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Which Is The Latest Version Of Power BI


Users may see and analyze data from various sources using Power BI, a business analytics tool created by Microsoft. It has a wide range of features and capabilities for data modeling, data transformation, data visualization, and collaboration. Power BI, is one of the top business intelligence tools, with an easy-to-use design and strong functionality. In this post, we'll look at Power BI's primary features, benefits, and use cases.

Features of Power BI

1. Introduction to Power BI:

Using the business analytics application Microsoft Power BI, users may explore and evaluate data from a range of sources. It has a wide range of features and capabilities for data modeling, data transformation, data visualization, and collaboration. A prominent business intelligence product with a user-friendly design and robust features is Power BI. The main characteristics, advantages, and applications of Power BI will be discussed in this article.

2. Power BI Desktop:

Power BI Desktop is a Windows tool that offers a potent environment for developing data models and reports. Users can input data from a variety of sources and edit it using built-in data shaping capabilities utilizing its drag-and-drop user interface. Power BI Desktop also includes a variety of visualization tools, such as charts, maps, tables, and gauges, to assist users in creating attractive and interactive reports.

3. Power BI Service:

Users can publish, share, and collaborate on Power BI reports and dashboards using the cloud-based Power BI Service platform. It supports both real-time and scheduled data refreshes, and users may access their reports from any location and on any device. The Power BI Service also includes advanced capabilities such as data gateways, which allow customers to securely access on-premises data sources.

4. Power BI Mobile:

Users can access and interact with Power BI reports and dashboards on their smartphones and tablets thanks to the Power BI Mobile mobile application. Users can examine and analyze data while on the go because of the dynamic and touch-friendly interface it offers. Offline viewing is supported by Power BI Mobile.

5. Data Connectivity:

With the help of the many connectors included with Power BI, users may connect to a wide range of data sources, including popular databases, cloud services, and files. Cloud and on-premises data sources are both supported.

i. Data Transformation:

Before analysis, users can shape and clean their data using Power BI's robust data transformation engine. It provides simple tools for filtering, merging, column splitting, data profiling, and other operations.

ii. Data modeling:

Power BI users can establish calculated columns and measures, link tables together, and create hierarchies. It enables sophisticated modeling elements including many-to-many linkages and bidirectional filtering.

iii. Data Visualisation:

Power BI includes a multitude of data visualization tools, such as graphs, tables, cards, matrices, and gauges. It has interactive capabilities such as drill-down, drill-through, and cross-filtering, as well as formatting options that allow users to tailor the look of the photos.

iv. Advanced Analytics:

Forecasting, grouping, and fast insights are just a few of the built-in analytics features that Power BI offers. Users may perform advanced analytics and predictive modeling by integrating it with R scripts and Azure Machine Learning.

v. Collaboration and Sharing:

Power BI Service allows users to share their reports and dashboards with others by publishing them to the cloud. It offers granular choices for sharing and access management, including the ability to embed reports in websites and software.

vi. Natural Language Queries:

Power BI supports natural language queries, which let users ask questions in straightforward English about their data. Based on user questions, it creates visualizations and insights using natural language processing techniques.

6. Benefits of Power BI:

i. Easy to Use:

Power BI is simple to use and suitable for both technical and non-technical users because of its user-friendly interface. It is drag-and-drop capabilities and simple tools make it simple to import, alter, and visualize data without the need for in-depth coding or programming knowledge.

ii. Data Integration:

Power BI provides a variety of connectors and integration options that enable users to connect to many data sources and integrate those sources' data in a single report or dashboard. Users can obtain a comprehensive understanding of their data and make better decisions thanks to this integration feature.

iii. Interactive Visualizations:

Power BI offers a wealth of interactive visualizations that make it easier for users to explore and analyze data in a more interesting and relevant way. To focus on particular parts of the data, users can apply filters, dive down into specifics, and interact with graphics.

iv. Real-Time Analytics:

Power BI allows for the streaming and refreshing of data in real time, enabling users to track and examine data as it changes. The capacity to track key performance indicators (KPIs) and make swift business choices is made possible by real-time analytics.

v. Collaboration and Sharing:

Users of the Power BI Service can work together by exchanging reports and dashboards. Users may control who has access to see, edit, and share their information using the many sharing options it offers, including fine-grained access control. Additionally, users can write comments, receive notifications, and participate in real-time.

vi. Mobile Access:

Power BI Mobile gives users the flexibility and convenience to access their reports and dashboards on smartphones and tablets. Users may make data-driven decisions while on the go and stay connected to their data, increasing productivity and responsiveness.

vii. Security and compliance:

Power BI includes security capabilities to guarantee data safety and adherence to privacy laws. To keep data secure and private, it offers Azure Active Directory integration, role-based access control, data encryption, and data loss prevention rules.

viii. Extensibility:

Power BI provides opportunities for extensibility via the Power BI API and customized visuals. Users can add custom visuals to their reports and dashboards to improve the visualizations. Developers can incorporate Power BI features into other apps and automate processes using the Power BI API.

7. Power BI Use Cases:

i. Sales and Marketing Analysis :

Businesses may analyze sales data using Power BI, follow marketing initiatives, and spot trends and patterns. Users can use it to monitor consumer behavior, visualize sales performance, and make data-driven decisions to improve sales and marketing tactics.

ii. Financial Reporting and Analysis:

Power BI is frequently used for financial reporting, planning, and forecasting. Financial Analysis. Users can use it to produce meaningful reports for stakeholders, interactive dashboards, and financial data analysis. Users of Power BI can carry out intricate calculations and scenario analysis thanks to its financial modeling capabilities.

iii. Operations and supply chain management:

Power BI may be used to track supply chain activities, monitor and optimize operational performance, and spot bottlenecks or inefficiencies. It aids users in visualizing production data, inventory levels, and delivery metrics so they may decide how to optimize a process.

iv. Human Resources Analytics:

Using Power BI, HR data, including employee performance, hiring metrics, and workforce demographics, can be analyzed. It gives HR specialists the ability to monitor important HR KPIs, spot talent gaps, and produce reports for workforce planning and management.

v. Business Performance Monitoring:

Monitoring key performance indicators (KPIs) across many departments and functions is made possible with Power BI's real-time dashboards and reports. Users can create goals, monitor their progress, and get alerts or notifications whenever performance thresholds are met or surpassed.

To summarise, Power BI is a robust business analytics solution that enables users to connect to, transform, analyze, and visualize data from a wide range of sources. Because of its user-friendly interface, vast functionality, and integration capabilities, it is a popular choice for enterprises across a wide range of industries. Users can acquire useful insights, make data-driven decisions, and promote corporate success using Power BI. Users can explore and present data in a meaningful and interesting manner because of its core features, which include data connectivity, data transformation, data modeling, and data visualization. Power BI has many benefits, including ease of use, real-time analytics, collaboration and sharing, mobile access, security, and extensibility. It can be used to track company performance, manage operations and supply chains, undertake human resource analytics, and execute financial reporting and analysis. Power BI has established itself as a prominent business intelligence solution, allowing enterprises to use their data for better decision-making and competitive advantage.

History of POWER BI

The beginning of Power BI may be traced to Microsoft's 2010 introduction of Power Pivot, a self-service business intelligence (BI) application. Power BI was created and developed as a result of Microsoft's ongoing investments in and improvements to its BI services.

In this post, we will examine Power BI's development and current position as a preeminent corporate analytics solution.

1. Power Pivot and Power View (2010-2012):

In 2010, Microsoft released Power Pivot as an Excel add-in. Power View followed in 2012. Users were able to directly import and analyze substantial amounts of data from diverse sources using Power Pivot. It made use of in-memory processing to give users access to quick and interactive data analysis tools. The march towards self-service BI at Microsoft began with the release of Power Pivot.

With the release of Power View, yet another Excel add-in, Microsoft increased the scope of its business intelligence solutions in 2012. Using a drag-and-drop interface, Power View allowed users to build interactive data visualizations and reports. Users were able to study and present facts engagingly and simply.

2. Power BI for Office 365 (2013-2015):

Microsoft debuted Power BI for Office 365 in 2013, a cloud-based service that increased the functionality of Power Pivot and Power View. Power BI for Office 365 is available from 2013 to 2015. Users were able to exchange and work together on reports and dashboards using Power BI for Office 365 in a safe and centralized setting. Users were able to interact with data using plain English and gain automatic insights thanks to features like natural language queries, data alerts, and Power Q&A that were implemented.

Microsoft kept putting money into Power BI for Office 365 and regularly released upgrades and improvements. Power BI experienced a significant makeover in 2015 with the introduction of a brand-new standalone service named Power BI.

3. Power BI (2015-Present):

With the launch of Power BI as a standalone service in 2015, the tool's history underwent a significant turning point. A cross-platform, cloud-based system called Power BI was developed to give users access to various data sources, interactive visualizations, and the capability to share discoveries with others.

A Windows application called Power BI Desktop was released, offering a potent environment for data modeling, report writing, and visualization design. It had sophisticated features including data processing, modeling, and bespoke visualizations, enabling customers to design detailed reports that are unique to them.

Microsoft unveiled Power BI Service, a cloud-based platform for publishing, sharing, and collaborating on Power BI reports and dashboards, alongside Power BI Desktop. Users of the Power BI Service were able to share content with others, schedule data refreshes, and publish their reports to the cloud. Providing tools for collaboration, access management, and data protection, made it easier for teams to collaborate on data analysis projects.

Microsoft also unveiled Power BI Mobile, a mobile app that allows users to view and use Power BI dashboards and reports on smartphones and tablets. Users may stay connected to their data and make data-driven decisions while on the road thanks to the dynamic and touch-friendly Power BI Mobile interface.

Power BI has seen constant growth and refinement since its initial release. A number of the new features and enhancements made by Microsoft include support for real-time streaming data, connection with Azure services, significant analytics capabilities, and collaboration with other Microsoft products like Teams and SharePoint.

Power BI, one of the best business intelligence solutions available, has grown in popularity tremendously. It has emerged as a top choice for organizations of all sizes and across all industries due to its ease of use, the plethora of features, cloud-based design, and integration capabilities.

As a result, Power BI has developed from its humble origins as Excel's Power Pivot and Power View to become a complete and potent business analytics solution.

Key Points on the History of Power BI

  • Microsoft Power BI is a cloud-based business analytics service.
  • It was first released as a preview version in 2013 and was formally released in 2015.
  • Power BI is based on previous Microsoft BI technologies such as Power Pivot, Power Query, and Power View.
  • In comparison to standard BI tools, it sought to create a more user-friendly and accessible platform for data visualization and analysis.
  • Initially, Power BI focused on self-service capabilities, allowing individual users to build interactive reports and dashboards without relying heavily on IT staff.
  • Power BI has expanded over time to include enterprise-level functionality and scalability, catering to the needs of larger organizations.
  • Microsoft has invested in Power BI's regular updates and enhancements, offering new features and improving its connectivity with other Microsoft products and services.
  • Power BI became an important part of Microsoft's larger data and analytics strategy, with seamless connectivity with Azure cloud services and other Microsoft technologies.
  • Power BI Desktop was released to enable sophisticated authoring tools for generating complicated data models and visualizations.
  • Power BI Mobile apps were created to allow users to access and interact with their data from their smartphones and tablets.
  • Power BI has grown in popularity and user base to become one of the market's leading business intelligence and data visualization products.

Versions of Power BI

Since its introduction, Microsoft's Power BI has undergone numerous revisions and improvements. We will examine the major Power BI releases in this post, as well as their main features, improvements, and landmarks.

i. Power BI Preview (2013):

Power BI for Office 365 (2013), the first iteration of Power BI, was made available as a preview in 2013. Users could import, transform, and analyze data using Power Pivot and Power View since they provided self-service data exploration and visualization capabilities within Excel. Additionally, it included tools for interactive data exploration like Power Q&A and natural language queries.

ii. Power BI Desktop (2015):

2015 saw the release of Power BI Desktop by Microsoft as a stand-alone Windows program. It signaled Power BI's evolution from an add-in for Excel to a complete data modeling and visualization solution. Users could produce rich and interactive visualizations because of the advanced data transformation, modeling, and report design features given by Power BI Desktop.

iii. Power BI Service (2015):

Microsoft announced Power BI Service in 2015, a cloud-based platform for publishing, sharing, and teaming up on Power BI reports and dashboards, along with Power BI Desktop. Users of the Power BI Service were able to share content with others, schedule data refreshes, and publish their reports to the cloud. It offered tools for collaboration, access control, data protection, and syncing with other Microsoft services.

iv. Power BI Mobile (2015):

Power BI reports and dashboards may be viewed and interacted with via the mobile app Power BI Mobile, which is available for smartphones and tablets. Users could access, examine, and exchange data while traveling, keeping them connected to their data and empowering them to make judgments whenever and wherever they were needed.

v. Power BI Embedded (2016):

A platform-as-a-service (PaaS) offering called Power BI Embedded was released in 2016. It enables programmers to integrate Power BI dashboards and reports into their applications and websites. It gave programmers the flexibility to seamlessly incorporate Power BI technology into their unique apps, expanding the functionality of Power BI.

vi. Power BI Report Server (2017):

Power BI Report Server was released in 2017 as an on-premises reporting solution for businesses that needed to store data locally and adhere to data sovereignty laws. Users had freedom and control over their data thanks to Power BI Report Server, which let them develop, publish, and manage Power BI reports within their infrastructure.

vii. Power BI Premium (2017):

Power BI Premium, a new licensing choice that offered improved functionality and performance for larger-scale deployments, was introduced in 2017. Organizations may designate devoted resources, support larger datasets, enable sophisticated collaboration, and make use of extra features like paginated reports and AI-powered capabilities with Power BI Premium.

viii. Power BI Embedded Gen2 (2018):

To enhance scalability, performance, and developer experience, Microsoft released Power BI Embedded Gen2 in 2018. Power BI Embedded Gen2 provided greater performance for complicated reports, increased flexibility in capacity allocation, and streamlined administration and management.

ix. Power BI Dataflows (2018):

In 2018, Power BI Dataflows was released as a tool that let users build, manage, and share reusable business logic and data transformations. With the use of dataflows, users may create workflows for data preparation, carry out data cleansing and shaping, and share data entities with other Power BI users inside an organization.

Key points on Versions of Power BI

  • Since its initial release, Power BI has gone through various iterations.
  • Power BI for Office 365 was the first version of the software, released in 2013.
  • Power BI Desktop, a standalone program for creating and delivering reports and visualizations, was published by Microsoft in 2015.
  • Power BI Pro was released as a subscription-based version, with better collaboration and sharing options, as well as higher data capacity and refresh rates.
  • Power BI Embedded was introduced to enable developers to include Power BI capabilities in their applications and solutions.
  • Power BI Mobile apps for iOS and Android devices were released, allowing users to access and interact with their reports and dashboards while on the go.
  • Power BI Premium was announced in 2017 as a dedicated capacity-based licensing model, providing enterprise customers with extra scalability and performance features.
  • For on-premises installations, Power BI Report Server was created, allowing organizations to host and administer Power BI reports within their infrastructure.
  • Power BI Desktop has been updated and improved regularly, with new tools, connectors, and visualizations added to improve the authoring experience.
  • Power BI is released every month, with constant upgrades and changes offered to meet user input and industry trends.
  • Microsoft has also released specialized Power BI versions, such as Power BI Pro for Office 365 and Power BI for Government, that are geared to specific user requirements and compliance rules.
  • Power BI features an active user community, online tools, and a marketplace for custom visualizations and extensions, all of which contribute to its quick innovation and expansion.

Monthly Updates for Power BI Desktop:

Power BI Desktop has received monthly updates, delivering new features, improvements, and bug corrections, since its initial release. A wide range of additional capabilities has been added by these updates, including improved data connectors, new visualizations, advanced analytics features, formatting options, and integration with other Microsoft services.

i. Power BI Premium Gen2 (2020):

To further improve the features of Power BI Premium, Microsoft released Power BI Premium Generation 2 (Gen2). Power BI Premium Gen2 offers improved performance, greater flexibility and scalability, and a more straightforward pricing structure. It gave organizations the capacity to more effectively allocate resources, scale their deployments as necessary, and provide users with high-performance analytics.

ii. Power BI 2020 Goals:

Key performance indicators (KPIs) and goals could be defined, monitored, and visualized by organizations using Power BI Goals, which was released in 2020. It gave customers the ability to align their business objectives and analyze progress using simple scorecards and visualizations, enabling organizations to measure and enhance performance in real time.

iii. Power BI Premium per User (2021):

Microsoft debuted Power BI Premium per User in 2021 as a new licensing option that made Power BI Premium's features available to single users. Without the requirement for a separate capacity subscription, Power BI Premium per User offered customers improved performance, broader sharing and collaboration options, and access to premium features that were previously only accessible in Power BI Premium.

Continuous Monthly Updates:

Microsoft continues to offer Power BI monthly updates that add new features, improvements, and enhancements in response to customer input and market requests. Data connectivity, data modeling, visualizations, AI capabilities, security, management, and collaboration are just a few of the topics covered by these updates.

As updates and improvements are frequently made to different components, such as Power BI Desktop, Power BI Service, and Power BI Mobile, independently, it is vital to remember that the versioning and release history of Power BI can be complicated. Power BI is now the market's top business analytics tool thanks to Microsoft's ongoing effort on enhancing its features, performance, and user experience.

To conclude, Power BI has been modified and updated numerous times since its introduction, bringing significant upgrades and new capabilities along the way. Power BI Desktop, Power BI Service, Power BI Mobile, Power BI Embedded, Power BI Premium, and other tools and services have been added since the platform's initial Excel-based capability.

Organizations now can make use of the power of data and make wise decisions for profitable operations thanks to these versions and updates.

Latest Version of Power BI

to obtain the most recent details about the most recent Power BI release. To acquire the most precise and up-to-date information on the most recent version, it is always advised to visit the official Microsoft Power BI website or check for recent updates.

However, I can give a general summary of Power BI's release cycle and typical update frequency as of my knowledge limit.

Microsoft frequently provides updates and new features for Power BI to improve the platform's capabilities. Every month, Power BI upgrades are routinely provided, with each one introducing new features, enhancements, and bug repairs. Power BI Desktop, Power BI Service, Power BI Mobile, and Power BI Embedded are just a few of the parts of Power BI that may be updated.

The Windows program used to create reports, models, and visualizations is called Power BI Desktop. Power BI Desktop releases new features and improvements every month in response to customer input and market requests. Updates could include increased modeling capabilities, better data interfaces, more visualizations, performance enhancements, and connectivity with other Microsoft services.

Regular updates are also made to the cloud-based platform for sharing, publishing, and collaboration known as Power BI Service. The user interface, collaboration tools, data connectivity options, security upgrades, and administrative capabilities are frequently updated with new features and advancements. Updates to the Power BI Service guarantee that customers have access to the newest features and a better user experience.

Updates are also made to Power BI Mobile, the mobile application used to access and interact with Power BI reports and dashboards, bringing new features, better speed, and an improved mobile user experience. The changes could include improved offline capabilities, support for more features, and improvements to the mobile UI.

Microsoft publishes major releases from time to time that might come with important new features, upgrades, or architectural changes in addition to regular updates. These significant updates frequently include a version number upgrade and could bring forth game-changing innovations that influence Power BI's future.

The frequency of releases and precise version numbers may have varied due to changes in Microsoft's release calendar. Visit the official Power BI website, read the release notes, or follow Microsoft's official Power BI blog to remain up to date on the most recent version of Power BI.

Please consult official sources such as the Microsoft Power BI website or release notes for the most latest and accurate information on the most recent version.

Aspects of Power BI that are frequently used:

A. Advanced-Data Connectivity:

Power BI has a large selection of data connectors that can be used to connect to a variety of data sources, including databases, cloud services, on-premises systems, files, and APIs. Users can quickly import and mix data from various sources for analysis thanks to this.

B. Data Cleaning, Transformation, and Shaping:

Within the Power Query Editor, Power BI offers powerful data cleaning, transformation, and shaping capabilities. This covers operations like eliminating duplicates, dividing columns, combining data, using calculations, and more.

C. Data modeling:

Power BI users can establish hierarchies, link tables together, and develop sophisticated data models to facilitate intricate computations and analysis. To gain insights from the data, users can additionally define measures, calculated columns, and calculated tables.

D. Interactive Visualizations:

Charts, tables, matrices, maps, cards, and gauges are just a few examples of the interactive visualizations that Power BI provides. Users can dive down into data, apply filters, generate visually appealing reports and dashboards, and drag & drop fields into the canvas.

E. AI-powered Insights:

Power BI combines AI capabilities to automatically find patterns, trends, and outliers in the data. This results in insights that are enabled by AI. It can provide informative visualizations, make pertinent visualization suggestions based on the data, and run natural language queries to pose questions and receive immediate responses.

F. Collaboration and Sharing:

Power BI users can securely publish and distribute reports and dashboards within their organization. This is known as collaboration and sharing. Users can delegate tasks to team members, add comments, and collaborate in real time.

G. Mobile view:

Users can view their reports and dashboards on smartphones and tablets thanks to Power BI Mobile, which offers a responsive and touch-friendly user interface. Data may be viewed and interacted with by users, who can also get data-driven alerts and access their insights when they're on the road.

H. Power BI Apps:

Users may bundle and share pre-built dashboards, reports, and datasets with Power BI Apps. The sharing and distribution of standardized content within an organization is made simpler as a result, making it simple to provide analytics solutions to end users.

A. Data Refresh and Scheduled Refresh:

Power BI allows data refresh to keep reports and dashboards current. It also supports scheduled refreshes. To guarantee that the insights are based on the most recent data available, users can schedule automatic data refreshes from a variety of data sources.

B. Security and Governance:

Power BI has strong security features such as row-level security, role-based access control, and connection with Azure Active Directory for user authentication and authorization. Security and Governance: Power BI offers comprehensive security capabilities. Organizations can regulate access to sensitive data, enforce data governance principles, and uphold compliance requirements.

It's vital to remember that each Power BI version may include different features and improvements. I suggest checking either the release notes or the official Microsoft Power BI website for the most recent and accurate information on the features of the most recent edition.

Power BI, is a flexible business intelligence platform, with uses across a range of sectors and job responsibilities. Here are a few typical uses for Power BI:

C. Data Analysis and Visualisation:

Power BI gives businesses the tools to analyze and display their data, allowing them to get insightful knowledge and make informed decisions. It is simpler to spot trends, patterns, and outliers when using interactive reports and dashboards that combine and present data from several sources.

D. Business Performance Monitoring:

Power BI gives organizations the ability to keep track of key performance indicators (KPIs) and the advancement of their objectives. Businesses can quickly spot areas for improvement, compare performance to goals, and correct course as necessary by visualizing KPIs in real time.

E. Sales and Marketing Analytics:

Power BI aids in the analysis of sales data, consumer behavior, and marketing initiatives by sales and marketing teams. It enables companies to monitor sales success, gauge customer satisfaction, pinpoint high-value clients, and improve marketing plans in light of data insights.

F. Financial Analysis and Reporting:

Power BI can be used for financial analysis and reporting, as well as to create financial reports and track financial performance. A thorough knowledge of an organization's financial health can be obtained by tracking sales, expenses, profitability, and cash flow using interactive financial dashboards.

G. Supply Chain and Operations Analytics:

By analyzing data on inventory, production, logistics, and supplier performance, Power BI enables businesses to optimize their supply chains and operations. Businesses may pinpoint inventory bottlenecks, track delivery performance, optimize inventory levels, and enhance overall operational effectiveness.

H. Analytics for human resources:

Power BI enables HR teams to examine employee data, monitor HR metrics, and learn about changing workforce patterns. Organizations can use it to assess employee performance, monitor metrics for recruiting and retention, examine training and development initiatives, and make data-driven talent management choices.

I. Customer Analytics and Service:

Analyzing customer data, comprehending consumer behavior, and enhancing customer service are all made possible with Power BI. Companies can develop customer dashboards to monitor customer satisfaction, examine customer feedback, find opportunities for upselling and cross-selling, and provide individualized customer experiences.

J. Healthcare Analytics:

Power BI is used in the healthcare sector to track healthcare results, analyze patient data, and enhance patient care. Healthcare organizations can use it to better allocate resources, monitor patient outcomes, find patterns in patient data, and track illness prevalence.

K. Education Analytics:

Power BI may be used to analyze student data, monitor performance indicators, and enhance educational results in the education sector. It aids educational institutions in tracking attendance and enrolment trends, identifying areas for improvement, and monitoring student development.

L. Real-time Monitoring and IoT Analytics:

IoT analytics and real-time monitoring are supported by Power BI, along with IoT device integration. Predictive maintenance, remote monitoring, and real-time decision-making are made possible as a result of the ability of enterprises to monitor real-time data from sensors, devices, and machines.

These are but a few examples of the numerous uses for Power BI. Power BI's flexibility and extensive feature set make it useful to a variety of business processes and industries, enabling organizations to use their data and get insightful knowledge for better decision-making and operational efficiency.

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