, deploy, and execute Databricks Asset Bundles for multiple environments with different configurations using the Databricks CLI.

Finally, the course introduces Visual Studio Code as an Interactive Development Environment (IDE) for building, testing, and deploying Databricks Asset Bundles locally, optimizing your development process. The course concludes with an introduction to automating deployment pipelines using GitHub Actions to enhance the CI/CD workflow with Databricks Asset Bundles.

By the end of this course, you will be equipped to automate Databricks project deployments with Databricks Asset Bundles, improving efficiency through DevOps practices.

DSOF: DevSecOps Foundation

RM6,000.00

3 Days ILT, VILT

Topics covered in the course include how DevSecOps provides the business value of DevOps and the ability DevOps has to enable the business and support an organizational transformation with the ultimate goal of increasing productivity, reducing risk, and optimizing cost in the organization.

This DSOF: DevSecOps Foundation course explains how DevOps security practices differ from other security approaches and provides the education needed to understand and apply data and security sciences. Participants learn the purpose, benefits, concepts, and vocabulary of DevSecOps; particularly how DevSecOps roles fit with a DevOps culture and organization. At the end of this course, participants will understand using “security as code” with the intent of making security and compliance consumable as a service.

The course is designed to teach practical steps on how to integrate security programs into DevOps practices and highlights how professionals can use data and security science as the primary means of protecting the organization and customer.

DP-900T00: Microsoft Azure Data Fundamentals

1 Day ILT, VILT

Unlock the potential of your data with Azure Data Fundamentals credential.

To master data in the cloud, you need the right foundation—a solid understanding of core data concepts, such as relational data, nonrelational data, big data, and analytics. Plus familiarity with the roles, tasks, and responsibilities in the world of data and data analytics.

In this DP-900T00: Microsoft Azure Data Fundamentals course, students will learn:

the fundamentals of database concepts in a cloud environment
get basic skilling in cloud data services
build their foundational knowledge of cloud data services within Microsoft Azure
identify and describe core data concepts such as relational, non-relational, big data, and analytics, and explore how this technology is implemented with Microsoft Azure
explore the roles, tasks, and responsibilities in the world of data
explore relational data offerings, provisioning and deploying relational databases, and querying relational data through cloud data solutions with Microsoft Azure
explore non-relational data offerings, provisioning and deploying non-relational databases, and non-relational data stores with Microsoft Azure
explore the processing options available for building data analytics solutions in Azure
explore Azure Synapse Analytics, Azure Databricks, and Azure HDInsight
learn what Power BI is, including its building blocks and how they work together.

Cloud Computing Training & Certification

DP-700T00: Implement Data Engineering Solutions using Microsoft Fabric

4 Days ILT, VILT

This course covers methods and practices to implement data engineering solutions by using Microsoft Fabric. Students will learn how to design and develop effective data loading patterns, data architectures, and orchestration processes.

Objectives for this course include ingesting and transforming data and securing, managing, and monitoring data engineering solutions.

This course is designed for experienced data professionals skilled at data integration and orchestration, and prepares learners for the Microsoft Certified: Fabric Data Engineer Associate certification.

DP-605T00: Prepare and visualize data with Microsoft Power BI

RM1,200.00

1 Day ILT, VILT

Develop dynamic reports with Microsoft Power BI

Transform and load data, define semantic model relationships and calculations, create interactive visuals, and distribute reports using Power BI.

DP-604T00: Implement a data science and machine learning solution for AI in Microsoft Fabric

RM1,200.00

1 Day VILT

Explore the data science process and learn how to train machine learning models to accomplish artificial intelligence in Microsoft Fabric.

DP-603T00: Implement Real-Time Intelligence Solution with Microsoft Fabric

RM1,200.00

1 Day VILT

In this learning path, the student is exposed to various ways to:

Source streaming data sources into Microsoft Fabric.
Use real time Eventstream in Microsoft Fabric.
Query data in a KQL database in Microsoft Fabric.
Create real time dashboards in Microsoft Fabric.

DP-602T00: Implement a data warehouse with Microsoft Fabric

RM1,200.00

1 Day VILT

Explore the data warehousing process and learn how to load, monitor, secure, and query a warehouse in Microsoft Fabric.

DP-601T00: Implementing a Lakehouse with Microsoft Fabric

RM1,200.00

1 Day ILT, VILT

This DP-601T00: Implementing a Lakehouse with Microsoft Fabric course is designed to build your foundational skills in data engineering on Microsoft Fabric, focusing on the Lakehouse concept.

This official Microsoft course will explore the powerful capabilities of Apache Spark for distributed data processing and the essential techniques for efficient data management, versioning, and reliability by working with Delta Lake tables. This course will also explore data ingestion and orchestration using Dataflows Gen2 and Data Factory pipelines.

This course includes a combination of lectures and hands-on exercises that will prepare you to work with lakehouses in Microsoft Fabric.

DP-600T00: Implement Analytics Solutions using Microsoft Fabric

4 Days ILT, VILT

Microsoft Fabric Analytics Engineer.

This Microsoft course covers methods and practices for implementing and managing enterprise-scale data analytics solutions using Microsoft Fabric.

Students will build on existing analytics experience and will learn how to use Microsoft Fabric components, including lakehouses, data warehouses, notebooks, dataflows, data pipelines, and semantic models, to create and deploy analytics assets.

The intensive 4-day program covers:

Building and managing Fabric pipelines, notebooks, lakehouses, and warehouses
Designing semantic models and optimizing DAX and SQL queries
Implementing robust security, governance, version control, and deployment strategies
Hands-on labs and real-world exercises aligned with DP‑600 exam domains

DP-420T00: Designing and Implementing Cloud-Native Applications Using Microsoft Azure Cosmos DB

4 Days ILT, VILT

Unlock opportunities with Azure Cosmos DB.

This DP-420T00: Designing and Implementing Cloud-Native Applications Using Microsoft Azure Cosmos DB course teaches developers how to create application using the SQL API and SDK for Azure Cosmos DB. Students will learn how to write efficient queries, create indexing policies, manage and provisioned resources, and perform common operations with the SDK.

DP-3029: Work smarter with Copilot in Microsoft Fabric

RM1,200.00

1 Day ILT, VILT

This course explores how to work smarter with Copilot in Microsoft Fabric. Learn how to integrate, transform, store data, and create insightful reports using Copilot in Microsoft Fabric.

Level: Intermediate
Product: Microsoft Fabric
Role: Data Analyst, Data Engineer, Data Scientist
Subject: Data analytics, Data engineering, Data integration, Data management, Data modeling, Data storage, Data visualization

DP-3028: Implement Generative AI engineering with Azure Databricks

RM1,200.00

1 Day ILT, VILT

This course covers generative AI engineering on Azure Databricks, using Spark to explore, fine-tune, evaluate, and integrate advanced language models. It teaches how to implement techniques like retrieval-augmented generation (RAG) and multi-stage reasoning, as well as how to fine-tune large language models for specific tasks and evaluate their performance.

Students will also learn about responsible AI practices for deploying AI solutions and how to manage models in production using LLMOps (Large Language Model Operations) on Azure Databricks.

DP-3027: Implement a data engineering solution with Azure Databricks

RM1,200.00

1 Day ILT, VILT

Learn how to harness the power of Apache Spark and powerful clusters running on the Azure Databricks platform to run large data engineering workloads in the cloud.

DP-3021: Configure and migrate to Azure Database for PostgreSQL

RM1,200.00

1 Day ILT, VILT

Azure Database for PostgreSQL is a Platform as a Service database service in the Microsoft cloud. It bases itself on the PostgreSQL open-source relational database and includes built-in high availability, automatic backup and restore, as well as comprehensive security features. The pay-as-you-go pricing model provides predictable performance and near-instant scaling.

In this learning path, you learn the main features of PostgreSQL and how they work in Azure Database for PostgreSQL. You learn about the different Azure Database for PostgreSQL implementation options, and how to configure a server for your needs.

DP-3020: Develop data-driven applications by using Azure SQL Database

RM1,200.00

1 Day ILT, VILT

This learning path prepares you for the task of developing data-driven applications by using Microsoft Azure SQL Database.

You’ll learn how to create and configure an Azure SQL Database, build and deploy database projects using GitHub Actions and Azure Pipelines, and automate the publishing process. Additionally, you’ll explore how to use Data API builder for Azure SQL Database and develop a data API with Azure Web Apps and Static Web App.

Furthermore, you’ll gain skills in importing data via an external REST endpoint, exporting data using an Azure Function, and securing an Azure SQL Database. These essential skills will empower you to effectively develop and manage applications using Azure SQL Database.

DP-3015: Getting Started with Cosmos DB NoSQL Development

RM1,200.00

1 Day VILT

Getting Started with Cosmos DB NoSQL Development

This course teaches developers to utilize Azure Cosmos DB for NoSQL API and SDK. Students will learn query execution, resource configuration, SDK operations, and design strategies for non-relational data modeling and data partitioning.

DP-3014: Build Machine Learning Solutions using Azure Databricks

RM1,200.00

1 Day ILT, VILT

Build Machine Learning Solutions using Azure Databricks.

Azure Databricks is a fully managed, cloud-based data analytics platform, which empowers developers to accelerate AI and innovation by simplifying the process of building enterprise-grade data applications.

Built as a joint effort by Microsoft and the team that started Apache Spark, Azure Databricks provides data science, engineering, and analytical teams with a single platform for big data processing and machine learning.

In this course, you’ll learn how to use Azure Databricks to train and deploy machine learning models.

DP-3011: Implement a Data Analytics Solution with Azure Databricks

RM1,200.00

1 Day VILT

This course explores how to use Databricks and Apache Spark on Azure to take data projects from exploration to production.

Learn how to ingest, transform, and analyze large-scale datasets with Spark DataFrames, Spark SQL, and PySpark
Build confidence in managing distributed data processing
Get hands-on with the Databricks workspace—navigating clusters and creating and optimizing Delta tables
Dive into data engineering practices, including designing ETL pipelines, handling schema evolution, and enforcing data quality.
Automate and manage workloads with Lakeflow Jobs and pipelines
Explore governance and security capabilities such as Unity Catalog and Purview integration

DP-300T00: Implement Scalable Database Solutions using Azure SQL

4 Days ILT, VILT

Level up with Microsoft Certified: Azure Database Administrator Associate.

This DP-300T00: Implement Scalable Database Solutions using Azure SQL course provides students with the knowledge and skills to administer a SQL Server database infrastructure for cloud, on-premises and hybrid relational databases and who work with the Microsoft PaaS relational database offerings.

Additionally, it will be of use to individuals who develop applications that deliver content from SQL-based relational databases.

With stores of data—and the uses for it—increasing exponentially, the need for skilled Azure database administrators will only continue to grow. With this new Microsoft Certification, you can prove your expertise and show organizations that you have the skills they need. Ready to get started?

DP-3007: Train and deploy a machine learning model with Azure Machine Learning

RM1,200.00

1 Day ILT, VILT

Validate your technical skills and open doors to new possibilities of advancement with Microsoft Applied Skills.

To train a machine learning model with Azure Machine Learning, you need to make data available and configure the necessary compute. After training your model and tracking model metrics with MLflow, you can decide to deploy your model to an online endpoint for real-time predictions. Throughout this learning path, you explore how to set up your Azure Machine Learning workspace, after which you train and deploy a machine learning model.

DP-3001: Migrate SQL Server workloads to Azure SQL Database

RM1,200.00

1 Day ILT, VILT

Validate your technical skills and open doors to new possibilities of advancement with Microsoft Applied Skills.

This learning path prepares you for the task of migrating SQL Server workloads to Azure SQL Database.

You’ll learn how to assess SQL Server components and compatibility for migration using the Azure SQL Migration Extension and Database Migration Assistant. This training guides you through the process of provisioning and configuring Azure SQL Database resources. You gain hands-on experience in choosing the best migration option to meet business requirements for downtime, handling migration state, and monitoring database migration.

Additionally, you’ll also learn to perform post-migration tasks like disaster recovery and monitoring for Azure SQL Database. These skills are essential for ensuring a smooth, efficient transition to Azure SQL Database, and maintaining its operation post-migration.

DP-203-AO: Building a Data LakeHouse using Azure Synapse Analytics

RM1,200.00

1 Day ILT, VILT

This session will explore what is the concept of Data LakeHouse – a new, open data management architecture that combines the flexibility, cost-efficiency, and scale of data lakes with the data management and ACID transactions of data warehouses, enabling business intelligence (BI) and machine learning (ML) on all data. SQL Synapse now supports Data Architecture that can consist of Data Lake, Data Warehouse or a combination of both.

DP-100T01: Designing and Implementing a Data Science Solution on Azure

4 Days ILT, VILT

Level up with Microsoft Certified: Azure Data Scientist Associate.

Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This DP-100T01: Designing and Implementing a Data Science Solution on Azure course teaches you to leverage your existing knowledge of Python and machine learning to manage data ingestion and preparation, model training and deployment, and machine learning solution monitoring with Azure Machine Learning and MLflow.

Level up your skills and stand out with a globally recognized certification with Yayasan Peneraju Financing Scheme – eligible for Bumiputera Malaysians.

DP-080T00: Query and Modify Data with Transact-SQL

RM2,100.00

2 Days ILT, VILT

This DP-080T00: Query and Modify Data with Transact-SQL course will teach the basics of Microsoft’s dialect of the standard SQL language: Transact-SQL.

Topics include both querying and modifying data in relational databases that are hosted in Microsoft SQL Server-based database systems, including: Microsoft SQL Server, Azure SQL Database and, Azure Synapse Analytics.

DOL: DevOps Leader

RM6,000.00

2 Days ILT, VILT

Leading people through a DevOps evolution requires new skills, tools, innovative thinking, and transformational leadership. Leaders up, down and across an organization must align and collaborate to break down silos and evolve the organization.

The course highlights the human dynamics of cultural change and equips participants with practices, methods, and tools to engage people across the DevOps spectrum through the use of real-life scenarios and case studies. Upon completion of the course, participants will have tangible takeaways to leverage when back in the office such as understanding Value Stream Mapping.

The DevOps Leader certification course was developed by leveraging key DevOps leadership sources to extract real-life best practices in leading DevOps initiatives and has been designed to teach the key differences and emerging practices for DevOps ways of working through leadership in a fast-paced DevOps and Agile environment.

This certification positions learners to successfully complete the DevOps Leader exam.

DOI: Observability Foundation

RM6,000.00

2 Days ILT, VILT

Microservices and Cloud-Native architectures have been goals of many organizations to help increase speed and agility, but as complexity grows, systems become increasingly challenging to observe. When issues occur, these issues are often di cult to triage and identify the root causes. This course introduces a range of practices for advancing resilience and how to architect end-to-end Observability for Cloud-Native applications. The advantages of building full-stack metrics, events, logs, and distributed tracing are introduced, along with the impact of DevSecOps on Observability and how AIOPs enhance Observability capabilities.

This course also covers how Network and Security Observability plays a key role in building reliability, the key aspects of security operations and automated responses are covered, The course aims to equip participants with the practices, methods, and tools to engage people across the organization involved in Observability by using real-life scenarios and case stories. Upon completion of the course, participants will have tangible takeaways to leverage situations such as implementing MELT models effectively, that fit their organizational context, building distributed tracing and resiliency by design.

The course is developed by leveraging key experts in the fields of telemetry, sources of knowledge and engaging with thought-leaders in the Observability space, and working with organizations who have crossed the chasm of modern Observability to extract real-life best practices. This course positions learners to successfully complete the Observability Foundation certification exam.

DOFD: DevOps Foundation

RM5,000.00

3 Days ILT, VILT

As organizations are facing new entrants in their respective markets, they need to stay competitive and release new and updated products on a regular basis. The DevOps Foundation course provides a baseline understanding of key DevOps terminology to ensure everyone is talking the same language and highlights the benefits of DevOps to support organizational success.

This DevOps Foundation training includes a baseline understanding of key DevOps terminologies, the latest thinking, principles, and practices from the DevOps community including real-world case studies from many high performing organizations that engage and inspire learners, leveraging multimedia and interactive exercises that bring the learning experience to life, including the Three Ways as highlighted in the PhoenixProject the latest from the State of DevOps report.

It is designed for a broad audience, enabling those on the business side to obtain an understanding of Kubernetes and Containers while those on the technical side will obtain an understanding as to the business value of DevOps to reduce cost, increase quality and enhance agility to support business objectives in support of digital transformation initiatives.

DOEF: DevOps Engineering Foundation

RM6,000.00

2 Days ILT, VILT

DevOps is a complex maze that has many leaders frustrated. Many enterprises struggle with their DevOps journey, or even knowing where to start. There are many layers of people, process and technologies across each organization that are instrumental to engineering a successful DevOps solution. DevOps is not something you go get a quote for and simply buy. It’s an evolving journey.

This DOEF: DevOps Engineering Foundation course explains the many aspects of DevOps engineering that leaders and practitioners can execute upon. While DevOps Foundation provides an overview of DevOps, this course will provide a closer look at the implementation process from an engineering perspective. It is an in depth view of the major aspects of engineering DevOps. An engineering approach is critical to DevOps journeys. This course provides the foundations of knowledge, principles and practices from a technical perspective needed to engineer a successful DevOps solution.

This course positions learners to successfully complete the DevOps Engineering Foundation exam.

DO: SAFe DevOps

RM4,000.00

2 Days ILT, VILT

To compete in a disruptive global market, every organization needs to deliver valuable technology solutions at the speed of business. This requires a shared DevOps mindset among all the people needed to define, build, test, deploy, and release software-driven systems—not just the engineers operating a CI/CD pipeline.

The two-day, interactive Certified SAFe® DevOps Practitioner Training course helps people across technical, non-technical, and leadership roles work together to optimize their value stream from end to end. Attendees will learn what DevOps is, why it is important to every role, and design a continuous delivery pipeline that is tailored to their business. Attendees work in cross-functional teams to map their current state value stream from concept to cash, identify major bottlenecks to flow, and build an actionable implementation plan that will accelerate the benefits of DevOps in their organization.

SAFe DevOps answers the questions:

What is DevOps and how does it enable strategic business objectives?
What are the mindset, culture, and technical practices to successfully define, build, test, deploy, and release?
How do I use value stream mapping to measure flow and spot bottlenecks in the delivery pipeline?

Programming and Software Development Training and Certification

DO720: Container Adoption Boot Camp for Developers

RM16,560.00

10 Days Days ILT, VILT

Supporting the adoption of container technology through the development of container-native applications.

The Container Adoption Boot Camp for Developers (DO720) immerses you in intensive, hands-on development of container-native applications deployed on Red Hat’s implementation of Kubernetes, Red Hat® OpenShift® Container Platform. As part of enrollment, you will receive one year of Red Hat Learning Subscription Standard, which gives you unlimited access to all of our courses online, plus up to five certification exams and two retakes. This boot camp is for those seeking to make a quantum leap in their journey toward digital transformation. Making this shift involves developing software in tight iterations so that business value can be realized sooner. In order to accomplish this goal, this offering can facilitate the adoption of container-native applications, including microservices.

This collection of courses is based on Red Hat OpenShift Container Platform 4.5.

DO700: Container Adoption Boot Camp

RM17,390.00

10 Days ILT, VILT

Supporting the infrastructure for adoption of container technology and container-native applications, Kubernetes, and DevOps practices

The Container Adoption Boot Camp for Administrators (DO700) immerses you in intensive, hands-on management of container-native applications deployed on Red Hat’s implementation of Kubernetes, Red Hat® OpenShift® Container Platform, at enterprise scale. This course is for those seeking to make a quantum leap in their digital transformation journey. Making this shift requires the ability to support a growing number of clusters, stakeholders, applications, and users to achieve large-scale deployments. As part of enrollment, you will receive one year of Red Hat Learning Subscription Standard, which gives you unlimited access to all of our courses online, plus up to five certification exams and two retakes.

This collection of courses is based on Red Hat OpenShift Container Platform 4.5.

DO467: Managing Enterprise Automation with Red Hat Ansible Automation Platform

RM6,520.00

4 Days ILT, VILT

Manage complex Red Hat Ansible automation workflows at scale and prevent single points of failure.

The Managing Enterprise Automation with Red Hat Ansible Automation Platform (DO467) course is intended for experienced Ansible automation engineers, DevOps practitioners, and Linux system administrators seeking to deploy, control, and support centralized automation execution on a large scale.

Students will use Red Hat Ansible Automation Platform 2 to scale up Ansible automation. They will deploy automation controller to centrally manage automation workflows, automation mesh to scale up and distribute execution capacity, and private automation hub to manage Ansible Content Collections and automation execution environments for use by automation developers. Large scale automation cluster design and approaches to ensure high availability of Ansible Automation Platform will also be discussed.

This course is based on Red Hat Ansible Automation Platform 2.2.

DO430: Securing Kubernetes Clusters with Red Hat Advanced Cluster Security

RM4,890.00

3 Days ILT, VILT

Address security challenges by applying Red Hat Advanced Cluster Security for Kubernetes in an OpenShift cluster environment.

Customers want to learn how Red Hat Advanced Cluster Security for Kubernetes (RHACS) can help them solve their security challenges. However, their security teams might lack experience with Kubernetes and OpenShift, and so they have challenges with implementation. In particular, their security teams have several needs:

Integrate RHACS with DevOps practices and know how to use it to automate DevSecOps, to enable their teams to operationalize and secure their supply chain, infrastructure, and workloads
Assess compliance based on industry-standard benchmarks and get remediation guidance
Apply vulnerability management, policy enforcement, and network segmentation to secure their workloads

RHACS customers might already be using external image registries and Security Information and Event Management (SIEM) tools. They need to integrate RHACS with their existing set of external components to achieve their security goals.

IT Infrastructure Training and Certification

DO417: Microsoft Windows Automation with Red Hat Ansible Automation Platform

RM6,520.00

4 Days ILT, VILT

Learn how to automate administration on Windows Server to enable your DevOps workflow

Microsoft Windows Automation with Red Hat Ansible (DO417) is designed for Windows Server professionals without previous Ansible® experience. You will use Ansible to write automation playbooks for Microsoft Windows systems to perform common system administration tasks reproducibly at scale. You will also learn to use Red Hat® Ansible Tower to securely manage and run your Ansible playbooks from a central web-based user interface.

This course is based on Red Hat Ansible Engine 2.8, Red Hat Ansible Tower 3.5, and Windows Server 2016 and 2019.

DO400: Red Hat DevOps Pipelines and Processes: CI/CD with Jenkins, Git, and Test Driven Development

RM6,520.00

4 Days ILT, VILT

Build essential skills to implement agile and DevOps development processes and workflows.

DevOps practices have enabled organizations to undergo a digital transformation, moving from a monolithic waterfall approach to a rapidly deploying cloud-based agile process. This transformation requires a team of developers trained to use tools that enable them to spend more time coding and testing and less time troubleshooting.

Red Hat DevOps Pipelines and Processes: CI/CD with Jenkins, Git, and Test-Driven Development (TDD) is a practical introduction to DevOps for developers that teaches students the necessary skills and technologies for automated building and deploying of cloud-native applications.

PRO Tip: The demand for DevOps professionals is skyrocketing. According to Global Market Insights, the DevOps market exceeded $8 billion in 2022 and is projected to maintain a speedy 20% compound annual growth rate (CAGR) from 2023 to 2032. Get additional insights/guidance with these blog posts:

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